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6
Pathophys.
8
Phenotypes
3
Hypotheses
1
Gaps
8
Pathograph
2
Genes
4
Treatments
1
Deep Research
4
Hyp. Reports

Mechanistic Hypotheses

3
Nsp3 Mac1 Macrodomain Essentiality Model
nsp3_mac1_essentiality_model CANONICAL
The SARS-CoV-2 Nsp3 macrodomain (Mac1) is a conserved coronavirus mono-ADP-ribosylhydrolase that is essential for pathogenesis. By hydrolyzing PARP9/DTX3L-deposited mono-ADP-ribose marks on host proteins, Mac1 neutralizes the effector branch of the host interferon antiviral program and is required for productive replication in vivo. This is the disease-level instantiation of the parp_parg_macrodomain_viral_evasion module's canonical countermeasure hypothesis.
Show evidence (2 references)
PMID:33158944 SUPPORT Model Organism
"Mac1 is essential for pathogenesis in multiple animal models of CoV infection"
In vivo essentiality across multiple coronavirus models directly supports the canonical Mac1 essentiality hypothesis.
PMID:34358560 SUPPORT In Vitro
"the cellular function of the SARS-CoV-2 Nsp3 macrodomain is to hydrolyze this end product of IFN signaling, rather than to suppress the IFN response itself"
Russo et al. position Mac1 at the effector end of the IFN antiviral cascade, consistent with the canonical countermeasure model.
Endotheliopathy-Centred Pathophysiology Model
endotheliopathy_centred_pathophysiology_model EMERGING
Severe COVID-19 is increasingly framed as an endotheliopathy in which SARS-CoV-2-driven endothelial activation, thrombo-inflammation, and parenchymal injury — rather than direct cytopathic respiratory infection alone — define the lethal disease phenotype. Under the interactome- rebalancing framing, the lung endothelial interactome shifts toward a pro-thrombotic, hyper-inflammatory state that sits downstream of viral entry but upstream of multi-organ dysfunction. This hypothesis is parallel to (not subsumed by) the macrodomain countermeasure model: Mac1 explains immune evasion at the cellular level, while endotheliopathy explains organ-scale pathology and many of the distinctive thrombotic complications.
Show evidence (2 references)
PMID:33965003 SUPPORT Other
"evidence for many distinctive mechanistic features indicates that COVID-19 constitutes a new disease entity, with emerging data suggesting involvement of an endotheliopathy-centred pathophysiology"
Osuchowski et al. Lancet Respir Med review positions endotheliopathy as the unifying pathophysiological framework for severe COVID-19, distinct from purely respiratory cytopathic injury.
PMID:33965003 SUPPORT Other
"Such complex manifestations suggest that SARS-CoV-2 dysregulates the host response, triggering wide-ranging immuno-inflammatory, thrombotic, and parenchymal derangements."
Directly supports the multi-system, interactome-rebalancing framing of severe COVID-19 as a host-response dysregulation rather than direct viral cytopathology alone.
Mac1 Allosteric Conformational Pivot Model
mac1_allosteric_pivot_model EMERGING
The conserved Mac1 fold across coronaviruses (SARS-CoV-2, SARS-CoV, MERS-CoV) supports treating Mac1 as a thermodynamic pivot point rather than only an active-site target. Allosteric stabilization of distinct Mac1 conformational states or PROTAC-based physical degradation would rebalance the host interactome toward antiviral ADP-ribosylation, with potential broad anti-coronavirus activity that active-site inhibition alone may not achieve. Active drug-discovery programs (including the third CACHE community challenge) have established Mac1 as a tractable structural target with hundreds of crystallographically characterized ligands, providing a strong starting point for conformational-pivot chemistry.
Show evidence (7 references)
PMID:33158944 SUPPORT In Vitro
"SARS-CoV-2, SARS-CoV, and Middle East respiratory syndrome coronavirus (MERS-CoV) Mac1 domains exhibit similar structural folds, and all 3 proteins bound to ADP-ribose with affinities in the low micromolar range"
Structural conservation of Mac1 across coronaviruses supports the feasibility of a pan-CoV pivot-control strategy beyond active-site inhibition.
PMID:40964377 SUPPORT Computational
"Significant efforts have been recently dedicated to the discovery of small molecule inhibitors against the Macrodomain 1 (Mac1) of nonstructural protein 3 (NSP3) as potential antivirals for SARS-CoV-2."
Ban et al. and the CACHE3 challenge directly demonstrate that Mac1 is an active drug-discovery target with community-wide investment, supporting the feasibility of allosteric and PROTAC-warhead programs.
PMID:40964377 SUPPORT Computational
"Our results illustrate the effectiveness of ML-accelerated docking to rapidly identify novel chemical series and provide a strong foundation for the development of SARS-CoV-2 NSP3 Mac1 inhibitors."
The community-level chemistry infrastructure for Mac1 hit-finding lowers the experimental barrier for the proposed Mac1 conformational pivot experiment.
+ 4 more references
?

Discussions and Knowledge Gaps

1
Can the SARS-CoV-2 Nsp3 Mac1 macrodomain be controlled as a thermodynamic pivot point — by allosteric stabilization of distinct conformational states or by PROTAC-based physical degradation — to restore host PARP9/DTX3L-dependent antiviral ADP-ribosylation and arrest viral replication, and is this strategy broadly active across coronaviruses?
KNOWLEDGE GAP OPEN gap_covid_macrodomain_allosteric_pivot
The Nsp3 Mac1 macrodomain is a conserved, structurally tractable viral enzyme that selectively hydrolyzes the end product of the host IFN-PARP antiviral program. Active-site inhibitors target the ADP-ribose pocket directly, but the broader interactome framing suggests an alternative: stabilize defined conformational states of Mac1 with allosteric binders to test how each conformation reshapes the host PARP-mediated antiviral response, or eliminate the protein outright with a viral-protein-directed PROTAC warhead. Because Mac1 folds are conserved across SARS-CoV-2, SARS-CoV, and MERS-CoV, conformational stabilizers or degraders may have broad anti-coronavirus activity — the kind of pivot-point control that distinguishes a thermodynamic interactome framing from single-enzyme inhibition.
Proposed experiments
Allosteric Mac1 conformational stabilization versus PROTAC degradation in SARS-CoV-2-infected airway organoids
controlled perturbation experiment
exp_covid_mac1_allosteric_pivot
Infect human airway organoids and ACE2/TMPRSS2-positive lung epithelial lines with authentic SARS-CoV-2 and treat with (a) active-site Mac1 inhibitors, (b) allosteric Mac1 binders tuned to stabilize discrete conformational states, and (c) a viral-Mac1-directed PROTAC warhead. Read out viral genome replication, infectious virus production, host PARP9/DTX3L-mediated ADP-ribosylation marks on host substrates, interferon- stimulated gene induction, and downstream cytokine and tissue-damage signatures. Repeat across SARS-CoV-2, SARS-CoV, and MERS-CoV Mac1 orthologs to test pan-coronavirus activity.
Model systems
Human airway organoid panel
ACE2/TMPRSS2-positive bronchial and alveolar organoids derived from human donors, used to capture native cellular tropism and innate immune responses to SARS-CoV-2.
ORGANOID
human link
lung link
ciliated cell link pulmonary alveolar type 2 cell link
Perturbations
Allosteric Mac1 conformational stabilization
Small-molecule binders that stabilize defined conformational states of Mac1 to test conformation-specific impact on host ADP-ribosylation and viral replication.
Mac1 PROTAC degradation
Viral-protein-directed PROTAC warhead recruiting host E3 ubiquitin ligase to physically degrade Nsp3 Mac1 in infected cells.
Active-site Mac1 inhibition (comparator)
Direct ADP-ribose-pocket inhibitor used as comparator to distinguish conformational and degradation modes of pivot control from canonical active-site blockade.
Readouts
Viral genome replication and infectious virus output
viral life cycle link
Direction: NEGATIVE
Host PARP9/DTX3L-dependent ADP-ribosylation rescue
protein poly-ADP-ribosylation link
Direction: POSITIVE
Interpretation: Restoration of host ADP-ribosylation marks alongside suppression of viral replication would support Mac1 inactivation (allosteric or PROTAC) as the causal link between interactome rebalancing and antiviral control.
Decision criterion
The macrodomain pivot model is supported if either allosteric conformational stabilization or PROTAC degradation of Mac1 (a) restores host PARP9/DTX3L-dependent ADP-ribosylation, (b) suppresses SARS-CoV-2 replication in human airway organoids, and (c) shows comparable activity against SARS-CoV and MERS-CoV Mac1 orthologs, supporting a pan-CoV mechanism.
Show evidence (2 references)
PMID:33158944 SUPPORT In Vitro
"SARS-CoV-2, SARS-CoV, and Middle East respiratory syndrome coronavirus (MERS-CoV) Mac1 domains exhibit similar structural folds, and all 3 proteins bound to ADP-ribose with affinities in the low micromolar range"
Structural conservation of Mac1 across coronaviruses supports the feasibility of a pan-CoV pivot-control strategy.
PMID:34358560 SUPPORT In Vitro
"ectopic expression of the SARS-CoV-2 Nsp3 macrodomain reverses this modification in human cells"
The ectopic-Mac1 reversal phenotype is the operational readout that Mac1 inactivation experiments must rescue.

Pathophysiology

6
SARS-CoV-2 Spike-Mediated Entry via ACE2 and TMPRSS2
SARS-CoV-2 enters host cells via its spike (S) glycoprotein binding the cellular receptor ACE2, followed by S protein priming by the host serine protease TMPRSS2. ACE2 and TMPRSS2 co-expression on nasal, conducting airway, and alveolar epithelial cells (particularly ciliated cells and type II pneumocytes) defines the principal cellular tropism that drives upper- and lower-respiratory disease.
ciliated cell link pulmonary alveolar type 2 cell link
ACE2 link TMPRSS2 link
Show evidence (1 reference)
PMID:32142651 SUPPORT In Vitro
"we demonstrate that SARS-CoV-2 uses the SARS-CoV receptor ACE2 for entry and the serine protease TMPRSS2 for S protein priming"
Hoffmann et al. directly establish the ACE2 receptor and TMPRSS2-priming entry mechanism that defines SARS-CoV-2 cell tropism.
RNA Virus-Induced Interferon and PARP Activation
SARS-CoV-2 replication is sensed by pattern-recognition receptors that induce type I and type III interferon signaling in infected respiratory epithelium. Interferon signaling drives expression of PARP family members (including PARP9 paired with the DTX3L E3 ligase) that catalyze antiviral ADP-ribosylation as part of the innate antiviral program.
response to virus link ↑ INCREASED positive regulation of defense response to virus by host link ↑ INCREASED
Show evidence (1 reference)
PMID:34358560 SUPPORT In Vitro
"activation of the IFN response induces ADP-ribosylation of host proteins"
Russo et al. show that interferon-response activation drives host protein ADP-ribosylation, instantiating the IFN-PARP arm of the macrodomain module in human cells exposed to SARS-CoV-2 Nsp3.
Host PARP9/DTX3L Antiviral ADP-Ribosylation
The interferon-inducible PARP9 ADP-ribosyltransferase, in complex with the DTX3L E3 ligase, mono-ADP-ribosylates host proteins as a downstream effector of the host antiviral interferon response. This NAD-dependent modification is the substrate that the SARS-CoV-2 Nsp3 macrodomain targets and reverses.
PARP9 link DTX3L link
protein poly-ADP-ribosylation link ↑ INCREASED
Show evidence (1 reference)
PMID:34358560 SUPPORT In Vitro
"This IFN-induced ADP-ribosylation is dependent on PARP9 and its binding partner DTX3L"
Russo et al. identify PARP9/DTX3L as the IFN-dependent ADP-ribosylation machinery whose product the Nsp3 macrodomain reverses.
Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
SARS-CoV-2 encodes a conserved macrodomain (Mac1) within nonstructural protein 3 (Nsp3) that binds and hydrolyzes mono-ADP-ribose marks on host proteins. Mac1 reverses the PARP9/DTX3L-dependent antiviral ADP-ribosylation that the host interferon response deposits, neutralizing this branch of innate immunity. The macrodomain is essential for coronavirus pathogenesis in animal models and is the prototypical viral pivot point for this mechanism module. Its conserved fold and druggable ADP-ribose pocket make it an attractive target for both small-molecule inhibitors and PROTAC-style degraders.
protein de-ADP-ribosylation link ↑ INCREASED negative regulation of defense response to virus by host link ↑ INCREASED
Show evidence (4 references)
PMID:33158944 SUPPORT In Vitro
"All coronaviruses encode a highly conserved macrodomain (Mac1) that binds to and removes ADP-ribose adducts from proteins"
Alhammad et al. directly establish that the SARS-CoV-2 Mac1 macrodomain is a conserved ADP-ribose hydrolase, the defining viral countermeasure enzyme.
PMID:33158944 SUPPORT Model Organism
"Mac1 is essential for pathogenesis in multiple animal models of CoV infection"
Mac1's essentiality across multiple in vivo coronavirus infection models supports the macrodomain as the obligate viral pivot for ADP-ribosylation countermeasure rather than an accessory function.
PMID:34358560 SUPPORT In Vitro
"ectopic expression of the SARS-CoV-2 Nsp3 macrodomain reverses this modification in human cells"
Russo et al. directly demonstrate Nsp3 macrodomain-mediated reversal of PARP9/DTX3L-deposited ADP-ribosylation in human cells.
+ 1 more reference
Enhanced Viral Replication and Tissue Pathology
By neutralizing host PARP9/DTX3L-dependent antiviral ADP-ribosylation, the Nsp3 macrodomain permits sustained viral replication in respiratory epithelium, leading to alveolar epithelial injury, diffuse alveolar damage, and recruitment of innate immune effectors. The interplay of viral cytopathic injury and dysregulated host responses drives the pneumonia, hypoxemia, and acute respiratory distress syndrome that characterize severe COVID-19.
viral life cycle link ↑ INCREASED
Show evidence (1 reference)
PMID:33158944 SUPPORT Model Organism
"The macrodomain is essential for CoV pathogenesis and may be a novel therapeutic target."
Macrodomain essentiality for coronavirus pathogenesis links the Mac1 activity directly to viral replication and tissue pathology in vivo.
Cytokine-Driven Acute Respiratory Distress Syndrome
A subset of patients develops severe lower-respiratory disease with elevated inflammatory cytokines, lymphopenia, diffuse alveolar damage, and acute respiratory distress syndrome (ARDS). Markedly elevated IL-6 and other inflammatory mediators identify a hyperinflammatory state amenable to corticosteroid and anti-cytokine therapy.
inflammatory response link ↑ INCREASED
Show evidence (2 references)
PMID:31986264 SUPPORT Human Clinical
"Compared with non-ICU patients, ICU patients had higher plasma levels of IL2, IL7, IL10, GSCF, IP10, MCP1, MIP1A, and TNFα."
Huang et al. directly document the hyperinflammatory cytokine profile that distinguishes severe ICU-level COVID-19 from milder disease.
PMID:31986264 SUPPORT Human Clinical
"Complications included acute respiratory distress syndrome"
The Wuhan cohort directly links severe COVID-19 to ARDS as the dominant lethal complication.

Pathograph

Use the checkboxes to hide or show graph categories. Hover nodes for evidence and cross-linked metadata.
Pathograph: causal mechanism network for COVID-19 Interactive directed graph showing how pathophysiology mechanisms, phenotypes, genetic factors and variants, experimental models, environmental triggers, and treatments relate through causal and linked edges.

Phenotypes

8
Head and Neck 2
Anosmia FREQUENT Anosmia (HP:0000458)
Show evidence (1 reference)
PMID:32393804 SUPPORT Human Clinical
"the proportion of participants who reported loss of smell and taste was higher in those with a positive test result"
The Menni et al. symptom-tracker cohort directly establishes loss of smell and taste as a strongly discriminating symptom of SARS-CoV-2 infection.
Ageusia FREQUENT Ageusia (HP:0041051)
Show evidence (1 reference)
PMID:32393804 SUPPORT Human Clinical
"the proportion of participants who reported loss of smell and taste was higher in those with a positive test result"
Loss of taste was reported together with loss of smell in the Menni symptom-tracker cohort as a discriminating COVID-19 symptom.
Immune 1
Pneumonia VERY_FREQUENT Pneumonia (HP:0002090)
Show evidence (1 reference)
PMID:31986264 SUPPORT Human Clinical
"All 41 patients had pneumonia with abnormal findings on chest CT."
Pneumonia with chest CT abnormalities was universal in the initial hospitalized cohort.
Metabolism 1
Fever VERY_FREQUENT Fever (HP:0001945)
Show evidence (1 reference)
PMID:31986264 SUPPORT Human Clinical
"Common symptoms at onset of illness were fever"
The Wuhan cohort directly documents fever as the dominant presenting symptom of acute COVID-19.
Respiratory 3
Cough FREQUENT Cough (HP:0012735)
Show evidence (1 reference)
PMID:31986264 SUPPORT Human Clinical
"of 41 patients), cough"
Huang et al. directly enumerate cough among the most common presenting symptoms (76% of patients) in the initial Wuhan hospitalized cohort.
Dyspnea FREQUENT Dyspnea (HP:0002094)
Show evidence (1 reference)
PMID:31986264 SUPPORT Human Clinical
"Dyspnoea developed in"
Dyspnea is one of the cardinal clinical features documented in the initial Wuhan hospitalized cohort, with median onset around day 8 from symptom onset.
Acute Respiratory Distress Syndrome OCCASIONAL Acute respiratory distress syndrome (HP:0033677)
Show evidence (1 reference)
PMID:31986264 SUPPORT Human Clinical
"Complications included acute respiratory distress syndrome"
ARDS was a documented complication in the initial Wuhan hospitalized cohort.
Other 1
Lymphopenia FREQUENT Infection-associated lymphopenia (HP:4000034)
Show evidence (1 reference)
PMID:31986264 SUPPORT Human Clinical
"of 41 patients had lymphopenia"
Lymphopenia was reported as a common laboratory finding in the initial hospitalized cohort.
🧬

Genetic Associations

2
ACE2 (Host receptor susceptibility)
Show evidence (1 reference)
PMID:32142651 SUPPORT In Vitro
"we demonstrate that SARS-CoV-2 uses the SARS-CoV receptor ACE2 for entry and the serine protease TMPRSS2 for S protein priming"
Hoffmann et al. establish ACE2 as the obligate SARS-CoV-2 entry receptor.
TMPRSS2 (Host protease cofactor)
Show evidence (1 reference)
PMID:32142651 SUPPORT In Vitro
"A TMPRSS2 inhibitor approved for clinical use blocked entry and might constitute a treatment option"
TMPRSS2 priming is a druggable host-directed step in SARS-CoV-2 entry.
💊

Treatments

4
Nirmatrelvir/Ritonavir (Paxlovid)
Action: Pharmacotherapy NCIT:C15986
Agent: nirmatrelvir ritonavir
Oral SARS-CoV-2 main protease (Mpro/3CLpro) inhibitor nirmatrelvir, boosted with ritonavir as a pharmacokinetic enhancer, is recommended for outpatients with mild-to-moderate COVID-19 at high risk of progression to severe disease.
Remdesivir
Action: Pharmacotherapy NCIT:C15986
Agent: remdesivir
Intravenous nucleotide-analog inhibitor of the SARS-CoV-2 RNA-dependent RNA polymerase, used in hospitalized patients with COVID-19 requiring supplemental oxygen.
Dexamethasone
Action: Pharmacotherapy NCIT:C15986
Agent: dexamethasone
Systemic corticosteroid that reduces mortality in patients with COVID-19 requiring supplemental oxygen or mechanical ventilation by suppressing the hyperinflammatory host response.
COVID-19 Vaccination
Action: vaccination MAXO:0001017
Active immunization against the SARS-CoV-2 spike protein (mRNA, adenoviral vector, recombinant protein, and inactivated platforms) is the principal population-level intervention against COVID-19 and reduces severe disease and death.
{ }

Source YAML

click to show
name: COVID-19
creation_date: "2026-05-26T18:00:00Z"
synonyms:
- Coronavirus Disease 2019
- SARS-CoV-2 Infection
- Acute SARS-CoV-2 Infection
description: >-
  COVID-19 (Coronavirus Disease 2019) is the acute infectious respiratory disease
  caused by Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2). Cell
  entry depends on viral spike protein binding to ACE2 and TMPRSS2-mediated
  spike priming on airway and alveolar epithelium. Clinical presentation ranges
  from asymptomatic infection through self-limited upper-respiratory illness to
  bilateral viral pneumonia, hypoxemic respiratory failure with acute
  respiratory distress syndrome, and multisystem involvement. A defining
  molecular feature of SARS-CoV-2 pathogenesis is the Nsp3 macrodomain (Mac1),
  a conserved viral mono-ADP-ribosylhydrolase that reverses host PARP-mediated
  antiviral ADP-ribosylation downstream of the interferon response. This entry
  models the acute infection only; post-acute sequelae are curated under the
  separate Long COVID entry.
categories:
- Infectious Disease
- Viral Disease
- Respiratory Disease
parents:
- coronavirus infectious disease
disease_term:
  preferred_term: COVID-19
  term:
    id: MONDO:0100096
    label: COVID-19
mechanistic_hypotheses:
- hypothesis_group_id: nsp3_mac1_essentiality_model
  hypothesis_label: Nsp3 Mac1 Macrodomain Essentiality Model
  status: CANONICAL
  description: >-
    The SARS-CoV-2 Nsp3 macrodomain (Mac1) is a conserved coronavirus
    mono-ADP-ribosylhydrolase that is essential for pathogenesis. By
    hydrolyzing PARP9/DTX3L-deposited mono-ADP-ribose marks on host proteins,
    Mac1 neutralizes the effector branch of the host interferon antiviral
    program and is required for productive replication in vivo. This is the
    disease-level instantiation of the
    parp_parg_macrodomain_viral_evasion module's canonical countermeasure
    hypothesis.
  evidence:
  - reference: PMID:33158944
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    snippet: >-
      Mac1 is essential for pathogenesis in multiple animal models of CoV
      infection
    explanation: >-
      In vivo essentiality across multiple coronavirus models directly supports
      the canonical Mac1 essentiality hypothesis.
  - reference: PMID:34358560
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      the cellular function of the SARS-CoV-2 Nsp3 macrodomain is to hydrolyze
      this end product of IFN signaling, rather than to suppress the IFN
      response itself
    explanation: >-
      Russo et al. position Mac1 at the effector end of the IFN antiviral
      cascade, consistent with the canonical countermeasure model.
- hypothesis_group_id: endotheliopathy_centred_pathophysiology_model
  hypothesis_label: Endotheliopathy-Centred Pathophysiology Model
  status: EMERGING
  description: >-
    Severe COVID-19 is increasingly framed as an endotheliopathy in which
    SARS-CoV-2-driven endothelial activation, thrombo-inflammation, and
    parenchymal injury — rather than direct cytopathic respiratory infection
    alone — define the lethal disease phenotype. Under the interactome-
    rebalancing framing, the lung endothelial interactome shifts toward a
    pro-thrombotic, hyper-inflammatory state that sits downstream of viral
    entry but upstream of multi-organ dysfunction. This hypothesis is parallel
    to (not subsumed by) the macrodomain countermeasure model: Mac1 explains
    immune evasion at the cellular level, while endotheliopathy explains
    organ-scale pathology and many of the distinctive thrombotic complications.
  evidence:
  - reference: PMID:33965003
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      evidence for many distinctive mechanistic features indicates that
      COVID-19 constitutes a new disease entity, with emerging data
      suggesting involvement of an endotheliopathy-centred pathophysiology
    explanation: >-
      Osuchowski et al. Lancet Respir Med review positions endotheliopathy
      as the unifying pathophysiological framework for severe COVID-19,
      distinct from purely respiratory cytopathic injury.
  - reference: PMID:33965003
    supports: SUPPORT
    evidence_source: OTHER
    snippet: >-
      Such complex manifestations suggest that SARS-CoV-2 dysregulates the
      host response, triggering wide-ranging immuno-inflammatory, thrombotic,
      and parenchymal derangements.
    explanation: >-
      Directly supports the multi-system, interactome-rebalancing framing of
      severe COVID-19 as a host-response dysregulation rather than direct
      viral cytopathology alone.
- hypothesis_group_id: mac1_allosteric_pivot_model
  hypothesis_label: Mac1 Allosteric Conformational Pivot Model
  status: EMERGING
  description: >-
    The conserved Mac1 fold across coronaviruses (SARS-CoV-2, SARS-CoV,
    MERS-CoV) supports treating Mac1 as a thermodynamic pivot point rather
    than only an active-site target. Allosteric stabilization of distinct
    Mac1 conformational states or PROTAC-based physical degradation would
    rebalance the host interactome toward antiviral ADP-ribosylation, with
    potential broad anti-coronavirus activity that active-site inhibition
    alone may not achieve. Active drug-discovery programs (including the
    third CACHE community challenge) have established Mac1 as a tractable
    structural target with hundreds of crystallographically characterized
    ligands, providing a strong starting point for conformational-pivot
    chemistry.
  evidence:
  - reference: PMID:33158944
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      SARS-CoV-2, SARS-CoV, and Middle East respiratory syndrome coronavirus
      (MERS-CoV) Mac1 domains exhibit similar structural folds, and all 3
      proteins bound to ADP-ribose with affinities in the low micromolar
      range
    explanation: >-
      Structural conservation of Mac1 across coronaviruses supports the
      feasibility of a pan-CoV pivot-control strategy beyond active-site
      inhibition.
  - reference: PMID:40964377
    supports: SUPPORT
    evidence_source: COMPUTATIONAL
    snippet: >-
      Significant efforts have been recently dedicated to the discovery of
      small molecule inhibitors against the Macrodomain 1 (Mac1) of
      nonstructural protein 3 (NSP3) as potential antivirals for SARS-CoV-2.
    explanation: >-
      Ban et al. and the CACHE3 challenge directly demonstrate that Mac1 is
      an active drug-discovery target with community-wide investment,
      supporting the feasibility of allosteric and PROTAC-warhead programs.
  - reference: PMID:40964377
    supports: SUPPORT
    evidence_source: COMPUTATIONAL
    snippet: >-
      Our results illustrate the effectiveness of ML-accelerated docking to
      rapidly identify novel chemical series and provide a strong foundation
      for the development of SARS-CoV-2 NSP3 Mac1 inhibitors.
    explanation: >-
      The community-level chemistry infrastructure for Mac1 hit-finding
      lowers the experimental barrier for the proposed Mac1 conformational
      pivot experiment.
  - reference: PMID:38260573
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    snippet: >-
      Despite increased ADP-ribose binding, I-A mutant MERS-CoV and SARS-CoV-2
      were highly attenuated in both cell culture and mice, indicating that
      this isoleucine residue acts as a gate that controls ADP-ribose binding
      for efficient virus replication.
    explanation: >-
      Kerr et al. provide the strongest direct support for the conformational-
      pivot framing: a GIF-motif I-A mutation that enhances substrate binding
      without impairing catalysis still attenuates the virus in vivo,
      demonstrating that Mac1's conformational landscape (not just enzymatic
      output) is critical for viral fitness. Stabilizing an unproductive
      conformation could therefore achieve antiviral effects beyond what
      active-site inhibition alone provides.
  - reference: PMID:36598939
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      Overall, 160 ligands in 119 different scaffolds were discovered, and
      153 Mac1-ligand complex crystal structures were determined, typically
      to 1 Å resolution or better.
    explanation: >-
      Gahbauer et al. provide the largest crystallographic dataset for any
      macrodomain. The diversity of scaffolds and the observed ligand-mediated
      conformational changes establish Mac1 as a conformationally plastic
      target amenable to allosteric and conformational-state-selective
      chemistry.
  - reference: PMID:36598939
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      Our analyses discovered selective and cell-permeable molecules,
      unexpected ligand-mediated conformational changes within the active site
    explanation: >-
      Observed conformational plasticity in response to diverse ligands
      directly supports the assumption that Mac1 can be addressed by
      conformational-state-selective chemistry, not only orthosteric
      inhibition.
  - reference: PMID:28991428
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      we identified a selective, allosteric and cell-active macrodomain
      inhibitor, GeA-69, targeting macrodomain 2 of PARP14 in vitro and in
      intact cells where it prevents its localisation to the sites of DNA
      damage.
    explanation: >-
      Schuller et al. provide the validated allosteric precedent for any
      macrodomain protein. GeA-69 binds outside the ADP-ribose pocket yet
      blocks PARP14 MD2 function in cells, demonstrating that macrodomain
      allosteric chemistry is feasible and can achieve selectivity
      advantages over orthosteric approaches. This is the closest direct
      precedent for the proposed Mac1 allosteric pivot strategy.

pathophysiology:
- name: SARS-CoV-2 Spike-Mediated Entry via ACE2 and TMPRSS2
  description: >-
    SARS-CoV-2 enters host cells via its spike (S) glycoprotein binding the
    cellular receptor ACE2, followed by S protein priming by the host serine
    protease TMPRSS2. ACE2 and TMPRSS2 co-expression on nasal, conducting
    airway, and alveolar epithelial cells (particularly ciliated cells and
    type II pneumocytes) defines the principal cellular tropism that drives
    upper- and lower-respiratory disease.
  cell_types:
  - preferred_term: ciliated cell
    term:
      id: CL:0000064
      label: ciliated cell
  - preferred_term: pulmonary alveolar type 2 cell
    term:
      id: CL:0002063
      label: pulmonary alveolar type 2 cell
  genes:
  - preferred_term: ACE2
    term:
      id: hgnc:13557
      label: ACE2
  - preferred_term: TMPRSS2
    term:
      id: hgnc:11876
      label: TMPRSS2
  evidence:
  - reference: PMID:32142651
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      we demonstrate that SARS-CoV-2 uses the SARS-CoV receptor ACE2 for entry
      and the serine protease TMPRSS2 for S protein priming
    explanation: >-
      Hoffmann et al. directly establish the ACE2 receptor and TMPRSS2-priming
      entry mechanism that defines SARS-CoV-2 cell tropism.
  downstream:
  - target: RNA Virus-Induced Interferon and PARP Activation
    description: >-
      Productive infection of airway and alveolar epithelium triggers the
      host antiviral interferon program.
- name: RNA Virus-Induced Interferon and PARP Activation
  conforms_to: "parp_parg_macrodomain_viral_evasion#RNA Virus-Induced Interferon and PARP Activation"
  description: >-
    SARS-CoV-2 replication is sensed by pattern-recognition receptors that
    induce type I and type III interferon signaling in infected respiratory
    epithelium. Interferon signaling drives expression of PARP family members
    (including PARP9 paired with the DTX3L E3 ligase) that catalyze antiviral
    ADP-ribosylation as part of the innate antiviral program.
  biological_processes:
  - preferred_term: response to virus
    term:
      id: GO:0009615
      label: response to virus
    modifier: INCREASED
  - preferred_term: positive regulation of defense response to virus by host
    term:
      id: GO:0002230
      label: positive regulation of defense response to virus by host
    modifier: INCREASED
  evidence:
  - reference: PMID:34358560
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      activation of the IFN response induces ADP-ribosylation of host proteins
    explanation: >-
      Russo et al. show that interferon-response activation drives host protein
      ADP-ribosylation, instantiating the IFN-PARP arm of the macrodomain
      module in human cells exposed to SARS-CoV-2 Nsp3.
  downstream:
  - target: Host PARP9/DTX3L Antiviral ADP-Ribosylation
    description: >-
      IFN-induced PARP9/DTX3L catalyzes mono-ADP-ribosylation of host substrates
      as an antiviral effector.
- name: Host PARP9/DTX3L Antiviral ADP-Ribosylation
  conforms_to: "parp_parg_macrodomain_viral_evasion#NAD-Dependent Antiviral ADP-Ribosylation"
  description: >-
    The interferon-inducible PARP9 ADP-ribosyltransferase, in complex with the
    DTX3L E3 ligase, mono-ADP-ribosylates host proteins as a downstream effector
    of the host antiviral interferon response. This NAD-dependent modification
    is the substrate that the SARS-CoV-2 Nsp3 macrodomain targets and reverses.
  genes:
  - preferred_term: PARP9
    term:
      id: hgnc:24118
      label: PARP9
  - preferred_term: DTX3L
    term:
      id: hgnc:30323
      label: DTX3L
  biological_processes:
  - preferred_term: protein poly-ADP-ribosylation
    term:
      id: GO:0070212
      label: protein poly-ADP-ribosylation
    modifier: INCREASED
  evidence:
  - reference: PMID:34358560
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      This IFN-induced ADP-ribosylation is dependent on PARP9 and its binding
      partner DTX3L
    explanation: >-
      Russo et al. identify PARP9/DTX3L as the IFN-dependent ADP-ribosylation
      machinery whose product the Nsp3 macrodomain reverses.
  downstream:
  - target: Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
    description: >-
      The Nsp3 Mac1 macrodomain hydrolyzes the PARP9/DTX3L-deposited
      mono-ADP-ribose marks on host proteins.
- name: Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
  conforms_to: "parp_parg_macrodomain_viral_evasion#Viral Macrodomain De-ADP-Ribosylation Countermeasure"
  description: >-
    SARS-CoV-2 encodes a conserved macrodomain (Mac1) within nonstructural
    protein 3 (Nsp3) that binds and hydrolyzes mono-ADP-ribose marks on host
    proteins. Mac1 reverses the PARP9/DTX3L-dependent antiviral ADP-ribosylation
    that the host interferon response deposits, neutralizing this branch of
    innate immunity. The macrodomain is essential for coronavirus pathogenesis
    in animal models and is the prototypical viral pivot point for this
    mechanism module. Its conserved fold and druggable ADP-ribose pocket make
    it an attractive target for both small-molecule inhibitors and
    PROTAC-style degraders.
  biological_processes:
  - preferred_term: protein de-ADP-ribosylation
    term:
      id: GO:0051725
      label: protein de-ADP-ribosylation
    modifier: INCREASED
  - preferred_term: negative regulation of defense response to virus by host
    term:
      id: GO:0050689
      label: negative regulation of defense response to virus by host
    modifier: INCREASED
  evidence:
  - reference: PMID:33158944
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      All coronaviruses encode a highly conserved macrodomain (Mac1) that binds
      to and removes ADP-ribose adducts from proteins
    explanation: >-
      Alhammad et al. directly establish that the SARS-CoV-2 Mac1 macrodomain
      is a conserved ADP-ribose hydrolase, the defining viral countermeasure
      enzyme.
  - reference: PMID:33158944
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    snippet: >-
      Mac1 is essential for pathogenesis in multiple animal models of CoV
      infection
    explanation: >-
      Mac1's essentiality across multiple in vivo coronavirus infection models
      supports the macrodomain as the obligate viral pivot for ADP-ribosylation
      countermeasure rather than an accessory function.
  - reference: PMID:34358560
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      ectopic expression of the SARS-CoV-2 Nsp3 macrodomain reverses this
      modification in human cells
    explanation: >-
      Russo et al. directly demonstrate Nsp3 macrodomain-mediated reversal of
      PARP9/DTX3L-deposited ADP-ribosylation in human cells.
  - reference: PMID:34358560
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      the cellular function of the SARS-CoV-2 Nsp3 macrodomain is to hydrolyze
      this end product of IFN signaling, rather than to suppress the IFN
      response itself
    explanation: >-
      The macrodomain acts at the effector level of the IFN antiviral program
      (the ADP-ribosylated end product), not at upstream IFN signaling — the
      interactome-rebalancing framing under which Mac1 is a precision pivot.
  downstream:
  - target: Enhanced Viral Replication and Tissue Pathology
    description: >-
      De-ADP-ribosylation of antiviral host substrates restores conditions
      permissive for viral replication and downstream tissue damage.
- name: Enhanced Viral Replication and Tissue Pathology
  conforms_to: "parp_parg_macrodomain_viral_evasion#Enhanced Viral Replication and Pathogenesis"
  description: >-
    By neutralizing host PARP9/DTX3L-dependent antiviral ADP-ribosylation, the
    Nsp3 macrodomain permits sustained viral replication in respiratory
    epithelium, leading to alveolar epithelial injury, diffuse alveolar damage,
    and recruitment of innate immune effectors. The interplay of viral
    cytopathic injury and dysregulated host responses drives the pneumonia,
    hypoxemia, and acute respiratory distress syndrome that characterize severe
    COVID-19.
  biological_processes:
  - preferred_term: viral life cycle
    term:
      id: GO:0019058
      label: viral life cycle
    modifier: INCREASED
  evidence:
  - reference: PMID:33158944
    supports: SUPPORT
    evidence_source: MODEL_ORGANISM
    snippet: >-
      The macrodomain is essential for CoV pathogenesis and may be a novel
      therapeutic target.
    explanation: >-
      Macrodomain essentiality for coronavirus pathogenesis links the Mac1
      activity directly to viral replication and tissue pathology in vivo.
  downstream:
  - target: Cytokine-Driven Acute Respiratory Distress Syndrome
    description: >-
      Severe disease is marked by dysregulated cytokine responses and diffuse
      alveolar damage.
- name: Cytokine-Driven Acute Respiratory Distress Syndrome
  description: >-
    A subset of patients develops severe lower-respiratory disease with
    elevated inflammatory cytokines, lymphopenia, diffuse alveolar damage, and
    acute respiratory distress syndrome (ARDS). Markedly elevated IL-6 and
    other inflammatory mediators identify a hyperinflammatory state amenable
    to corticosteroid and anti-cytokine therapy.
  biological_processes:
  - preferred_term: inflammatory response
    term:
      id: GO:0006954
      label: inflammatory response
    modifier: INCREASED
  evidence:
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Compared with non-ICU patients, ICU patients had higher plasma levels of
      IL2, IL7, IL10, GSCF, IP10, MCP1, MIP1A, and TNFα.
    explanation: >-
      Huang et al. directly document the hyperinflammatory cytokine profile
      that distinguishes severe ICU-level COVID-19 from milder disease.
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Complications included acute respiratory distress syndrome
    explanation: >-
      The Wuhan cohort directly links severe COVID-19 to ARDS as the dominant
      lethal complication.
phenotypes:
- category: Constitutional
  name: Fever
  frequency: VERY_FREQUENT
  description: >-
    Fever is the dominant presenting symptom of acute COVID-19 and was reported
    in 98% of hospitalized patients in the initial Wuhan cohort.
  phenotype_term:
    preferred_term: Fever
    term:
      id: HP:0001945
      label: Fever
  evidence:
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Common symptoms at onset of illness were fever
    explanation: >-
      The Wuhan cohort directly documents fever as the dominant presenting
      symptom of acute COVID-19.
- category: Respiratory
  name: Cough
  frequency: FREQUENT
  description: >-
    Cough is among the most common presenting symptoms of acute COVID-19.
  phenotype_term:
    preferred_term: Cough
    term:
      id: HP:0012735
      label: Cough
  evidence:
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      of 41 patients), cough
    explanation: >-
      Huang et al. directly enumerate cough among the most common presenting
      symptoms (76% of patients) in the initial Wuhan hospitalized cohort.
- category: Respiratory
  name: Dyspnea
  frequency: FREQUENT
  description: >-
    Dyspnea typically develops several days after symptom onset and marks
    progression from upper-respiratory illness to viral pneumonia.
  phenotype_term:
    preferred_term: Dyspnea
    term:
      id: HP:0002094
      label: Dyspnea
  evidence:
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Dyspnoea developed in
    explanation: >-
      Dyspnea is one of the cardinal clinical features documented in the
      initial Wuhan hospitalized cohort, with median onset around day 8 from
      symptom onset.
- category: Respiratory
  name: Pneumonia
  frequency: VERY_FREQUENT
  description: >-
    Bilateral viral pneumonia with ground-glass opacities on chest imaging is
    the canonical lower-respiratory manifestation of moderate-to-severe acute
    COVID-19.
  phenotype_term:
    preferred_term: Pneumonia
    term:
      id: HP:0002090
      label: Pneumonia
  evidence:
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      All 41 patients had pneumonia with abnormal findings on chest CT.
    explanation: >-
      Pneumonia with chest CT abnormalities was universal in the initial
      hospitalized cohort.
- category: Respiratory
  name: Acute Respiratory Distress Syndrome
  frequency: OCCASIONAL
  description: >-
    A subset of patients with severe COVID-19 develop hypoxemic respiratory
    failure meeting Berlin ARDS criteria, requiring high-flow oxygen,
    non-invasive ventilation, or mechanical ventilation.
  phenotype_term:
    preferred_term: Acute respiratory distress syndrome
    term:
      id: HP:0033677
      label: Acute respiratory distress syndrome
  evidence:
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      Complications included acute respiratory distress syndrome
    explanation: >-
      ARDS was a documented complication in the initial Wuhan hospitalized
      cohort.
- category: Neurologic
  name: Anosmia
  frequency: FREQUENT
  description: >-
    Sudden-onset loss of smell, often accompanied by loss of taste, is highly
    associated with SARS-CoV-2 infection and is the single strongest symptom
    predictor of a positive test in community cohorts.
  phenotype_term:
    preferred_term: Anosmia
    term:
      id: HP:0000458
      label: Anosmia
  evidence:
  - reference: PMID:32393804
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      the proportion of participants who reported loss of smell and taste was
      higher in those with a positive test result
    explanation: >-
      The Menni et al. symptom-tracker cohort directly establishes loss of
      smell and taste as a strongly discriminating symptom of SARS-CoV-2
      infection.
- category: Neurologic
  name: Ageusia
  frequency: FREQUENT
  description: >-
    Loss of taste commonly co-occurs with anosmia in acute COVID-19.
  phenotype_term:
    preferred_term: Ageusia
    term:
      id: HP:0041051
      label: Ageusia
  evidence:
  - reference: PMID:32393804
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      the proportion of participants who reported loss of smell and taste was
      higher in those with a positive test result
    explanation: >-
      Loss of taste was reported together with loss of smell in the Menni
      symptom-tracker cohort as a discriminating COVID-19 symptom.
- category: Laboratory Abnormality
  name: Lymphopenia
  frequency: FREQUENT
  description: >-
    Reduced peripheral lymphocyte counts are commonly observed in moderate-
    to-severe COVID-19 and track with disease severity.
  phenotype_term:
    preferred_term: Infection-associated lymphopenia
    term:
      id: HP:4000034
      label: Infection-associated lymphopenia
  evidence:
  - reference: PMID:31986264
    supports: SUPPORT
    evidence_source: HUMAN_CLINICAL
    snippet: >-
      of 41 patients had lymphopenia
    explanation: >-
      Lymphopenia was reported as a common laboratory finding in the initial
      hospitalized cohort.
genetic:
- name: ACE2
  association: Host receptor susceptibility
  gene_term:
    preferred_term: ACE2
    term:
      id: hgnc:13557
      label: ACE2
  notes: >-
    ACE2 is the cellular receptor used by the SARS-CoV-2 spike glycoprotein for
    cell entry. Genetic variation in ACE2 expression and inter-individual
    differences in ACE2 distribution across airway and alveolar epithelium
    contribute to susceptibility and disease severity.
  evidence:
  - reference: PMID:32142651
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      we demonstrate that SARS-CoV-2 uses the SARS-CoV receptor ACE2 for entry
      and the serine protease TMPRSS2 for S protein priming
    explanation: >-
      Hoffmann et al. establish ACE2 as the obligate SARS-CoV-2 entry receptor.
- name: TMPRSS2
  association: Host protease cofactor
  gene_term:
    preferred_term: TMPRSS2
    term:
      id: hgnc:11876
      label: TMPRSS2
  notes: >-
    TMPRSS2 is the principal host serine protease that primes the SARS-CoV-2
    spike protein for membrane fusion. Pharmacologic inhibition of TMPRSS2
    blocks viral entry in cell culture and is a validated host-directed
    antiviral strategy.
  evidence:
  - reference: PMID:32142651
    supports: SUPPORT
    evidence_source: IN_VITRO
    snippet: >-
      A TMPRSS2 inhibitor approved for clinical use blocked entry and might
      constitute a treatment option
    explanation: >-
      TMPRSS2 priming is a druggable host-directed step in SARS-CoV-2 entry.
treatments:
- name: Nirmatrelvir/Ritonavir (Paxlovid)
  description: >-
    Oral SARS-CoV-2 main protease (Mpro/3CLpro) inhibitor nirmatrelvir, boosted
    with ritonavir as a pharmacokinetic enhancer, is recommended for
    outpatients with mild-to-moderate COVID-19 at high risk of progression to
    severe disease.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
    therapeutic_agent:
    - preferred_term: nirmatrelvir
      term:
        id: CHEBI:170007
        label: nirmatrelvir
    - preferred_term: ritonavir
      term:
        id: CHEBI:45409
        label: ritonavir
- name: Remdesivir
  description: >-
    Intravenous nucleotide-analog inhibitor of the SARS-CoV-2 RNA-dependent
    RNA polymerase, used in hospitalized patients with COVID-19 requiring
    supplemental oxygen.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
    therapeutic_agent:
    - preferred_term: remdesivir
      term:
        id: CHEBI:145994
        label: remdesivir
- name: Dexamethasone
  description: >-
    Systemic corticosteroid that reduces mortality in patients with COVID-19
    requiring supplemental oxygen or mechanical ventilation by suppressing the
    hyperinflammatory host response.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
    therapeutic_agent:
    - preferred_term: dexamethasone
      term:
        id: CHEBI:41879
        label: dexamethasone
- name: COVID-19 Vaccination
  description: >-
    Active immunization against the SARS-CoV-2 spike protein (mRNA, adenoviral
    vector, recombinant protein, and inactivated platforms) is the principal
    population-level intervention against COVID-19 and reduces severe disease
    and death.
  treatment_term:
    preferred_term: vaccination
    term:
      id: MAXO:0001017
      label: vaccination
discussions:
- discussion_id: gap_covid_macrodomain_allosteric_pivot
  prompt: >-
    Can the SARS-CoV-2 Nsp3 Mac1 macrodomain be controlled as a thermodynamic
    pivot point — by allosteric stabilization of distinct conformational
    states or by PROTAC-based physical degradation — to restore host
    PARP9/DTX3L-dependent antiviral ADP-ribosylation and arrest viral
    replication, and is this strategy broadly active across coronaviruses?
  kind: KNOWLEDGE_GAP
  status: OPEN
  attaches_to:
  - pathophysiology#Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
  - pathophysiology#Host PARP9/DTX3L Antiviral ADP-Ribosylation
  rationale: >-
    The Nsp3 Mac1 macrodomain is a conserved, structurally tractable viral
    enzyme that selectively hydrolyzes the end product of the host IFN-PARP
    antiviral program. Active-site inhibitors target the ADP-ribose pocket
    directly, but the broader interactome framing suggests an alternative:
    stabilize defined conformational states of Mac1 with allosteric binders to
    test how each conformation reshapes the host PARP-mediated antiviral
    response, or eliminate the protein outright with a viral-protein-directed
    PROTAC warhead. Because Mac1 folds are conserved across SARS-CoV-2,
    SARS-CoV, and MERS-CoV, conformational stabilizers or degraders may have
    broad anti-coronavirus activity — the kind of pivot-point control that
    distinguishes a thermodynamic interactome framing from single-enzyme
    inhibition.
  proposed_experiments:
  - experiment_id: exp_covid_mac1_allosteric_pivot
    name: Allosteric Mac1 conformational stabilization versus PROTAC degradation in SARS-CoV-2-infected airway organoids
    description: >-
      Infect human airway organoids and ACE2/TMPRSS2-positive lung epithelial
      lines with authentic SARS-CoV-2 and treat with (a) active-site Mac1
      inhibitors, (b) allosteric Mac1 binders tuned to stabilize discrete
      conformational states, and (c) a viral-Mac1-directed PROTAC warhead.
      Read out viral genome replication, infectious virus production, host
      PARP9/DTX3L-mediated ADP-ribosylation marks on host substrates, interferon-
      stimulated gene induction, and downstream cytokine and tissue-damage
      signatures. Repeat across SARS-CoV-2, SARS-CoV, and MERS-CoV Mac1
      orthologs to test pan-coronavirus activity.
    experiment_type:
      preferred_term: controlled perturbation experiment
    model_systems:
    - name: Human airway organoid panel
      description: >-
        ACE2/TMPRSS2-positive bronchial and alveolar organoids derived from
        human donors, used to capture native cellular tropism and innate
        immune responses to SARS-CoV-2.
      experimental_model_type: ORGANOID
      organism:
        preferred_term: human
        term:
          id: NCBITaxon:9606
          label: Homo sapiens
      tissue_term:
        preferred_term: lung
        term:
          id: UBERON:0002048
          label: lung
      cell_types:
      - preferred_term: ciliated cell
        term:
          id: CL:0000064
          label: ciliated cell
      - preferred_term: pulmonary alveolar type 2 cell
        term:
          id: CL:0002063
          label: pulmonary alveolar type 2 cell
    perturbations:
    - name: Allosteric Mac1 conformational stabilization
      target: pathophysiology#Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
      description: >-
        Small-molecule binders that stabilize defined conformational states of
        Mac1 to test conformation-specific impact on host ADP-ribosylation
        and viral replication.
    - name: Mac1 PROTAC degradation
      target: pathophysiology#Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
      description: >-
        Viral-protein-directed PROTAC warhead recruiting host E3 ubiquitin
        ligase to physically degrade Nsp3 Mac1 in infected cells.
    - name: Active-site Mac1 inhibition (comparator)
      target: pathophysiology#Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
      description: >-
        Direct ADP-ribose-pocket inhibitor used as comparator to distinguish
        conformational and degradation modes of pivot control from canonical
        active-site blockade.
    readouts:
    - name: Viral genome replication and infectious virus output
      target: pathophysiology#Enhanced Viral Replication and Tissue Pathology
      biological_processes:
      - preferred_term: viral life cycle
        term:
          id: GO:0019058
          label: viral life cycle
      direction: NEGATIVE
    - name: Host PARP9/DTX3L-dependent ADP-ribosylation rescue
      target: pathophysiology#Host PARP9/DTX3L Antiviral ADP-Ribosylation
      biological_processes:
      - preferred_term: protein poly-ADP-ribosylation
        term:
          id: GO:0070212
          label: protein poly-ADP-ribosylation
      direction: POSITIVE
      interpretation: >-
        Restoration of host ADP-ribosylation marks alongside suppression of
        viral replication would support Mac1 inactivation (allosteric or
        PROTAC) as the causal link between interactome rebalancing and
        antiviral control.
    decision_criterion: >-
      The macrodomain pivot model is supported if either allosteric
      conformational stabilization or PROTAC degradation of Mac1 (a) restores
      host PARP9/DTX3L-dependent ADP-ribosylation, (b) suppresses SARS-CoV-2
      replication in human airway organoids, and (c) shows comparable activity
      against SARS-CoV and MERS-CoV Mac1 orthologs, supporting a pan-CoV
      mechanism.
    would_support:
    - pathophysiology#Nsp3 Macrodomain De-ADP-Ribosylation Countermeasure
    - pathophysiology#Host PARP9/DTX3L Antiviral ADP-Ribosylation
    evidence:
    - reference: PMID:33158944
      supports: SUPPORT
      evidence_source: IN_VITRO
      snippet: >-
        SARS-CoV-2, SARS-CoV, and Middle East respiratory syndrome coronavirus
        (MERS-CoV) Mac1 domains exhibit similar structural folds, and all 3
        proteins bound to ADP-ribose with affinities in the low micromolar
        range
      explanation: >-
        Structural conservation of Mac1 across coronaviruses supports the
        feasibility of a pan-CoV pivot-control strategy.
    - reference: PMID:34358560
      supports: SUPPORT
      evidence_source: IN_VITRO
      snippet: >-
        ectopic expression of the SARS-CoV-2 Nsp3 macrodomain reverses this
        modification in human cells
      explanation: >-
        The ectopic-Mac1 reversal phenotype is the operational readout that
        Mac1 inactivation experiments must rescue.
📚

References & Deep Research

Deep Research

1
Asta
Asta Literature Retrieval: Pathophysiology and clinical mechanisms of COVID-19. Core disease mechanisms, molecular and cellular pathways, involv...
Asta Scientific Corpus Retrieval 20 citations 2026-05-26T23:06:35.565921

Asta Literature Retrieval: Pathophysiology and clinical mechanisms of COVID-19. Core disease mechanisms, molecular and cellular pathways, involv...

This report is retrieval-only and is generated directly from Asta results.

  • Papers retrieved: 20
  • Snippets retrieved: 20

Relevant Papers

[1] The COVID-19 puzzle: deciphering pathophysiology and phenotypes of a new disease entity

  • Authors: M. Osuchowski, M. Winkler, T. Skirecki, S. Cajander, M. Shankar-Hari et al.
  • Year: 2021
  • Venue: The Lancet. Respiratory Medicine
  • URL: https://www.semanticscholar.org/paper/4f3205544946f019893e40368b1369047effb80f
  • DOI: 10.1016/S2213-2600(21)00218-6
  • PMID: 33965003
  • PMCID: 8102044
  • Citations: 378
  • Influential citations: 12
  • Summary: Evidence for many distinctive mechanistic features indicates that COVID-19 constitutes a new disease entity, with emerging data suggesting involvement of an endotheliopathy-centred pathophysiology.
  • Evidence snippets:
  • Snippet 1 (score: 0.740) > The zoonotic SARS-CoV-2 virus that causes COVID-19 continues to spread worldwide, with devastating consequences. While the medical community has gained insight into the epidemiology of COVID-19, important questions remain about the clinical complexities and underlying mechanisms of disease phenotypes. Severe COVID-19 most commonly involves respiratory manifestations, although other systems are also affected, and acute disease is often followed by protracted complications. Such complex manifestations suggest that SARS-CoV-2 dysregulates the host response, triggering wide-ranging immuno-inflammatory, thrombotic, and parenchymal derangements. We review the intricacies of COVID-19 pathophysiology, its various phenotypes, and the anti-SARS-CoV-2 host response at the humoral and cellular levels. Some similarities exist between COVID-19 and respiratory failure of other origins, but evidence for many distinctive mechanistic features indicates that COVID-19 constitutes a new disease entity, with emerging data suggesting involvement of an endotheliopathy-centred pathophysiology. Further research, combining basic and clinical studies, is needed to advance understanding of pathophysiological mechanisms and to characterise immuno-inflammatory derangements across the range of phenotypes to enable optimum care for patients with COVID-19.

[2] Beyond dexamethasone, emerging immuno‐thrombotic therapies for COVID‐19

  • Authors: M. Jensen, M. George, D. Gilroy, R. Sofat
  • Year: 2020
  • Venue: British Journal of Clinical Pharmacology
  • URL: https://www.semanticscholar.org/paper/abe737ee4f8371568804e4bc37a89d81d53f50e9
  • DOI: 10.1111/bcp.14540
  • PMID: 32881064
  • Citations: 7
  • Summary: The pathophysiological mechanisms underpinning these cascades are reviewed with clinical correlates and the current therapeutic approaches being investigated to formulating rationale therapeutic approaches beyond the use of dexamethasone.
  • Evidence snippets:
  • Snippet 1 (score: 0.618) > By reviewing what is known about the clinical and molecular pathophysiology of COVID-19 we have outlined a framework to understand existing therapeutic endeavours. Rational efforts to repurpose existing drugs can be understood in the context of the molecular pathways outlined-from upstream targets (entry via ACE2 or viral replication) to downstream targets (modulating the hyperinflammatory state and/or the coagulopathy). We therefore propose that 1 therapeutic approach could be viral clearance by either small molecular entities or preventative approaches when vaccines are available. However, advanced cases where immunological and thrombotic complications are present may require a combination approach, targeting both viral clearance and adjunctive treatment to address the key complications of serious infection (hyperinflammation and coagulopathy). The benefit of antivirals as adjunctive treatments in severe COVID-19 requires a better understanding of the degree to which viral persistence contributes to deterioration, requiring further studies exploring the relationship between viral RNA load kinetics and disease severity. > To move forward, it is essential to analyse the clinical phenotypes by collecting data on patient demographics, comorbidities, medication history, disease severity, and progression towards surrogate and clinical endpoints. We also require detailed laboratory data, including virology parameters (viral load, acute and convalescent serology) and inflammatory markers (including cytokine profiling), ideally with both real-time systemic and intrapulmonary monitoring. Genome-wide association studies, RNA and proteomic analyses will be crucial in evaluating the pathogenic mechanism behind intrinsic risk factors (for example sex and ethnicity), and approaches including Mendelian randomisation may steer towards causal pathways prioritising drugs for repurposing. Once the backlog of coronial autopsies is processed, research autopsies on COVID-19 positive patients must be prioritised. > The histology from postmortem studies, as well as the cytopathology from bronchoalveolar lavage, will be crucial in elucidating the mechanisms of mortality. Across all of these data domains, large cohorts will need to be analysed before conclusions can be drawn. To better understand the molecular pathways at play, efforts should also be made to elucidate the

[3] Prediction of severe adverse events, modes of action and drug treatments for COVID-19’s complications

  • Authors: C. Astore, Hongyi Zhou, Joshy Jacob, J. Skolnick
  • Year: 2021
  • Venue: Scientific Reports
  • URL: https://www.semanticscholar.org/paper/58831d6f4f1f144c67594e2455065f0f935183a4
  • DOI: 10.1038/s41598-021-00368-6
  • PMID: 34675303
  • PMCID: 8531388
  • Citations: 4
  • Summary: A novel AI methodology MOATAI-VIR, which predicts disease-protein-pathway relationships and repurposed FDA-approved drugs to treat COVID-19’s clinical manifestations was developed, and 24/26 of the major clinical manifestations are successfully predicted.
  • Evidence snippets:
  • Snippet 1 (score: 0.579) > Following SARS-CoV-2 infection, some COVID-19 patients experience severe host driven adverse events. To treat these complications, their underlying etiology and drug treatments must be identified. Thus, a novel AI methodology MOATAI-VIR, which predicts disease-protein-pathway relationships and repurposed FDA-approved drugs to treat COVID-19’s clinical manifestations was developed. SARS-CoV-2 interacting human proteins and GWAS identified respiratory failure genes provide the input from which the mode-of-action (MOA) proteins/pathways of the resulting disease comorbidities are predicted. These comorbidities are then mapped to their clinical manifestations. To assess each manifestation’s molecular basis, their prioritized shared proteins were subject to global pathway analysis. Next, the molecular features associated with hallmark COVID-19 phenotypes, e.g. unusual neurological symptoms, cytokine storms, and blood clots were explored. In practice, 24/26 of the major clinical manifestations are successfully predicted. Three major uncharacterized manifestation categories including neoplasms are also found. The prevalence of neoplasms suggests that SARS-CoV-2 might be an oncovirus due to shared molecular mechanisms between oncogenesis and viral replication. Then, repurposed FDA-approved drugs that might treat COVID-19’s clinical manifestations are predicted by virtual ligand screening of the most frequent comorbid protein targets. These drugs might help treat both COVID-19’s severe adverse events and lesser ones such as loss of taste/smell.

[4] Immune and Metabolic Signatures of COVID-19 Revealed by Transcriptomics Data Reuse

  • Authors: L. Gardinassi, C. O. Souza, Helioswilton Sales-Campos, S. Fonseca
  • Year: 2020
  • Venue: Frontiers in Immunology
  • URL: https://www.semanticscholar.org/paper/88b6bf5f42d644dbb591a33e5733b65220ff4b88
  • DOI: 10.3389/fimmu.2020.01636
  • PMID: 32670298
  • PMCID: 7332781
  • Citations: 108
  • Influential citations: 5
  • Summary: Results indicate higher expression of genes related to oxidative phosphorylation both in peripheral mononuclear leukocytes and BALF, suggesting a critical role for mitochondrial activity during SARS-CoV-2 infection.
  • Evidence snippets:
  • Snippet 1 (score: 0.565) > The current pandemic of coronavirus disease 19 (COVID-19) has affected millions of individuals and caused thousands of deaths worldwide. The pathophysiology of the disease is complex and mostly unknown. Therefore, identifying the molecular mechanisms that promote progression of the disease is critical to overcome this pandemic. To address such issues, recent studies have reported transcriptomic profiles of cells, tissues and fluids from COVID-19 patients that mainly demonstrated activation of humoral immunity, dysregulated type I and III interferon expression, intense innate immune responses and inflammatory signaling. Here, we provide novel perspectives on the pathophysiology of COVID-19 using robust functional approaches to analyze public transcriptome datasets. In addition, we compared the transcriptional signature of COVID-19 patients with individuals infected with SARS-CoV-1 and Influenza A (IAV) viruses. We identified a core transcriptional signature induced by the respiratory viruses in peripheral leukocytes, whereas the absence of significant type I interferon/antiviral responses characterized SARS-CoV-2 infection. We also identified the higher expression of genes involved in metabolic pathways including heme biosynthesis, oxidative phosphorylation and tryptophan metabolism. A BTM-driven meta-analysis of bronchoalveolar lavage fluid (BALF) from COVID-19 patients showed significant enrichment for neutrophils and chemokines, which were also significant in data from lung tissue of one deceased COVID-19 patient. Importantly, our results indicate higher expression of genes related to oxidative phosphorylation both in peripheral mononuclear leukocytes and BALF, suggesting a critical role for mitochondrial activity during SARS-CoV-2 infection. Collectively, these data point for immunopathological features and targets that can be therapeutically exploited to control COVID-19.

[5] Severe Acute Respiratory Syndrome Coronavirus 2: From Gene Structure to Pathogenic Mechanisms and Potential Therapy

  • Authors: Jun Wu, Xiaohui Yuan, Bing Wang, Rui Gu, Wei Li et al.
  • Year: 2020
  • Venue: Frontiers in Microbiology
  • URL: https://www.semanticscholar.org/paper/699c43b38b76cbd7ff08dc13dd2d8ca2eb1577ee
  • DOI: 10.3389/fmicb.2020.01576
  • PMID: 32719672
  • PMCID: 7347906
  • Citations: 38
  • Influential citations: 2
  • Summary: The correlations among gene structure, protein function, and pathogenic mechanisms of SARS-CoV-2 are refined and potential therapeutic targets are discussed, aiming to accelerate the advanced design and development of vaccines and therapeutic drugs against COVID-19.
  • Evidence snippets:
  • Snippet 1 (score: 0.554) > be developed to prevent and treat COVID-19 and reduce the serious impact on human beings. For this purpose, detailed information about the pathogenesis of COVID-19 at the cellular and molecular levels is urgently needed. In this review, we summarized the current understanding of gene structure, protein function and pathogenic mechanisms of SARS-CoV-2, Based on the above, we refined the correlations among gene structure, protein function, and pathogenic mechanisms of SARS-CoV-2. Importantly, we further discussed potential therapeutic targets, aiming to accelerate the advanced design and development of vaccines and therapeutic drugs against COVID-19.

[6] Classification of the present pharmaceutical agents based on the possible effective mechanism on the COVID-19 infection

  • Authors: Maryam Amini Pouya, Seyyedeh Maryam Afshani, A. Maghsoudi, S. Hassani, K. Mirnia
  • Year: 2020
  • Venue: DARU Journal of Pharmaceutical Sciences
  • URL: https://www.semanticscholar.org/paper/ecb046c2539c2490d1b1b37d7f936fe278b2e6f1
  • DOI: 10.1007/s40199-020-00359-4
  • PMID: 32734518
  • PMCID: 7391927
  • Citations: 13
  • Influential citations: 2
  • Summary: The present review has aimed to gather and categorize all implemented drugs based on the susceptible virulence mechanisms, and the pathophysiological events in the host cells, discussing and suggesting treatments.
  • Evidence snippets:
  • Snippet 1 (score: 0.553) > There are several types of research on the COVID-19 disease which have been conducting. It seems that prevailing over the pandemic would be achieved only by mastering over the virus pathophysiology. We tried to categorize the massive amount of available information for useful interpretation. We searched databases with different keywords and search strategies that focus on virulence and pathophysiology of COVID-19. The present review has aimed to gather and categorize all implemented drugs based on the susceptible virulence mechanisms, and the pathophysiological events in the host cells, discussing and suggesting treatments. As a result, the COVID-19 lifecycle were categorized as following steps: “Host Cell Attachment” which is mainly conducted with ACE2 receptors and TMPRSS2 from the host cell and Spike (S) protein, “Endocytosis Pathway” which is performed mainly by clathrin-mediated endocytosis, and “Viral Replication” which contains translation and replication of RNA viral genome. The virus pathogenicity is continued by “Inflammatory Reactions” which mainly caused moderate to severe COVID-19 disease. Besides, the possible effective therapeutics’ mechanism and the pharmaceutical agents that had at least one experience as a preclinical or clinical study on COVID-19 were clearly defined. The treatment protocol would be occasional based on the stage of the infection and the patient situation. The cocktail of medicines, which could affect almost all mentioned stages of COVID-19 disease, might be vital for patients with severe phenomena. The classification of the possible mechanism of medicines based on COVID-19 pathogenicity The classification of the possible mechanism of medicines based on COVID-19 pathogenicity

[7] Multi-omics approach to COVID-19: a domain-based literature review

  • Authors: C. Montaldo, F. Messina, I. Abbate, M. Antonioli, V. Bordoni et al.
  • Year: 2021
  • Venue: Journal of Translational Medicine
  • URL: https://www.semanticscholar.org/paper/0c7804617654881ff5b118da3e412f1a4b3339c4
  • DOI: 10.1186/s12967-021-03168-8
  • PMID: 34876157
  • PMCID: 8649311
  • Citations: 17
  • Influential citations: 1
  • Summary: The analysis revealed that dysregulated pathways of innate immune responses can affect COVID-19 progression and outcomes, and multi-omics approach may help to further investigate unknown aspects of the disease.
  • Evidence snippets:
  • Snippet 1 (score: 0.551) > Omics data, driven by rapid advances in laboratory techniques, have been generated very quickly during the COVID-19 pandemic. Our aim is to use omics data to highlight the involvement of specific pathways, as well as that of cell types and organs, in the pathophysiology of COVID-19, and to highlight their links with clinical phenotypes of SARS-CoV-2 infection. The analysis was based on the domain model, where for domain it is intended a conceptual repository, useful to summarize multiple biological pathways involved at different levels. The relevant domains considered in the analysis were: virus, pathways and phenotypes. An interdisciplinary expert working group was defined for each domain, to carry out an independent literature scoping review. The analysis revealed that dysregulated pathways of innate immune responses, (i.e., complement activation, inflammatory responses, neutrophil activation and degranulation, platelet degranulation) can affect COVID-19 progression and outcomes. These results are consistent with several clinical studies. Multi-omics approach may help to further investigate unknown aspects of the disease. However, the disease mechanisms are too complex to be explained by a single molecular signature and it is necessary to consider an integrated approach to identify hallmarks of severity.

[8] Cutaneous Manifestations in Patients With COVID-19: Clinical Characteristics and Possible Pathophysiologic Mechanisms

  • Authors: F. González, C. Correa, E. Contreras, R. Agudo, Severo
  • Year: 2020
  • Venue: Actas Dermo-Sifiliograficas
  • URL: https://www.semanticscholar.org/paper/979d18b1f483a260b011a536cc10bb7dfae9629f
  • DOI: 10.1016/j.adengl.2021.01.024
  • PMID: 34012165
  • PMCID: 7843072
  • Citations: 30
  • Influential citations: 1
  • Summary: Graphical Abstract
  • Evidence snippets:
  • Snippet 1 (score: 0.544) > The COVID-19 pandemic has created enormous challenges for health care professionals, including the need to keep abreast with the vast spectrum of clinical manifestations associated with this disease. COVID-19 is a multisystemic disease that affects multiple organs, including the skin. The occurrence of cutaneous manifestations, however, represents an advantage, as their recognition can lead to early suspicion of disease in some cases and provide clues about individual immune responses or complications in others. > Based on the pathophysiological mechanisms hypothesized, we propose classifying the various cutaneous manifestations of COVID-19 into 2 groups: 1) manifestations primarily linked to a direct cytopathogenic effect on cells such as keratinocytes, which are involved in many known viral infections (morbilliform or urticarial rashes, reactions similar to drug eruptions, varicella-like lesions) and 2) manifestations linked to an uncontrolled release of cytokines due to alterations in specific white blood cells, such as T cells and macrophages. This second group could be divided into a further 2 groups: 1) manifestations characterized by features similar to those seen in macrophage activation syndrome (acral ischemia, gangrene, retiform purple, livedo racemosa) and associated with poor outcomes in terms of morbidity and mortality and 2) cutaneous manifestations with a mild, self-limiting disease course, observed in young patients and linked to the activation of an early type I IFN response (chilblain-like lesions) (Fig. 7). This hypothesis is one of the first in the literature to provide a possible explanation of the pathophysiological mechanisms underlying the main cutaneous manifestations of COVID-19; it also provides a means of classifying these manifestations and establishing their possible prognostic value. > We believe that it is paramount for physicians, nurses, respiratory therapists, health care professionals still in training, and even members of the general population to be aware of the relationship between SARS-CoV-2 infection and the skin and its various manifestations. Heightened awareness will promote an active search for manifestations and a detailed study of cases, adding to the scientific knowledge and our understanding of the pathophysiology of COVID-

[9] COVID-19 - toward a comprehensive understanding of the disease.

  • Authors: M. Kowalik, P. Trzonkowski, Magdalena Łasińska-Kowara, A. Mital, T. Smiatacz et al.
  • Year: 2020
  • Venue: Cardiology journal
  • URL: https://www.semanticscholar.org/paper/46589b7e2e7c45eca789a793a3aee9a6e51fc61c
  • DOI: 10.5603/CJ.a2020.0065
  • PMID: 32378729
  • Citations: 63
  • Influential citations: 5
  • Summary: The current state of knowledge on COVID-19 is presented: beginning from the virus, its transmission, and mechanisms of entry into the human body, through the pathological effects on the cellular level, up to immunological reaction, systemic and organ presentation.
  • Evidence snippets:
  • Snippet 1 (score: 0.520) > The coronavirus disease 2019 (COVID- 19) is caused by the severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) and has rapidly spread around the globe, emerging as a significant threat worldwide [1].Although evidence on the pathophysiology of COVID-19 is rapidly growing, underlying pathological mechanisms which cause some patients to get seriously sick while others experience mild symptoms, remains hitherto unexplained.Understanding the underlying pathological mechanisms of the clinical features of the disease will increase the efficacy of management strategies and subsequently prevent many fatal outcomes. > Herein provided, is a comprehensive view of different pathological aspects of COVID-19, potentially influencing the vulnerable development of the disease.

[10] Deciphering SARS CoV-2-associated pathways from RNA sequencing data of COVID-19-infected A549 cells and potential therapeutics using in silico methods

  • Authors: Peter Natesan Pushparaj, L. Damiati, Iuliana Denetiu, S. Bakhashab, M. Asif et al.
  • Year: 2022
  • Venue: Medicine
  • URL: https://www.semanticscholar.org/paper/faa795a709980949db77ad58656543501119b246
  • DOI: 10.1097/MD.0000000000029554
  • PMID: 36107502
  • PMCID: 9439635
  • Citations: 2
  • Summary: COVID-19 infection activated key infectious disease-specific immune-related signaling pathways such as influenza A, viral protein interaction with cytokine and cytokine receptors, measles, Epstein-Barr virus infection, and IL-17 signaling pathway.
  • Evidence snippets:
  • Snippet 1 (score: 0.520) > COVID-19 is highly infectious and pathogenic compared to other viral infections, and the exact mortality rate has yet to be determined because the pandemic is not yet under control in several countries. [9,12] Therefore, deciphering the underlying pathologic mechanisms is central to identifying and developing COVID-19specific drugs to effectively treat and prevent person-to-person transmission, COVID-19 complications, and reduce mortality. COVID-19 is usually characterized by cough, breathing problems, high body temperature, diarrhea, and abdominal discomfort, and in severe cases, it causes atypical pneumonia, SARS, stroke, thrombosis, multiple organ failure, and in some cases, death. [3] It was found that approximately 80% of COVID-19 cases had mild or asymptomatic symptoms, with the elderly and those with other comorbid conditions more likely to develop severe symptoms and succumb to the disease. [4,9] Distinguishing COVID-19 from other influenza viruses, SARS, and MERS coronaviruses is essential in the clinical setting to develop effective or efficient treatment strategies for patients. [39] Noninfectious diseases such as idiopathic interstitial pneumonia, cryptogenic organizing pneumonia, dermatomyositis, and vasculitis also need to be differentially diagnosed from COVID-19 [7,9,39] The COVID -19 infection of A549 cells activated upstream genes, such as STAT2, IRF9, IFNB1, IL1B, and IRF3. Biological processes such as the type I interferon signaling pathway, defense response to viruses, negative regulation of viral genome replication, and interferon-gamma-mediated signaling pathways were differentially regulated. Molecular functions such as chemokine activity, CXCR chemokine receptor binding, 2ʹ-5ʹ-oligoadenylate synthetase activity, double-stranded RNA binding, and protein ADP-ribosylase activity were enriched in the COVIDinfected cells. Cytokines are hormones of the immune system that are important for innate and adaptive host responses, cell growth and differentiation, repair and development, cellular homeostasis, and cell death. [35,40,41] Cytok

[11] Landscape of Molecular Crosstalk Perturbation between Lung Cancer and COVID-19

  • Authors: Aditi Kuchi, Jiande Wu, J. Fuloria, C. Hicks
  • Year: 2022
  • Venue: International Journal of Environmental Research and Public Health
  • URL: https://www.semanticscholar.org/paper/9094685853a78a21c392c5aed65c33e8896a6671
  • DOI: 10.3390/ijerph19063454
  • PMID: 35329141
  • PMCID: 8953719
  • Citations: 5
  • Summary: A signature of genes associated with both diseases and signatures of genes uniquely associated with each disease are revealed, confirming crosstalk in molecular perturbation between COVID-19 and lung cancer.
  • Evidence snippets:
  • Snippet 1 (score: 0.518) > Some of the major challenges in clinical management of COVID-19 include extrapulmonary manifestations of the disease and its effects on multiple organs, including the lungs [40][41][42]. Extrapulmonary manifestations include thrombotic complications, myocardial dysfunction and arrhythmia, acute coronary disease syndromes, acute kidney injury, gastrointestinal symptoms, hepatocellular injury, hyperglycemia and ketosis, neurologic illnesses, ocular symptoms and dermatologic complications [40][41][42][43]. Although we did not investigate the association of the discovered genes with extrapulmonary manifestations in COVID-19, the discovery of genes with multiple overlapping functions involved in many biological processes suggests that some of the identified genes and gene regulatory networks may be involved in extrapulmonary activities. Moreover, the lung as an organ is likely to function in unison with other organs. Under such conditions, the effects of COVID-19 on the lungs have potential to trigger a cascade of events likely to affect other organs and lead to extrapulmonary manifestations. Indeed, lungs as organs contain many cells that can play many different roles. Although we did not examine individual lung cells, previous studies have shown that transcription profiling could reveal novel mechanisms of SARS-CoV-2 infection in human lung cells [44,45]. > Another finding of significance in this investigation was the discovery of gene regulatory networks and signaling pathways associated with both diseases. This suggests that the host-pathogen interactions linking the two diseases are complex. The novel as-pect and clinical significance of this finding is that it could increase our understanding of host-pathogen interactions, a critical step in vaccine and drug development [46]. For example, the discovery of the coronavirus pathogenesis signaling pathway in this study has the promise to increase our understanding of the pathogenesis of COVID-19 and the molecular mechanisms driving the disease. Although signatures of genes associated with COVID-19 have been reported [17,21], molecular crosstalk perturbation between COVID-19 and lung cancer has not been reported.

[12] COVID-19: Current understanding of its Pathophysiology, Clinical presentation and Treatment

  • Authors: A. Parasher
  • Year: 2020
  • Venue: Postgraduate Medical Journal
  • URL: https://www.semanticscholar.org/paper/93f5e6826aef71d8b0000b561e699024f3e67e1d
  • DOI: 10.1136/postgradmedj-2020-138577
  • PMID: 32978337
  • PMCID: 10017004
  • Citations: 621
  • Influential citations: 31
  • Summary: An update on the pathophysiology, clinical presentation and the most recent management strategies for COVID-19 has been described, with pharmaceutical corporations having started human trials in many countries.
  • Evidence snippets:
  • Snippet 1 (score: 0.515) > Although much has been discovered regarding the transmission and presentation, less is known about the pathophysiology of COVID-19. An overview of the disease pathophysiology has been shown in figure 2. 6 22 23

[13] Integrated Transcriptomic Analysis Reveals Reciprocal Interactions between SARS-CoV-2 Infection and Multi-Organ Dysfunction, Especially the Correlation of Renal Failure and COVID-19

  • Authors: Pai Li, Meng Liu, W. He
  • Year: 2024
  • Venue: Life
  • URL: https://www.semanticscholar.org/paper/eec0afd79dfca7dd7d09deb6ef8a607160a9b493
  • DOI: 10.3390/life14080960
  • PMID: 39202702
  • PMCID: 11355357
  • Citations: 3
  • Summary: An integrated transcriptomic analysis to investigate the effects of SARS-CoV-2 on various organs, with a particular focus on the relationship between renal failure and COVID-19 revealed that COVID-19 patients with renal failure exhibited lower metabolic activity in lung epithelial and B cells, with reduced ligand–receptor interactions, suggesting a compromised immune response.
  • Evidence snippets:
  • Snippet 1 (score: 0.514) > Transcriptional dysregulation always leads to various pathological phenotypes. Herein, we used DisGeNET to predict the potential associations between hub genes and other complications. Interestingly, apart from respiratory defects, we observed a consistent enrichment of brain cancers related diseases such as glioblastoma and ganglioglioma across these organs (Table S4). Clinical studies have reported that 80% of COVID-19 hospitalized patients had neurological symptoms and predominant manifestations including acute encephalopathy, coma, and stroke. It is demonstrated that SARS-CoV-2 could potentially damage the brain in multiple ways. The virus is capable of attacking specific brain cells, reducing the blood supply to brain tissue, and inducing the production of immune molecules that damage brain cells [60]. However, further studies should be performed to investigate the consequences of COVID-related brain damage. Furthermore, diseases related to the digestive system have also been documented in these organs, such as esophagus diseases, hyperinsulinism, and neoplasms of the stomach and colon. It is reported that more than half of COVID-19 patients are at a higher risk of developing hyperglycemia, and approximately 33% of patients developed diabetic ketoacidosis [61,62]. However, there is limited study on the impact of COVID-19 on the other digestive organs. Prolonged clinical observation is crucial in refining medical strategies, enhancing patient care, and ultimately mitigating the impact of the pandemic. > Currently, effective drug treatment for COVID-19 treatment is still limited. Clinical trials have indicated that remdesivir is effective in reducing the recovery time and mitigating respiratory tract infection for hospitalized COVID-19 adults. The mechanism of remdesivir is suppressing the viral RNA-dependent RNA polymerase (RdRp) [63]. Herein, we predicted potential drugs based on the hub genes from different datasets (Table S5). Mechanistically, these drugs can either attenuate inflammation or impede viral entry, representing strategic approaches in new drug design.

[14] Pathophysiology of acute respiratory syndrome coronavirus 2 infection: a systematic literature review to inform EULAR points to consider

  • Authors: A. Najm, A. Alunno, X. Mariette, B. Terrier, G. de Marco et al.
  • Year: 2021
  • Venue: RMD Open
  • URL: https://www.semanticscholar.org/paper/717fa55739f281a20c8b9e0181868819d9a628c1
  • DOI: 10.1136/rmdopen-2020-001549
  • PMID: 33574116
  • PMCID: 7880117
  • Citations: 16
  • Summary: SARS-CoV-2 infection affects both humoral and cellular immunity depending on both disease severity and individual parameters, which informed the EULAR ‘points to consider’ on COVID-19 pathophysiology and immunomodulatory therapies.
  • Evidence snippets:
  • Snippet 1 (score: 0.514) > Background The SARS-CoV-2 pandemic is a global health problem. Beside the specific pathogenic effect of SARS-CoV-2, incompletely understood deleterious and aberrant host immune responses play critical roles in severe disease. Our objective was to summarise the available information on the pathophysiology of COVID-19. Methods Two reviewers independently identified eligible studies according to the following PICO framework: P (population): patients with SARS-CoV-2 infection; I (intervention): any intervention/no intervention; C (comparator): any comparator; O (outcome) any clinical or serological outcome including but not limited to immune cell phenotype and function and serum cytokine concentration. Results Of the 55 496 records yielded, 84 articles were eligible for inclusion according to question-specific research criteria. Proinflammatory cytokine expression, including interleukin-6 (IL-6), was increased, especially in severe COVID-19, although not as high as other states with severe systemic inflammation. The myeloid and lymphoid compartments were differentially affected by SARS-CoV-2 infection depending on disease phenotype. Failure to maintain high interferon (IFN) levels was characteristic of severe forms of COVID-19 and could be related to loss-of-function mutations in the IFN pathway and/or the presence of anti-IFN antibodies. Antibody response to SARS-CoV-2 infection showed a high variability across individuals and disease spectrum. Multiparametric algorithms showed variable diagnostic performances in predicting survival, hospitalisation, disease progression or severity, and mortality. Conclusions SARS-CoV-2 infection affects both humoral and cellular immunity depending on both disease severity and individual parameters. This systematic literature review informed the EULAR ‘points to consider’ on COVID-19 pathophysiology and immunomodulatory therapies.

[15] Integrated transcriptomic analysis of COVID-19 stages and recovery: insights into key gene signatures, immune features, and diagnostic biomarkers through machine learning

  • Authors: Zhiyuan Gong, He An
  • Year: 2025
  • Venue: Frontiers in Genetics
  • URL: https://www.semanticscholar.org/paper/e48c08f9746d91f904034aeb536df2cdcd3a9009
  • DOI: 10.3389/fgene.2025.1599867
  • PMID: 40444276
  • PMCID: 12119500
  • Citations: 2
  • Summary: This study identified CCR5, CYSLTR1, and KLRG1 as efficient diagnostic biomarkers for severe COVID-19 using machine learning and revealed immune regulatory features across COVID-19 progression and recovery.
  • Evidence snippets:
  • Snippet 1 (score: 0.509) > The global COVID-19 pandemic, caused by the SARS-CoV-2 virus, has led to significant morbidity and mortality worldwide. Despite extensive research, the mechanisms underlying disease progression and recovery remain incompletely understood. Clinical manifestations of COVID-19 vary widely, ranging from asymptomatic cases to severe pneumonia, acute respiratory distress syndrome (ARDS), and death. Severe cases are often associated with dysregulated immune responses, including hyperinflammation and impaired adaptive immunity, which are particularly pronounced in patients requiring intensive care unit (ICU) admission (Chen et al., 2020;Wang et al., 2022;Blanco-Melo et al., 2020). While clinical scores such as the Sequential Organ Failure Assessment (SOFA) and biomarkers like C-reactive protein (CRP) are routinely used, their diagnostic efficacy in distinguishing severe cases remains limited (Herold et al., 2020;Zhou et al., 2020). There is an urgent need for precise molecular markers to improve patient stratification and inform treatment strategies. > Transcriptomic analysis offers a powerful approach to investigate the dynamic gene expression changes associated with disease progression and recovery. Previous studies have demonstrated that transcriptomic signatures can provide insights into the immune landscape, highlighting shifts in immune cell populations and identifying pathways involved in disease pathogenesis (Ou et al., 2024;Cappelletti et al., 2023). Immune profiling, particularly through the analysis of immune cell infiltration, can further delineate the roles of adaptive and innate immune responses in COVID-19. However, few studies have comprehensively examined the gene expression and immune regulation across the full spectrum of COVID-19 stages, from mild cases to ICU admission and through the recovery phase. > Recent advancements in machine learning techniques, such as LASSO regression and random forest algorithms, have enabled the identification of robust diagnostic and prognostic biomarkers from complex transcriptomic datasets (Chen and Ishwaran, 2012;Wang et al., 2024;Fan et al., 2022;Xie et al., 2024). These approaches are particularly effective in handling high-dimensional data, allowing for the identification of key genes associated with severe disease.

[16] Neurotropism as a Mechanism of the Damaging Action of Coronavirus

  • Authors: O. Gomazkov
  • Year: 2022
  • Venue: Biology Bulletin Reviews
  • URL: https://www.semanticscholar.org/paper/4dd95df7a188cd57ea35404e71d1a90c9a813219
  • DOI: 10.1134/S2079086422060044
  • PMCID: 9749633
  • Citations: 2
  • Summary: New aspects of pathogenesis that consider the principle of neurotropism as the leading cause of SARS-CoV-2 infection and central nervous system dysfunction are outlined and additional mechanisms for coronavirus transfection are demonstrated.
  • Evidence snippets:
  • Snippet 1 (score: 0.509) > The outbreak of the COVID-19 pandemic led to large-scale studies of the pathogenesis of this disease, which is a tricky complex of concomitant negative processes and consequences. An analysis of the clinical experience shows that pathogenesis of the respiratory distress syndrome caused by the SARS-CoV-2 virus exhibits a huge range of manifestations. These include clinical disorders of whole systems, individual organs, tissues, and biochemical reactions. COVID-19 represents a disturbance of cellular and molecular processes that gives reasons to identify pathogenic links. Diffuse alveolar lung injury with pronounced microangiopathy in the form of bilateral pneumonia is a typical clinical manifestation of COVID-19. Systemic infection is accompanied by a rapid increase in circulating chemokines and interleukins in the blood, which cross the blood-brain barrier (BBB) to enter the brain. Clinical materials indicate a variety of symptoms related to immediate or long-term neurodegenerative and mental disorders. > Data on the neuroinvasive potential of SARS-CoV-2 confirm damage to the structures of the brain and peripheral nervous system. A detailed understanding of the pathogenesis, and identification of cellular and biochemical targets of SARS-CoV-2 are important in order to elaborate a therapeutic anti-COVID strategy. This paper takes into account aspects of pathogenesis that allow us to analyze the cellular and biochemical mechanisms of viral invasion leading to various forms of neurodegenerative and mental complications. > Neurotropism is considered a leading mechanism involved in the neurodestructive effect of SARS-CoV-2. Experimental data are a basis for interpretation of the mechanisms associated with cellular tropism of coronaviruses. In addition to the traditional consideration of ACE2 (angiotensin-converting enzyme 2) as the main transporter in coronavirus entry, we assess the involvement of other molecules (neuropilins and other proteins), which facilitate transfection and contribute to SARS-CoV-2 neurotropism. The virus entry into the brain tissue is associated with a processes wherein disturbance of the immune defense plays a leading role. Neuroinflammation with an altered phenotype of microglial cells and astrocytes results in damage to brain systems.

[17] Prognostic Value of Serum MICA Levels as a Marker of Severity in COVID-19 Patients

  • Authors: Faramarz Farzad, N. Yaghoubi, F. Azad, M. Mahmoudi, M. Mohammadi
  • Year: 2021
  • Venue: Immunological Investigations
  • URL: https://www.semanticscholar.org/paper/3baeda34001b82bacbb92ac36e7b06320e9e32d7
  • DOI: 10.1080/08820139.2022.2069035
  • PMID: 35481955
  • Citations: 5
  • Summary: Higher serum MICA levels may be associated with respiratory failure in COVID-19 and may serve as a marker of clinical severity in patients infected with SARS-CoV-2, particularly when clinical manifestations are insufficient to make a confident prediction.
  • Evidence snippets:
  • Snippet 1 (score: 0.506) > Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the causative pathogen of COVID-19 disease, continues to spread and imposes significant burdens on the public health system (Baud et al. 2020). To date, numerous studies have been conducted to incorporate novel COVID-19 biomarker testing into clinical practices to aid the global fight against COVID-19 infection's life-threatening complications (Aceti et al. 2020;Ren et al. 2020;Shen et al. 2020). A vast majority of investigations into prognostic markers for COVID-19 progression have focussed on the pathogenesis of SARS-CoV-2 infection. However, many aspects of viral pathogenicity remain unknown (Zheng et al. 2021). In general, the molecular mechanisms of COVID-19 disease include suppressed antiviral immune responses, oxidative stress, and inflammatory processes caused by excessive cytokine secretion, leading to acute lung disease, tissue fibrosis, coagulopathy, and pneumonia (Mrityunjaya et al. 2020). Given the nature of the aforementioned pathologic events, immune dysregulation may play a significant role in the progression of COVID-19 and subsequent poor disease outcomes (Fathi et al. 2020). The close connection between the immune system and the various clinical manifestations of COVID-19 also demonstrates that COVID-19 may be an immunerelated disease with viral origin and pathogenicity (Paces et al. 2020). > Under normal conditions, innate immune cells are the first defenders against the virus-infected cells. Indeed, early intervention of natural immunity by type I interferon (IFN-1) and natural killer (NK) cells ensures a rapid but nonspecific response to cytopathic viruses (Maggi et al. 2020). In response to tissue damage and pathogen invasion, the innate immune cells produce several pro-inflammatory cytokines, including IL-1, IL-6, TNF-α, IL-2, GM-CSF, and IFN-γ (Hosseini et al. 2020). These cytokines can promote the migration of the immune cells from the blood circulation to the infected tissues, where they trigger damage and cellular death (

[18] Clinical-Pathological Correlation of the Pathophysiology and Mechanism of Action of COVID-19 — a Primer for Clinicians

  • Authors: J. Chee, W. Loh, Zheng Liu, J. Mullol, D. Wang
  • Year: 2021
  • Venue: Current Allergy and Asthma Reports
  • URL: https://www.semanticscholar.org/paper/8ca542721b218e91f22708c6d3d9fef5fb7bfc8e
  • DOI: 10.1007/s11882-021-01015-w
  • PMID: 34259961
  • PMCID: 8277568
  • Citations: 9
  • Influential citations: 1
  • Summary: This review presents a comprehensive summary of the pathophysiology of COVID-19, the mechanisms of action of the SARS-CoV-2 virus, and the correlation with the clinical and biochemical characteristics of the disease.
  • Evidence snippets:
  • Snippet 1 (score: 0.505) > Clinical-Pathological Correlation of the Pathophysiology and Mechanism of Action of COVID-19 — a Primer for Clinicians

[19] Decoding the interplay between COVID-19 and diabetic nephropathy through bioinformatics and systems biology techniques

  • Authors: Xianxiang Chen, Qingle Zeng, M. Xia, Yufen J. Chen
  • Year: 2025
  • Venue: Biochemistry and Biophysics Reports
  • URL: https://www.semanticscholar.org/paper/7a3c484b8ab8bcd1157016380199c507ff06fb38
  • DOI: 10.1016/j.bbrep.2025.102366
  • PMID: 41332907
  • PMCID: 12666057
  • Citations: 1
  • Summary: Shared molecular pathways and hub genes between COVID-19 and DN are revealed, providing insights into immune dysregulation and tissue injury mechanisms and underscore the value of integrative bioinformatics in guiding precision medicine approaches for complex disease interactions.
  • Evidence snippets:
  • Snippet 1 (score: 0.503) > Aims Individuals with diabetic nephropathy (DN), a major diabetic complication, have been disproportionately affected by the coronavirus disease 2019 (COVID-19) pandemic. This study aimed to investigate the molecular interplay between COVID-19 and DN using bioinformatics and systems biology approaches to identify shared mechanisms and therapeutic targets for their improved synergistic clinical management. Methods Transcriptomic datasets (COVID-19, GSE171110; DN, GSE30528) were analyzed to identify differentially expressed genes (DEGs). Additionally, functional enrichment, protein-protein interaction (PPI) networks, transcription factor (TF)–microRNA (miRNA) regulatory networks, and drug-gene associations were explored. The diagnostic potential of hub genes was validated using receiver operating characteristic curves. Results In total, 3975 DEGs (2796 upregulated; 1179 downregulated) were identified in patients with COVID-19 versus controls, and 348 DEGs (93 upregulated; 255 downregulated) were found in patients with DN. Among them, 83 DEGs overlapped, presenting shared molecular pathways, including hematopoietic cell lineage, focal adhesion, and complement/coagulation cascades. PPI analysis revealed five major hub genes (IL7R, CD2, GZMA, CD3D, and FCER1A) associated with immune regulation and tissue injury, and regulatory network analysis identified 46 TFs and 88 miRNAs interacting with them. Based on transcriptomic signatures, drug repurposing candidates, such as alpha-d-mannose, aspirin, and methotrexate, were identified. Additionally, hub genes showed a high diagnostic potential (area under the curve >0.80 for COVID-19 and DN). Finally, we use external datasets to validate hub genes. Conclusions The findings of this study reveal shared molecular pathways and hub genes between COVID-19 and DN, providing insights into immune dysregulation and tissue injury mechanisms. Strategies associated with identified biomarkers and therapeutic candidates, including interleukin-7 receptor-targeting strategies, offer the potential for improving clinical

[20] Bioinformatics and system biology approaches to identify pathophysiological impact of COVID-19 to the progression and severity of neurological diseases

  • Authors: Md. Habibur Rahman, Humayan Kabir Rana, Silong Peng, Md Golam Kibria, Md Zahidul Islam et al.
  • Year: 2021
  • Venue: Computers in Biology and Medicine
  • URL: https://www.semanticscholar.org/paper/77e343dc18ecfebde09640a81b5c56b22557bbf2
  • DOI: 10.1016/j.compbiomed.2021.104859
  • PMID: 34601390
  • PMCID: 8483812
  • Citations: 31
  • Summary: This research investigated how COVID-19 and ND interact and the impact of CO VID-19 on the severity of NDs by performing transcriptomic analyses of COVID and NDs samples by developing the pipeline of bioinformatics and network-based approaches.
  • Evidence snippets:
  • Snippet 1 (score: 0.502) > The Coronavirus Disease 2019 (COVID-19) still tends to propagate and increase the occurrence of COVID-19 across the globe. The clinical and epidemiological analyses indicate the link between COVID-19 and Neurological Diseases (NDs) that drive the progression and severity of NDs. Elucidating why some patients with COVID-19 influence the progression of NDs and patients with NDs who are diagnosed with COVID-19 are becoming increasingly sick, although others are not is unclear. In this research, we investigated how COVID-19 and ND interact and the impact of COVID-19 on the severity of NDs by performing transcriptomic analyses of COVID-19 and NDs samples by developing the pipeline of bioinformatics and network-based approaches. The transcriptomic study identified the contributing genes which are then filtered with cell signaling pathway, gene ontology, protein-protein interactions, transcription factor, and microRNA analysis. Identifying hub-proteins using protein-protein interactions leads to the identification of a therapeutic strategy. Additionally, the incorporation of comorbidity interactions score enhances the identification beyond simply detecting novel biological mechanisms involved in the pathophysiology of COVID-19 and its NDs comorbidities. By computing the semantic similarity between COVID-19 and each of the ND, we have found gene-based maximum semantic score between COVID-19 and Parkinson's disease, the minimum semantic score between COVID-19 and Multiple sclerosis. Similarly, we have found gene ontology-based maximum semantic score between COVID-19 and Huntington disease, minimum semantic score between COVID-19 and Epilepsy disease. Finally, we validated our findings using gold-standard databases and literature searches to determine which genes and pathways had previously been associated with COVID-19 and NDs.

Notes

  • This provider combines search_papers_by_relevance with snippet_search.
  • No synthesis or second-stage model call is performed.