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2
Pathophys.
1
Phenotypes
2
Treatments
14
References
1
Deep Research

Pathophysiology

2
Viral encephalitis
Rabies causes acute, progressive viral encephalitis.
Show evidence (1 reference)
PMID:12144896 SUPPORT
"Rabies is an acute, progressive, incurable viral encephalitis."
The abstract defines rabies as viral encephalitis.
Centripetal spread to the central nervous system
Virus spreads from peripheral wounds toward the CNS.
Show evidence (1 reference)
PMID:12144896 SUPPORT
"once the virus is deposited in peripheral wounds, centripetal passage occurs towards the central nervous system."
The abstract describes centripetal spread to the CNS.

Phenotypes

1
Infectious encephalitis VERY_FREQUENT Neurologic HP:0002383
Show evidence (1 reference)
PMID:12144896 SUPPORT
"Rabies is an acute, progressive, incurable viral encephalitis."
Rabies presents as infectious encephalitis.
💊

Treatments

2
Rabies post-exposure vaccination
Action: vaccination MAXO:0001017
Post-exposure prophylaxis includes rabies vaccination.
Show evidence (1 reference)
PMID:12144896 SUPPORT
"Prophylaxis encompasses thorough wound treatment, vaccine administration, and inoculation of rabies immunoglobulin."
The abstract describes vaccine administration for prophylaxis.
Rabies immunoglobulin administration
Action: Pharmacotherapy NCIT:C15986
Rabies immune globulin is used in post-exposure prophylaxis.
Show evidence (1 reference)
PMID:12144896 SUPPORT
"Prophylaxis encompasses thorough wound treatment, vaccine administration, and inoculation of rabies immunoglobulin."
The abstract includes rabies immunoglobulin as part of prophylaxis.
{ }

Source YAML

click to show
name: Rabies
creation_date: '2026-01-26T15:56:41Z'
updated_date: '2026-04-11T00:45:07Z'
category: Infectious Disease
description: >-
  Rabies is an acute, progressive viral encephalitis caused by rabies virus,
  typically transmitted through animal bites with centrifugal spread to the
  salivary glands.
disease_term:
  term:
    id: MONDO:0019173
    label: rabies
  preferred_term: Rabies
parents:
- Viral Infection
- Neglected tropical disease
infectious_agent:
- name: Rabies virus
  infectious_agent_term:
    preferred_term: Lyssavirus rabies
    term:
      id: NCBITaxon:11292
      label: Lyssavirus rabies
  description: Neurotropic lyssavirus causing rabies.
  evidence:
  - reference: PMID:12144896
    reference_title: "Rabies re-examined."
    supports: SUPPORT
    snippet: "The causative agents are neurotropic RNA viruses in the family Rhabdoviridae, genus Lyssavirus."
    explanation: The abstract identifies lyssaviruses as the causative agents.
transmission:
- name: Animal bite transmission
  description: Rabies is transmitted mainly via animal bites with virus deposited in wounds.
  evidence:
  - reference: PMID:12144896
    reference_title: "Rabies re-examined."
    supports: SUPPORT
    snippet: "Viral transmission occurs mainly via animal bite, and once the virus is deposited in peripheral wounds"
    explanation: The abstract specifies bite transmission and peripheral wound deposition.
pathophysiology:
- name: Viral encephalitis
  description: Rabies causes acute, progressive viral encephalitis.
  evidence:
  - reference: PMID:12144896
    reference_title: "Rabies re-examined."
    supports: SUPPORT
    snippet: "Rabies is an acute, progressive, incurable viral encephalitis."
    explanation: The abstract defines rabies as viral encephalitis.
- name: Centripetal spread to the central nervous system
  description: Virus spreads from peripheral wounds toward the CNS.
  evidence:
  - reference: PMID:12144896
    reference_title: "Rabies re-examined."
    supports: SUPPORT
    snippet: "once the virus is deposited in peripheral wounds, centripetal passage occurs towards the central nervous system."
    explanation: The abstract describes centripetal spread to the CNS.
phenotypes:
- name: Infectious encephalitis
  category: Neurologic
  frequency: VERY_FREQUENT
  phenotype_term:
    preferred_term: Infectious encephalitis
    term:
      id: HP:0002383
      label: Infectious encephalitis
  evidence:
  - reference: PMID:12144896
    reference_title: "Rabies re-examined."
    supports: SUPPORT
    snippet: "Rabies is an acute, progressive, incurable viral encephalitis."
    explanation: Rabies presents as infectious encephalitis.
treatments:
- name: Rabies post-exposure vaccination
  description: Post-exposure prophylaxis includes rabies vaccination.
  treatment_term:
    preferred_term: vaccination
    term:
      id: MAXO:0001017
      label: vaccination
  evidence:
  - reference: PMID:12144896
    reference_title: "Rabies re-examined."
    supports: SUPPORT
    snippet: "Prophylaxis encompasses thorough wound treatment, vaccine administration, and inoculation of rabies immunoglobulin."
    explanation: The abstract describes vaccine administration for prophylaxis.
- name: Rabies immunoglobulin administration
  description: Rabies immune globulin is used in post-exposure prophylaxis.
  treatment_term:
    preferred_term: Pharmacotherapy
    term:
      id: NCIT:C15986
      label: Pharmacotherapy
  evidence:
  - reference: PMID:12144896
    reference_title: "Rabies re-examined."
    supports: SUPPORT
    snippet: "Prophylaxis encompasses thorough wound treatment, vaccine administration, and inoculation of rabies immunoglobulin."
    explanation: The abstract includes rabies immunoglobulin as part of prophylaxis.
references:
- reference: DOI:10.1016/j.lansea.2024.100452
  title: 'Rabies control in Bangladesh and prediction of human rabies cases by 2030: a One Health approach'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: 'Rabies control in Bangladesh and prediction of human rabies cases by 2030: a One Health approach'
    supporting_text: 'Rabies control in Bangladesh and prediction of human rabies cases by 2030: a One Health approach'
- reference: DOI:10.1038/s41541-024-01030-8
  title: Evaluation of one year immunity following rabies post-exposure prophylaxis in dog bite cases
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Evaluation of one year immunity following rabies post-exposure prophylaxis in dog bite cases
    supporting_text: Evaluation of one year immunity following rabies post-exposure prophylaxis in dog bite cases
- reference: DOI:10.1093/cid/ciad098
  title: Fatal Human Rabies Infection With Suspected Host-Mediated Failure of Post-Exposure Prophylaxis Following a Recognized Zoonotic Exposure—Minnesota, 2021
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: No human rabies post-exposure prophylaxis (PEP) failure has been documented in the United States using modern cell culture–based vaccines.
    supporting_text: No human rabies post-exposure prophylaxis (PEP) failure has been documented in the United States using modern cell culture–based vaccines.
    evidence:
    - reference: DOI:10.1093/cid/ciad098
      reference_title: Fatal Human Rabies Infection With Suspected Host-Mediated Failure of Post-Exposure Prophylaxis Following a Recognized Zoonotic Exposure—Minnesota, 2021
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      snippet: No human rabies post-exposure prophylaxis (PEP) failure has been documented in the United States using modern cell culture–based vaccines.
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.1101/2024.11.05.24316773
  title: 'Rabies Test Accuracy: Comprehensive Systematic Review and Meta-Analysis for Human and Canine Diagnostics'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Rabies is almost invariably fatal once clinical symptoms manifest.
    supporting_text: Rabies is almost invariably fatal once clinical symptoms manifest.
    evidence:
    - reference: DOI:10.1101/2024.11.05.24316773
      reference_title: 'Rabies Test Accuracy: Comprehensive Systematic Review and Meta-Analysis for Human and Canine Diagnostics'
      supports: SUPPORT
      evidence_source: OTHER
      snippet: Rabies is almost invariably fatal once clinical symptoms manifest.
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.1186/s42522-024-00129-1
  title: 'Documenting challenges in achieving rabies elimination by 2030 in low-middle income countries; a Kenyan case study from Lamu County, 2020–2022: mixed methods approach'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: 'Documenting challenges in achieving rabies elimination by 2030 in low-middle income countries; a Kenyan case study from Lamu County, 2020–2022: mixed methods approach'
    supporting_text: 'Documenting challenges in achieving rabies elimination by 2030 in low-middle income countries; a Kenyan case study from Lamu County, 2020–2022: mixed methods approach'
- reference: DOI:10.15585/mmwr.mm7118a2
  title: 'Use of a Modified Preexposure Prophylaxis Vaccination Schedule to Prevent Human Rabies: Recommendations of the Advisory Committee on Immunization Practices — United States, 2022'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: 'Use of a Modified Preexposure Prophylaxis Vaccination Schedule to Prevent Human Rabies: Recommendations of the Advisory Committee on Immunization Practices — United States, 2022'
    supporting_text: 'Use of a Modified Preexposure Prophylaxis Vaccination Schedule to Prevent Human Rabies: Recommendations of the Advisory Committee on Immunization Practices — United States, 2022'
- reference: DOI:10.20506/rst.se.3560
  title: 'Elimination of dog-mediated human rabies: scientific tools, One Health and partnerships'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: 'Elimination of dog-mediated human rabies: scientific tools, One Health and partnerships'
    supporting_text: 'Elimination of dog-mediated human rabies: scientific tools, One Health and partnerships'
- reference: DOI:10.3389/fitd.2025.1662211
  title: Participatory approach in designing a One Health rabies surveillance form for integrated bite case management in Uganda
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Rabies, a neglected viral zoonotic disease endemic in Uganda, is one of the country’s top seven priority zoonotic diseases.
    supporting_text: Rabies, a neglected viral zoonotic disease endemic in Uganda, is one of the country’s top seven priority zoonotic diseases.
    evidence:
    - reference: DOI:10.3389/fitd.2025.1662211
      reference_title: Participatory approach in designing a One Health rabies surveillance form for integrated bite case management in Uganda
      supports: SUPPORT
      evidence_source: OTHER
      snippet: Rabies, a neglected viral zoonotic disease endemic in Uganda, is one of the country’s top seven priority zoonotic diseases.
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.3389/fvets.2023.1147543
  title: Evaluation of country infrastructure as an indirect measure of dog-mediated human rabies deaths
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Rabies is a neglected disease, primarily due to poor detection stemming from limited surveillance and diagnostic capabilities in most countries.
    supporting_text: Rabies is a neglected disease, primarily due to poor detection stemming from limited surveillance and diagnostic capabilities in most countries.
    evidence:
    - reference: DOI:10.3389/fvets.2023.1147543
      reference_title: Evaluation of country infrastructure as an indirect measure of dog-mediated human rabies deaths
      supports: SUPPORT
      evidence_source: COMPUTATIONAL
      snippet: Rabies is a neglected disease, primarily due to poor detection stemming from limited surveillance and diagnostic capabilities in most countries.
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.3390/diagnostics15040412
  title: 'Evaluating Rabies Test Accuracy: A Systematic Review and Meta-Analysis of Human and Canine Diagnostic Methods'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Rabies is almost invariably fatal once clinical symptoms manifest.
    supporting_text: Rabies is almost invariably fatal once clinical symptoms manifest.
    evidence:
    - reference: DOI:10.3390/diagnostics15040412
      reference_title: 'Evaluating Rabies Test Accuracy: A Systematic Review and Meta-Analysis of Human and Canine Diagnostic Methods'
      supports: SUPPORT
      evidence_source: OTHER
      snippet: Rabies is almost invariably fatal once clinical symptoms manifest.
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.3390/pathogens14060586
  title: 'The Challenge of Lyssavirus Infections in Domestic and Other Animals: A Mix of Virological Confusion, Consternation, Chagrin, and Curiosity'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Lyssaviruses are RNA viruses in the Family Rhabdoviridae, Genus Lyssavirus.
    supporting_text: Lyssaviruses are RNA viruses in the Family Rhabdoviridae, Genus Lyssavirus.
    evidence:
    - reference: DOI:10.3390/pathogens14060586
      reference_title: 'The Challenge of Lyssavirus Infections in Domestic and Other Animals: A Mix of Virological Confusion, Consternation, Chagrin, and Curiosity'
      supports: SUPPORT
      evidence_source: OTHER
      snippet: Lyssaviruses are RNA viruses in the Family Rhabdoviridae, Genus Lyssavirus.
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.3390/pathogens14080728
  title: 'Global Perspectives on Rabies Control and Elimination: A Scoping Review of Dog Owners’ Knowledge, Attitudes, and Practices'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Rabies is a fatal but entirely vaccine-preventable disease, with the highest risk in areas where free-roaming domestic dogs are prevalent.
    supporting_text: Rabies is a fatal but entirely vaccine-preventable disease, with the highest risk in areas where free-roaming domestic dogs are prevalent.
    evidence:
    - reference: DOI:10.3390/pathogens14080728
      reference_title: 'Global Perspectives on Rabies Control and Elimination: A Scoping Review of Dog Owners’ Knowledge, Attitudes, and Practices'
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      snippet: Rabies is a fatal but entirely vaccine-preventable disease, with the highest risk in areas where free-roaming domestic dogs are prevalent.
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.3390/vaccines13070775
  title: 'Circulating Antibody’s Role During Post-Exposure Prophylaxis, and Beyond for Rabies: A Review'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: Since the introduction of Pasteur’s rabies vaccine in 1885, rabies prophylaxis and post-exposure prophylaxis (PEP) have been widely administered globally under the recommendation of the World Health Organization (WHO).
    supporting_text: Since the introduction of Pasteur’s rabies vaccine in 1885, rabies prophylaxis and post-exposure prophylaxis (PEP) have been widely administered globally under the recommendation of the World Health Organization (WHO).
    evidence:
    - reference: DOI:10.3390/vaccines13070775
      reference_title: 'Circulating Antibody’s Role During Post-Exposure Prophylaxis, and Beyond for Rabies: A Review'
      supports: SUPPORT
      evidence_source: HUMAN_CLINICAL
      snippet: Since the introduction of Pasteur’s rabies vaccine in 1885, rabies prophylaxis and post-exposure prophylaxis (PEP) have been widely administered globally under the recommendation of the World Health Organization (WHO).
      explanation: Deep research cited this publication as relevant literature for Rabies.
- reference: DOI:10.7759/cureus.62429
  title: 'Rabies Vaccine for Prophylaxis and Treatment of Rabies: A Narrative Review'
  found_in:
  - Rabies-deep-research-falcon.md
  findings:
  - statement: 'Rabies Vaccine for Prophylaxis and Treatment of Rabies: A Narrative Review'
    supporting_text: 'Rabies Vaccine for Prophylaxis and Treatment of Rabies: A Narrative Review'
📚

References & Deep Research

References

14
Rabies control in Bangladesh and prediction of human rabies cases by 2030: a One Health approach
1 finding
Rabies control in Bangladesh and prediction of human rabies cases by 2030: a One Health approach
"Rabies control in Bangladesh and prediction of human rabies cases by 2030: a One Health approach"
Evaluation of one year immunity following rabies post-exposure prophylaxis in dog bite cases
1 finding
Evaluation of one year immunity following rabies post-exposure prophylaxis in dog bite cases
"Evaluation of one year immunity following rabies post-exposure prophylaxis in dog bite cases"
Fatal Human Rabies Infection With Suspected Host-Mediated Failure of Post-Exposure Prophylaxis Following a Recognized Zoonotic Exposure—Minnesota, 2021
1 finding
No human rabies post-exposure prophylaxis (PEP) failure has been documented in the United States using modern cell culture–based vaccines.
"No human rabies post-exposure prophylaxis (PEP) failure has been documented in the United States using modern cell culture–based vaccines."
Show evidence (1 reference)
DOI:10.1093/cid/ciad098 SUPPORT Human Clinical
"No human rabies post-exposure prophylaxis (PEP) failure has been documented in the United States using modern cell culture–based vaccines."
Deep research cited this publication as relevant literature for Rabies.
Rabies Test Accuracy: Comprehensive Systematic Review and Meta-Analysis for Human and Canine Diagnostics
1 finding
Rabies is almost invariably fatal once clinical symptoms manifest.
"Rabies is almost invariably fatal once clinical symptoms manifest."
Show evidence (1 reference)
"Rabies is almost invariably fatal once clinical symptoms manifest."
Deep research cited this publication as relevant literature for Rabies.
Documenting challenges in achieving rabies elimination by 2030 in low-middle income countries; a Kenyan case study from Lamu County, 2020–2022: mixed methods approach
1 finding
Documenting challenges in achieving rabies elimination by 2030 in low-middle income countries; a Kenyan case study from Lamu County, 2020–2022: mixed methods approach
"Documenting challenges in achieving rabies elimination by 2030 in low-middle income countries; a Kenyan case study from Lamu County, 2020–2022: mixed methods approach"
Use of a Modified Preexposure Prophylaxis Vaccination Schedule to Prevent Human Rabies: Recommendations of the Advisory Committee on Immunization Practices — United States, 2022
1 finding
Use of a Modified Preexposure Prophylaxis Vaccination Schedule to Prevent Human Rabies: Recommendations of the Advisory Committee on Immunization Practices — United States, 2022
"Use of a Modified Preexposure Prophylaxis Vaccination Schedule to Prevent Human Rabies: Recommendations of the Advisory Committee on Immunization Practices — United States, 2022"
Elimination of dog-mediated human rabies: scientific tools, One Health and partnerships
1 finding
Elimination of dog-mediated human rabies: scientific tools, One Health and partnerships
"Elimination of dog-mediated human rabies: scientific tools, One Health and partnerships"
Participatory approach in designing a One Health rabies surveillance form for integrated bite case management in Uganda
1 finding
Rabies, a neglected viral zoonotic disease endemic in Uganda, is one of the country’s top seven priority zoonotic diseases.
"Rabies, a neglected viral zoonotic disease endemic in Uganda, is one of the country’s top seven priority zoonotic diseases."
Show evidence (1 reference)
"Rabies, a neglected viral zoonotic disease endemic in Uganda, is one of the country’s top seven priority zoonotic diseases."
Deep research cited this publication as relevant literature for Rabies.
Evaluation of country infrastructure as an indirect measure of dog-mediated human rabies deaths
1 finding
Rabies is a neglected disease, primarily due to poor detection stemming from limited surveillance and diagnostic capabilities in most countries.
"Rabies is a neglected disease, primarily due to poor detection stemming from limited surveillance and diagnostic capabilities in most countries."
Show evidence (1 reference)
DOI:10.3389/fvets.2023.1147543 SUPPORT Computational
"Rabies is a neglected disease, primarily due to poor detection stemming from limited surveillance and diagnostic capabilities in most countries."
Deep research cited this publication as relevant literature for Rabies.
Evaluating Rabies Test Accuracy: A Systematic Review and Meta-Analysis of Human and Canine Diagnostic Methods
1 finding
Rabies is almost invariably fatal once clinical symptoms manifest.
"Rabies is almost invariably fatal once clinical symptoms manifest."
Show evidence (1 reference)
"Rabies is almost invariably fatal once clinical symptoms manifest."
Deep research cited this publication as relevant literature for Rabies.
The Challenge of Lyssavirus Infections in Domestic and Other Animals: A Mix of Virological Confusion, Consternation, Chagrin, and Curiosity
1 finding
Lyssaviruses are RNA viruses in the Family Rhabdoviridae, Genus Lyssavirus.
"Lyssaviruses are RNA viruses in the Family Rhabdoviridae, Genus Lyssavirus."
Show evidence (1 reference)
"Lyssaviruses are RNA viruses in the Family Rhabdoviridae, Genus Lyssavirus."
Deep research cited this publication as relevant literature for Rabies.
Global Perspectives on Rabies Control and Elimination: A Scoping Review of Dog Owners’ Knowledge, Attitudes, and Practices
1 finding
Rabies is a fatal but entirely vaccine-preventable disease, with the highest risk in areas where free-roaming domestic dogs are prevalent.
"Rabies is a fatal but entirely vaccine-preventable disease, with the highest risk in areas where free-roaming domestic dogs are prevalent."
Show evidence (1 reference)
DOI:10.3390/pathogens14080728 SUPPORT Human Clinical
"Rabies is a fatal but entirely vaccine-preventable disease, with the highest risk in areas where free-roaming domestic dogs are prevalent."
Deep research cited this publication as relevant literature for Rabies.
Circulating Antibody’s Role During Post-Exposure Prophylaxis, and Beyond for Rabies: A Review
1 finding
Since the introduction of Pasteur’s rabies vaccine in 1885, rabies prophylaxis and post-exposure prophylaxis (PEP) have been widely administered globally under the recommendation of the World Health Organization (WHO).
"Since the introduction of Pasteur’s rabies vaccine in 1885, rabies prophylaxis and post-exposure prophylaxis (PEP) have been widely administered globally under the recommendation of the World Health Organization (WHO)."
Show evidence (1 reference)
DOI:10.3390/vaccines13070775 SUPPORT Human Clinical
"Since the introduction of Pasteur’s rabies vaccine in 1885, rabies prophylaxis and post-exposure prophylaxis (PEP) have been widely administered globally under the recommendation of the World Health Organization (WHO)."
Deep research cited this publication as relevant literature for Rabies.
Rabies Vaccine for Prophylaxis and Treatment of Rabies: A Narrative Review
1 finding
Rabies Vaccine for Prophylaxis and Treatment of Rabies: A Narrative Review
"Rabies Vaccine for Prophylaxis and Treatment of Rabies: A Narrative Review"

Deep Research

1
Falcon
Disease Characteristics Research Template
Edison Scientific Literature 51 citations 2026-04-04T16:13:16.365315

Question: You are an expert researcher providing comprehensive, well-cited information.

Provide detailed information focusing on: 1. Key concepts and definitions with current understanding 2. Recent developments and latest research (prioritize 2023-2024 sources) 3. Current applications and real-world implementations 4. Expert opinions and analysis from authoritative sources 5. Relevant statistics and data from recent studies

Format as a comprehensive research report with proper citations. Include URLs and publication dates where available. Always prioritize recent, authoritative sources and provide specific citations for all major claims.

Disease Characteristics Research Template

Target Disease

  • Disease Name: Rabies
  • MONDO ID: (if available)
  • Category: Infectious Disease

Research Objectives

Please provide a comprehensive research report on Rabies covering all of the disease characteristics listed below. This report will be used to populate a disease knowledge base entry. Be thorough and cite primary literature (PMID preferred) for all claims.

For each section, suggested databases/resources are listed. These are the first places you should search for information on each topic.


1. Disease Information

Search first: OMIM, Orphanet, ICD-10/ICD-11, MeSH, PubMed

  • What is the disease? Provide a concise overview.
  • What are the key identifiers? (OMIM, Orphanet, ICD-10/ICD-11, MeSH, Mondo)
  • What are the common synonyms and alternative names?
  • Is the information derived from individual patients (e.g., EHR) or aggregated disease-level resources?

2. Etiology

  • Disease Causal Factors: What are the primary causes? (genetic, environmental, infectious, mechanistic)
  • Risk Factors:

    Search first: PubMed, Cochrane Library, UpToDate, clinical guidelines, ClinVar, ClinGen, GWAS Catalog, PheGenI, CTD, CDC, WHO, epidemiological databases

  • Genetic risk factors (causal variants, susceptibility loci, modifier genes)
  • Environmental risk factors (toxins, lifestyle, occupational exposures, age, sex, family history)
  • Protective Factors:

    Search first: PubMed, Cochrane Library, clinical trial databases, GWAS Catalog, gnomAD, WHO, CDC, nutrition databases

  • Genetic protective factors (protective variants, modifier alleles)
  • Environmental protective factors (diet, lifestyle, exposures that reduce risk)
  • Gene-Environment Interactions: How do genetic and environmental factors interact to influence disease?

    Search first: CTD, PubMed, PheGenI, GxE databases

3. Phenotypes

Search first: HPO (Human Phenotype Ontology), OMIM, Orphanet, PubMed, clinicaltrials.gov, MedDRA, SNOMED CT, DECIPHER, LOINC

For each phenotype, provide: - Phenotype type: symptoms, clinical signs, physical manifestations, behavioral changes, or laboratory abnormalities

For symptoms/signs: HPO, OMIM, Orphanet, PubMed For behavioral changes: HPO, DSM, RDoC (Research Domain Criteria), PubMed For laboratory abnormalities: LOINC, SNOMED CT, LabTests Online, PubMed - Phenotype characteristics: Search first: OMIM, Orphanet, HPO, PubMed - Age of symptom onset (neonatal, childhood, adult-onset, late-onset) - Symptom severity (mild, moderate, severe, variable) - Symptom progression (stable, progressive, episodic, fluctuating) - Frequency among affected individuals (percentage or qualitative) - Quality of life impact: Effects on daily functioning and well-being (per-phenotype when possible) Search first: EQ-5D database, SF-36, WHO QOL databases, PubMed - Suggest HPO (Human Phenotype Ontology) terms for each phenotype

4. Genetic/Molecular Information

  • Causal Genes: Gene mutations or chromosomal abnormalities responsible for disease (gene symbols, OMIM IDs)

    Search first: OMIM, ClinVar, HGMD, Ensembl, NCBI Gene

  • Pathogenic Variants:
  • Affected genes (gene symbols, HGNC IDs) > Search first: OMIM, NCBI Gene, Ensembl, HGNC, UniProt, GeneCards
  • Variant classification (pathogenic, likely pathogenic, VUS per ACMG/AMP guidelines) > Search first: ClinVar, ClinGen, ACMG/AMP guidelines, VarSome
  • Variant type/class (missense, frameshift, nonsense, splice-site, structural)
  • Allele frequency in population databases > Search first: gnomAD, 1000 Genomes, ExAC, TOPMed, dbSNP
  • Somatic vs germline origin > Search first: COSMIC (somatic), ClinVar, ICGC, TCGA
  • Functional consequences (loss of function, gain of function, dominant negative)
  • Modifier Genes: Genes that modify disease severity or expression
  • Epigenetic Information: DNA methylation, histone modifications, chromatin changes affecting disease

    Search first: ENCODE, Roadmap Epigenomics, MethBase, DiseaseMeth

  • Chromosomal Abnormalities: Large-scale genetic changes (aneuploidy, translocations, inversions)

    Search first: DECIPHER, ClinVar, ECARUCA, UCSC Genome Browser

5. Environmental Information

  • Environmental Factors: Non-genetic contributing factors (toxins, radiation, pollution, occupational exposure)

    Search first: CTD (Comparative Toxicogenomics Database), TOXNET, PubMed, EPA databases

  • Lifestyle Factors: Behavioral factors (smoking, diet, exercise, alcohol consumption)

    Search first: CDC databases, WHO, PubMed, NHANES

  • Infectious Agents: If applicable, pathogens causing or triggering disease (bacteria, viruses, fungi, parasites)

    Search first: NCBI Taxonomy, ViPR, BV-BRC, MicrobeDB, GIDEON

6. Mechanism / Pathophysiology

  • Molecular Pathways: Specific signaling cascades or biochemical pathways involved (Wnt, MAPK, mTOR, PI3K-AKT, etc.)

    Search first: KEGG, Reactome, WikiPathways, PathBank, BioCyc

  • Cellular Processes: Cell-level mechanisms (apoptosis, autophagy, cell cycle dysregulation, inflammation, etc.)

    Search first: Gene Ontology (GO), Reactome, KEGG, PubMed

  • Protein Dysfunction: How protein structure or function is altered (misfolding, aggregation, loss of function, gain of function)

    Search first: UniProt, PDB (Protein Data Bank), InterPro, Pfam, AlphaFold

  • Metabolic Changes: Alterations in metabolic processes (energy metabolism, lipid metabolism, amino acid metabolism)

    Search first: KEGG, BioCyc, HMDB (Human Metabolome Database), BRENDA

  • Immune System Involvement: Role of immune response (autoimmunity, immunodeficiency, chronic inflammation)

    Search first: ImmPort, Immunome Database, IEDB, Gene Ontology

  • Tissue Damage Mechanisms: How tissues/ are injured (oxidative stress, ischemia, fibrosis, necrosis)

    Search first: PubMed, Gene Ontology, Reactome

  • Biochemical Abnormalities: Specific molecular defects (enzyme deficiencies, receptor dysfunction, ion channel defects)

    Search first: BRENDA, UniProt, KEGG, OMIM, PubMed

  • Epigenetic Changes: DNA methylation, histone modifications affecting gene expression in disease

    Search first: ENCODE, Roadmap Epigenomics, MethBase, DiseaseMeth

  • Molecular Profiling (if available):
  • Transcriptomics/gene expression changes > Search first: GEO (Gene Expression Omnibus), ArrayExpress, GTEx, Human Cell Atlas, SRA
  • Proteomics findings > Search first: PRIDE, ProteomeXchange, Human Protein Atlas, STRING, BioGRID
  • Metabolomics signatures > Search first: MetaboLights, Metabolomics Workbench, HMDB, METLIN
  • Lipidomics alterations > Search first: LIPID MAPS, SwissLipids, LipidHome, Metabolomics Workbench
  • Genomic structural features > Search first: UCSC Genome Browser, Ensembl, NCBI, dbVar, DGV
  • Advanced Technologies (if applicable):
  • Single-cell analysis findings (cell-type specific mechanisms, cellular heterogeneity) > Search first: Human Cell Atlas, Single Cell Portal, GEO, CELLxGENE
  • Spatial transcriptomics findings > Search first: GEO, Spatial Research, Vizgen, 10x Genomics data
  • Multi-omics integration results > Search first: TCGA, ICGC, cBioPortal, LinkedOmics, PubMed
  • Functional genomics screens (CRISPR, RNAi) > Search first: DepMap, GenomeRNAi, PubMed, BioGRID ORCS

For each mechanism, describe: - The causal chain from initial trigger to clinical manifestation - Which mechanisms are upstream vs downstream - What cell types and biological processes are involved - Suggest GO terms for biological processes and CL terms for cell types

7. Anatomical Structures Affected

  • Organ Level:
  • Primary organs directly affected
  • Secondary organ involvement (complications, secondary effects)
  • Body systems involved (cardiovascular, nervous, digestive, respiratory, endocrine, etc.)

    Search first: Uberon, FMA (Foundational Model of Anatomy), OMIM, HPO, ICD-11, MeSH, SNOMED CT

  • Tissue and Cell Level:
  • Specific tissue types affected (epithelial, connective, muscle, nervous)
  • Specific cell populations targeted (with Cell Ontology terms)

    Search first: Uberon, Human Protein Atlas, Cell Ontology, Human Cell Atlas, CellMarker, PanglaoDB

  • Subcellular Level:
  • Cellular compartments involved (mitochondria, nucleus, ER, lysosomes) (with GO Cellular Component terms)

    Search first: Gene Ontology (Cellular Component), UniProt, Human Protein Atlas

  • Localization:
  • Specific anatomical sites (with UBERON terms) > Search first: FMA, Uberon, NeuroNames (for brain), SNOMED CT
  • Lateralization (unilateral, bilateral, asymmetric) > Search first: HPO, clinical literature, imaging databases

8. Temporal Development

  • Onset:
  • Typical age of onset (congenital, pediatric, adult, geriatric)
  • Onset pattern (acute, subacute, chronic, insidious)

    Search first: OMIM, Orphanet, HPO, PubMed

  • Progression:
  • Disease stages (early, intermediate, advanced, end-stage) > Search first: Cancer Staging Manual (AJCC), WHO classifications, PubMed
  • Progression rate (rapid, slow, variable)
  • Disease course pattern (episodic, relapsing-remitting, progressive, stable)
  • Disease duration (self-limited, chronic lifelong)

    Search first: Disease registries, longitudinal cohort databases, natural history studies, PubMed, Orphanet, OMIM

  • Patterns:
  • Remission patterns (spontaneous, treatment-induced) > Search first: Clinical trial databases, disease registries, PubMed
  • Critical periods (time windows of vulnerability or opportunity for intervention) > Search first: PubMed, developmental biology databases, clinical guidelines

9. Inheritance and Population

  • Epidemiology:
  • Prevalence (cases per 100,000 at given time)
  • Incidence (new cases per 100,000 per year)

    Search first: Orphanet, CDC, WHO, GBD (Global Burden of Disease), national registries, SEER, disease registries

  • For Genetic Etiology:
  • Inheritance pattern (AD, AR, X-linked, mitochondrial, multifactorial, polygenic) > Search first: OMIM, Orphanet, ClinVar, GTR (Genetic Testing Registry)
  • Penetrance (complete, incomplete, age-dependent) > Search first: ClinVar, OMIM, PubMed, ClinGen
  • Expressivity (variable, consistent) > Search first: OMIM, ClinVar, PubMed
  • Genetic anticipation (increasing severity in successive generations) > Search first: OMIM, PubMed (especially for repeat expansion disorders)
  • Germline mosaicism > Search first: ClinVar, OMIM, genetic counseling literature, PubMed
  • Founder effects (population-specific mutations) > Search first: gnomAD, population genetics databases, PubMed
  • Consanguinity role > Search first: OMIM, population studies, genetic counseling resources
  • Carrier frequency > Search first: gnomAD, carrier screening databases, GeneReviews, GTR
  • Population Demographics:
  • Affected populations (ethnic or demographic groups with higher prevalence) > Search first: gnomAD, 1000 Genomes, PAGE Study, PubMed, population registries
  • Geographic distribution (endemic areas, regional variation) > Search first: WHO, CDC, GBD, Orphanet, geographic epidemiology databases
  • Geographic distribution of specific variants
  • Sex ratio (male:female) > Search first: Disease registries, OMIM, PubMed, epidemiological databases
  • Age distribution of affected individuals > Search first: CDC, disease registries, SEER, Orphanet

10. Diagnostics

  • Clinical Tests:
  • Laboratory tests (blood, urine, tissue chemistry, specific enzyme assays) > Search first: LOINC, LabTests Online, PubMed
  • Biomarkers (proteins, metabolites, genetic markers, circulating biomarkers) > Search first: FDA Biomarker List, BEST (Biomarkers, EndpointS, and other Tools), PubMed
  • Imaging studies (X-ray, CT, MRI, PET, ultrasound) > Search first: RadLex, DICOM, Radiopaedia, imaging databases
  • Functional tests (pulmonary function, cardiac stress tests) > Search first: LOINC, clinical guidelines, PubMed
  • Electrophysiology (EEG, EMG, ECG, nerve conduction studies) > Search first: LOINC, clinical neurophysiology databases, PubMed
  • Biopsy findings (histopathology, immunohistochemistry) > Search first: SNOMED CT, College of American Pathologists resources, PubMed
  • Pathology findings (microscopic examination) > Search first: SNOMED CT, Digital Pathology databases, PubMed
  • Genetic Testing:

    Search first: GTR (Genetic Testing Registry), GeneReviews, ClinGen

  • Overview of recommended genetic testing approach
  • Whole genome sequencing (WGS) utility > Search first: GTR, ClinVar, GEL (Genomics England), gnomAD
  • Whole exome sequencing (WES) utility > Search first: GTR, ClinVar, OMIM, GeneMatcher
  • Gene panels (which panels, which genes) > Search first: GTR, ClinVar, laboratory-specific databases
  • Single gene testing > Search first: GTR, ClinVar, OMIM, GeneReviews
  • Chromosomal microarray (CMA) > Search first: DECIPHER, ClinVar, dbVar, ECARUCA
  • Karyotyping > Search first: Chromosome Abnormality Database, ClinVar, cytogenetics resources
  • FISH > Search first: ClinVar, cytogenetics databases, PubMed
  • Mitochondrial DNA testing > Search first: MITOMAP, MSeqDR, ClinVar, GTR
  • Repeat expansion testing > Search first: GTR, ClinVar, repeat expansion databases, PubMed
  • Omics-Based Diagnostics (if applicable):
  • RNA sequencing / transcriptomics > Search first: GEO, ArrayExpress, GTEx, RNA-seq databases
  • Proteomics > Search first: PRIDE, ProteomeXchange, FDA Biomarker database
  • Metabolomics > Search first: MetaboLights, Metabolomics Workbench, HMDB
  • Epigenomics > Search first: GEO, ENCODE, Roadmap Epigenomics, MethBase
  • Liquid biopsy > Search first: COSMIC, ClinVar, liquid biopsy databases, PubMed
  • Clinical Criteria:
  • Standardized diagnostic criteria (DSM, ICD, society guidelines) > Search first: DSM-5, ICD-11, clinical society guidelines, UpToDate
  • Differential diagnosis (other conditions to rule out, with distinguishing features) > Search first: DynaMed, UpToDate, clinical decision support systems
  • Screening:
  • Screening methods for asymptomatic individuals (newborn screening, carrier screening, cascade screening) > Search first: ACMG recommendations, CDC newborn screening, GTR

11. Outcome/Prognosis

  • Survival and Mortality:
  • Survival rate (5-year, 10-year, overall) > Search first: SEER, cancer registries, disease-specific registries, PubMed
  • Life expectancy (with and without treatment if applicable) > Search first: Orphanet, disease registries, actuarial databases, PubMed
  • Mortality rate > Search first: CDC, WHO, GBD, national mortality databases
  • Disease-specific mortality (deaths directly attributable to disease) > Search first: Disease registries, CDC Wonder, GBD, PubMed
  • Morbidity and Function:
  • Morbidity (disease-related disability and health impacts) > Search first: GBD, WHO, disability databases, PubMed
  • Disability outcomes (long-term functional impairments) > Search first: ICF (International Classification of Functioning), disability registries
  • Quality of life measures (EQ-5D, SF-36, PROMIS, disease-specific tools) > Search first: EQ-5D database, SF-36, PROMIS, PubMed
  • Disease Course:
  • Complications (secondary problems: infections, organ failure, etc.) > Search first: ICD codes, disease registries, clinical databases, PubMed
  • Recovery potential (likelihood and extent of recovery, with vs without treatment) > Search first: Natural history studies, rehabilitation databases, PubMed
  • Prediction:
  • Prognostic factors (age, disease severity, biomarkers, treatment response) > Search first: Prognostic models databases, clinical calculators, PubMed
  • Prognostic biomarkers (molecular markers predicting disease course) > Search first: FDA Biomarker database, PubMed, cancer prognostic databases

12. Treatment

  • Pharmacotherapy:
  • Pharmacological treatments (drug names, drug classes, mechanisms of action) > Search first: DrugBank, RxNorm, ATC classification, DailyMed, FDA databases
  • Pharmacogenomics (how genetic variants affect drug metabolism, efficacy, toxicity) > Search first: PharmGKB, CPIC (Clinical Pharmacogenetics), FDA Table of PGx Biomarkers
  • Advanced Therapeutics:
  • Gene therapy (viral vectors, CRISPR, gene replacement, gene editing) > Search first: ClinicalTrials.gov, FDA gene therapy database, ASGCT resources
  • Cell therapy (stem cell transplant, CAR-T, cellular therapeutics) > Search first: ClinicalTrials.gov, FDA cell therapy database, FACT standards
  • RNA-based therapies (ASOs, siRNA, mRNA therapies) > Search first: ClinicalTrials.gov, FDA approvals, PubMed
  • Targeted therapies (treatments directed at specific molecular targets) > Search first: My Cancer Genome, OncoKB, ClinicalTrials.gov, FDA approvals
  • Immunotherapies (checkpoint inhibitors, monoclonal antibodies) > Search first: Cancer Immunotherapy Database, FDA approvals, ClinicalTrials.gov
  • Surgical and Interventional:
  • Surgical interventions (types of surgery, timing, outcomes) > Search first: CPT codes, surgical registries, clinical guidelines, PubMed
  • Supportive and Rehabilitative:
  • Supportive care (symptom management, pain control, nutrition) > Search first: Clinical guidelines, Cochrane Library, PubMed
  • Rehabilitation (physical therapy, occupational therapy, speech therapy) > Search first: Rehabilitation medicine databases, clinical guidelines, PubMed
  • Experimental:
  • Experimental treatments in clinical trials (with NCT identifiers if available) > Search first: ClinicalTrials.gov, EU Clinical Trials Register, WHO ICTRP
  • Treatment Outcomes:
  • Treatment response rates > Search first: Clinical trial databases, FDA reviews, systematic reviews, PubMed
  • Side effects and adverse events > Search first: FDA Adverse Event Reporting System (FAERS), MedWatch, PubMed
  • Treatment Strategy:
  • Treatment algorithms (clinical pathways, decision trees) > Search first: Clinical practice guidelines, NCCN Guidelines, UpToDate
  • Combination therapies > Search first: ClinicalTrials.gov, treatment guidelines, PubMed
  • Personalized medicine approaches (genotype-guided treatment) > Search first: My Cancer Genome, CIViC, PharmGKB, precision medicine databases

For each treatment, suggest MAXO (Medical Action Ontology) terms where applicable.

13. Prevention

  • Prevention Levels:
  • Primary prevention (preventing disease occurrence: vaccination, risk factor modification) > Search first: CDC, WHO, USPSTF recommendations, Cochrane Library
  • Secondary prevention (early detection and treatment: screening programs, early intervention) > Search first: USPSTF, CDC screening guidelines, WHO
  • Tertiary prevention (preventing complications in those with disease) > Search first: Clinical guidelines, disease management protocols, PubMed
  • Immunization: Vaccine strategies (if applicable)

    Search first: CDC vaccine schedules, WHO immunization, FDA vaccine database

  • Screening and Early Detection:
  • Screening programs (population-based: newborn screening, cancer screening) > Search first: CDC screening programs, USPSTF, cancer screening databases
  • Genetic screening (carrier screening, preimplantation genetic diagnosis, prenatal testing) > Search first: ACMG recommendations, ACOG guidelines, GTR
  • Risk stratification (identifying high-risk individuals for targeted prevention) > Search first: Risk prediction models, clinical calculators, PubMed
  • Behavioral Interventions: Lifestyle modifications to reduce risk

    Search first: CDC, WHO, behavioral intervention databases, Cochrane Library

  • Counseling: Genetic counseling (risk assessment, family planning guidance)

    Search first: NSGC resources, ACMG guidelines, GeneReviews

  • Public Health:
  • Public health interventions (sanitation, vector control, health education) > Search first: CDC, WHO, public health databases, PubMed
  • Environmental interventions (reducing environmental risk factors) > Search first: EPA databases, WHO environmental health, PubMed
  • Prophylaxis: Preventive medications or procedures

    Search first: Clinical guidelines, FDA approvals, PubMed

14. Other Species / Natural Disease

  • Taxonomy: Species affected (with NCBI Taxon identifiers)

    Search first: NCBI Taxonomy

  • Breed: Specific breeds affected (with VBO identifiers if applicable)

    Search first: VBO (Vertebrate Breed Ontology)

  • Gene: Orthologous genes in other species (with NCBI Gene IDs)

    Search first: NCBI Gene

  • Natural Disease:
  • Naturally occurring disease in other species (companion animals, wildlife) > Search first: OMIA (Online Mendelian Inheritance in Animals), VetCompass, PubMed
  • Veterinary relevance and importance in animal health > Search first: OMIA, veterinary databases, PubMed
  • Comparative Biology:
  • Comparative pathology (similarities and differences across species) > Search first: OMIA, comparative pathology databases, PubMed
  • Evolutionary conservation of disease mechanisms > Search first: HomoloGene, OrthoMCL, Alliance of Genome Resources
  • Transmission (if applicable):
  • Zoonotic potential > Search first: CDC zoonotic diseases, WHO zoonoses, GIDEON
  • Cross-species susceptibility > Search first: NCBI Taxonomy, veterinary databases, PubMed

15. Model Organisms

  • Model Types:
  • Model organism type (mammalian, invertebrate, cellular, in vitro) > Search first: Alliance of Genome Resources, model organism databases
  • Specific model systems (mouse, rat, zebrafish, Drosophila, C. elegans, yeast, cell lines, organoids, iPSCs) > Search first: MGI, RGD, ZFIN, FlyBase, WormBase, SGD, ATCC, Cellosaurus
  • Induced models (drug treatment, surgical intervention, environmental manipulation) > Search first: MGI, model organism databases, PubMed
  • Genetic Models:
  • Types available (knockout, knock-in, transgenic, conditional, humanized) > Search first: MGI, IMPC, KOMP, EuMMCR, IMSR
  • Model Characteristics:
  • Phenotype recapitulation (how well model reproduces human disease features) > Search first: Model organism databases, comparative studies, PubMed
  • Model limitations (aspects of human disease not captured) > Search first: Model organism databases, PubMed, review articles
  • Applications:
  • Research applications (what aspects of disease can be studied) > Search first: Model organism databases, PubMed
  • Resources:
  • Model databases > Search first: MGI, RGD, ZFIN, FlyBase, WormBase, IMSR, EMMA, MMRRC

Citation Requirements

  • Cite primary literature (PMID preferred) for all mechanistic and clinical claims
  • Prioritize recent reviews and landmark papers
  • Include direct quotes from abstracts where possible to support key statements
  • Distinguish evidence source types: human clinical, model organism, in vitro, computational

Output Format

Structure your response as a comprehensive narrative organized by the sections above. For each section, provide: - Factual content with specific details (numbers, percentages, gene names, variant nomenclature) - Ontology term suggestions (HPO, GO, CL, UBERON, CHEBI, MAXO, MONDO) where applicable - Evidence citations with PMIDs - Direct quotes from abstracts to support key claims - Clear indication when information is not available or not applicable for this disease

This report will be used to populate a disease knowledge base entry with: - Pathophysiology descriptions with causal chains - Gene/protein annotations (HGNC, GO terms) - Phenotype associations (HP terms) with frequencies - Cell type involvement (CL terms) - Anatomical locations (UBERON terms) - Chemical entities (CHEBI terms) - Treatment annotations (MAXO terms) - Evidence items with PMIDs and exact abstract quotes - Epidemiology, prognosis, diagnostic, and prevention information - Animal model descriptions with phenotype recapitulation details

Rabies — Comprehensive Disease Characteristics Report (Infectious Disease)

Executive summary (current understanding)

Rabies is an acute, progressive encephalitis caused by a neurotropic, negative-sense single-stranded RNA virus in the family Rhabdoviridae (genus Lyssavirus), classically transmitted via bites/saliva exposure from infected mammals (especially dogs). Once clinical symptoms begin, rabies is almost invariably fatal; therefore, the public-health focus is on prevention through vaccination of reservoir animals and prompt human post-exposure prophylaxis (PEP). (kaye2024rabiesvaccinefor pages 1-2)

Recent work (2023–2024) emphasizes (i) narrowing data gaps in global mortality estimation and program capacity using infrastructure-based indices, (ii) implementation science around One Health approaches (mass dog vaccination, surveillance, and bite case management), (iii) improved characterization of long-term immunity after vaccine-sparing intradermal PEP regimens, and (iv) continued development of rabies monoclonal antibodies (mAbs) as alternatives to rabies immunoglobulin (RIG). (bonaparte2023evaluationofcountry pages 1-2, ghosh2024rabiescontrolin pages 1-2, ya2024evaluationofone pages 1-2, chen2025circulatingantibody’srole pages 12-13)

Aspect Key recent finding/statistic Source (first author, year) Publication venue DOI/URL Evidence type
Global burden and dog-mediated fraction Rabies causes ~59,000 human deaths annually worldwide; >99% of human rabies deaths/cases are linked to infected dogs, with highest burden in Asia and Africa (ghosh2024rabiescontrolin pages 1-2, mwanyalu2025documentingchallengesin pages 1-2, okech2025participatoryapproachin pages 1-2) Ghosh, 2024 Lancet Regional Health – Southeast Asia https://doi.org/10.1016/j.lansea.2024.100452 Epidemiologic analysis / One Health program study
STOP-R modeled deaths in endemic countries STOP-R index estimated 40,111 human rabies deaths in 2022 (95% CI 25,854–74,344) across DMRVV-endemic countries; projected 32,349 by 2030 (bonaparte2023evaluationofcountry pages 1-2, bonaparte2023evaluationofcountry pages 6-7) Bonaparte, 2023 Frontiers in Veterinary Science https://doi.org/10.3389/fvets.2023.1147543 Modeling study
Bangladesh dog population and mass dog vaccination Estimated dog population 1,668,140; density 12.83 dogs/km²; human:dog ratio 86.70; MDV vaccinated mean 21,295 dogs/district/year out of ~26,065 estimated dogs; 70% annual pulse coverage is the operational target for interruption of transmission (ghosh2024rabiescontrolin pages 1-2) Ghosh, 2024 Lancet Regional Health – Southeast Asia https://doi.org/10.1016/j.lansea.2024.100452 National program analysis / forecasting
Kenya (Lamu County) implementation barriers From 2020–2022, 73% (11/16) of facilities had human rabies vaccine stock-outs; 19% (3/16) had both vaccine and RIG; only 25% of health workers said first action was wound washing; 86% did not know recommended vaccine/RIG dosage and schedule (mwanyalu2025documentingchallengesin pages 1-2) Mwanyalu, 2025 One Health Outlook https://doi.org/10.1186/s42522-024-00129-1 Mixed-methods implementation study
PEP immunogenicity durability After IPC intradermal PEP, all but 2 participants seroconverted by day 14; 87.0% retained neutralizing antibody titers ≥0.5 IU/mL at 12 months; IL-4 and IFN-γ T-cell responses persisted up to 1 year (ya2024evaluationofone pages 1-2, ya2024evaluationofone pages 2-3, ya2024evaluationofone pages 3-4) Ya, 2024 NPJ Vaccines https://doi.org/10.1038/s41541-024-01030-8 Prospective human immunogenicity study
Fatal PEP breakthrough infections Systematic review identified 122 fatal breakthrough infections despite receipt of cell-culture vaccine; median exposure-to-symptom onset 20 days (IQR 16–24); deviations from core PEP practices in 56% (68/122) of cases (whitehouse2023humanrabiesdespite pages 1-3, whitehouse2023humanrabiesdespite pages 4-6) Whitehouse, 2023 The Lancet Infectious Diseases https://doi.org/10.1016/S1473-3099(22)00641-7 Systematic review
Diagnostic accuracy: human tests Meta-analysis: human ELISA median sensitivity 90.5%, specificity 95.0%; human RT-PCR median sensitivity 94.4%, specificity 97.7%; RT-PCR detects viral RNA from saliva, CSF, and tissue samples (candiapuma2025evaluatingrabiestest pages 8-9, candiapuma2025evaluatingrabiestest pages 2-4, candiapuma2025evaluatingrabiestest pages 14-16) Candia-Puma, 2025 Diagnostics https://doi.org/10.3390/diagnostics15040412 Systematic review and meta-analysis
Diagnostic accuracy: canine/postmortem comparator tests DFAT on brain tissue remains traditional postmortem gold standard, but pooled canine DFAT performance was variable (median sensitivity 79.2%, specificity 95.0%); canine rapid immunochromatographic tests had median sensitivity 93.5% and specificity 99.1% (candiapuma2025evaluatingrabiestest pages 9-12, candiapuma2024rabiestestaccuracy pages 1-3, candiapuma2024rabiestestaccuracy pages 12-14) Candia-Puma, 2025 Diagnostics https://doi.org/10.3390/diagnostics15040412 Systematic review and meta-analysis
ACIP PrEP schedule update U.S. ACIP 2022 recommends a 2-dose intramuscular rabies PrEP series on days 0 and 7 for risk categories 1–4, replacing the older 3-dose primary series for many at-risk groups (rao2022useofa media 7550c3e2) Rao, 2022 MMWR https://doi.org/10.15585/mmwr.mm7118a2 U.S. guideline / expert recommendation
Dog vaccination threshold for elimination Achieving ~70% dog vaccination coverage is repeatedly cited as the key herd-immunity threshold for interrupting dog-mediated rabies transmission (blumberg2024eliminationofdogmediated pages 1-2, beron2024dogmediatedrabiesvirus pages 1-3, ghosh2024rabiescontrolin pages 1-2) Blumberg, 2024 Revue Scientifique et Technique de l'OIE https://doi.org/10.20506/rst.se.3560 Expert review / public health policy
Real-world One Health surveillance / IBCM relevance Uganda reported 190 human deaths in 2021–2024 and identified weak surveillance/PEP scarcity as drivers of a “cycle of neglect,” supporting integrated bite case management as a practical One Health response (okech2025participatoryapproachin pages 1-2) Okech, 2025 Frontiers in Tropical Diseases https://doi.org/10.3389/fitd.2025.1662211 Surveillance systems / implementation research

Table: This table summarizes major recent rabies findings across burden, prevention, diagnostics, and implementation. It is useful as a compact evidence map for building a disease knowledge base entry.


1. Disease information

1.1 Concise overview

Rabies is a vaccine-preventable zoonotic viral disease causing acute, progressive encephalitis/encephalomyelitis. Infection is typically acquired when virus-containing saliva from a rabid animal contacts broken skin or mucosal surfaces, most often via a bite. (kaye2024rabiesvaccinefor pages 1-2)

1.2 Key identifiers (knowledge-base readiness)

  • MONDO ID: Not available from the currently retrieved primary sources; must be mapped from an ontology resource (e.g., MONDO, MeSH) outside the present evidence set.
  • MeSH / ICD-10 / ICD-11: Not directly retrievable from the currently retrieved texts; needs dedicated ontology/database lookup.

1.3 Synonyms / alternative names

  • “Rabies”
  • “Rabies encephalitis” / “rabies encephalomyelitis” (clinical description in reviews). (kaye2024rabiesvaccinefor pages 1-2)

1.4 Source of information

This report is based on aggregated disease-level resources (systematic reviews, national program analyses, modeling studies) and primary clinical/immunology studies rather than EHR-derived patient cohorts, except where specific case reports are included (e.g., a fatal PEP failure case report). (ghosh2024rabiescontrolin pages 1-2, holzbauer2023fatalhumanrabies pages 3-4)


2. Etiology

2.1 Disease causal factors

  • Infectious cause: Rabies virus (RABV), a bullet-shaped, negative-sense ssRNA virus in Rhabdoviridae; described as a “neurotropic RNA virus.” (kaye2024rabiesvaccinefor pages 1-2, kaye2024rabiesvaccinefor pages 4-7)

2.2 Transmission and exposure ecology

  • Primary transmission occurs via bites and exposure to infected saliva through mucosal membranes or broken skin. (kaye2024rabiesvaccinefor pages 1-2)
  • In endemic settings, dogs are the dominant reservoir and driver of human infection; multiple sources reiterate that dog bites account for >99% of human rabies deaths/cases. (das2025globalperspectiveson pages 1-2, okech2025participatoryapproachin pages 1-2, ghosh2024rabiescontrolin pages 1-2)

2.3 Risk factors

Exposure-related * Bite location and severity (head/neck/face; multiple wounds; highly innervated sites such as fingers/face) are repeatedly over-represented among fatal “breakthrough” infections despite PEP. (whitehouse2023humanrabiesdespite pages 1-3, whitehouse2023humanrabiesdespite pages 4-6)

Health-system related (implementation risk factors) * Inadequate wound washing knowledge/practice and vaccine/RIG stockouts are documented barriers in elimination programs and increase the likelihood of missed or incomplete PEP. For example, in a Kenya case study, 73% of facilities had human rabies vaccine stock-outs and only 19% had both vaccine and RIG. (mwanyalu2025documentingchallengesin pages 1-2)

Host-related * Immunocompromise may contribute to rare PEP failures. A U.S. case report of fatal rabies after prompt ACIP-recommended PEP described no neutralizing antibodies by RFFIT and possible underlying immunodeficiency (IgM MGUS with reduced IgA/IgG). (holzbauer2023fatalhumanrabies pages 3-4)

2.4 Protective factors

  • Prompt and correct PEP (wound cleansing + vaccine ± passive immunization for severe exposures) is highly protective at the population level and is the central preventive intervention described across public health and clinical sources. (kaye2024rabiesvaccinefor pages 1-2, mwanyalu2025documentingchallengesin pages 1-2)
  • Mass dog vaccination achieving high coverage is protective at the population level by interrupting dog-to-dog transmission and reducing human exposures. (ghosh2024rabiescontrolin pages 1-2)

2.5 Gene–environment interactions

Rabies is not primarily a genetic disease; gene–environment interactions are not well-defined in the retrieved evidence. Rare apparent PEP failures likely reflect a combination of exposure intensity/anatomy + host immune status + care delivery factors rather than a known host genetic predisposition. (whitehouse2023humanrabiesdespite pages 1-3, holzbauer2023fatalhumanrabies pages 3-4)


3. Phenotypes (clinical presentation)

3.1 Core clinical phenotypes

From a 2024 narrative review, typical clinical features include a prodrome (fever, headache, fatigue) progressing to encephalomyelitis with hydrophobia and aerophobia; the review reports hydrophobia in ~80% and paralytic rabies in ~20%. (kaye2024rabiesvaccinefor pages 1-2)

Suggested HPO terms (examples; require final confirmation against HPO): * Hydrophobia (HP term to be mapped) * Aerophobia (HP term to be mapped) * Fever (HP:0001945) * Headache (HP:0002315) * Encephalitis (HP:0002383) * Paralysis (HP:0003470) * Dysphagia (HP:0002015) * Agitation / behavioral change (HPO mapping required)

3.2 Natural history and temporal development

A 2024 review describes five stages: incubation (days to years), prodrome, acute neurologic illness, coma, death. (kaye2024rabiesvaccinefor pages 1-2)

Notable 2023 update (breakthrough cases): In fatal breakthrough infections after PEP, median time from exposure to symptom onset was 20 days (IQR 16–24), reflecting very short incubation in many high-risk exposures. (whitehouse2023humanrabiesdespite pages 1-3)

3.3 Quality of life impact

Rabies causes severe neuropsychiatric and neurologic symptoms culminating in coma and death; quality-of-life instruments are not reported in the retrieved sources. Impact is inferred as profound due to near-universal fatality after symptom onset. (kaye2024rabiesvaccinefor pages 1-2)


4. Genetic / molecular information

Rabies is caused by a viral pathogen rather than human germline variants.

4.1 “Causal genes” / variants (human)

Not applicable as a primary etiology in the retrieved evidence.

4.2 Viral molecular targets relevant to prevention/therapy

  • Rabies virus glycoprotein G is the major neutralization target, underpinning vaccine-induced and passive antibody protection, and is the target of mAbs discussed as RIG alternatives. (chen2025circulatingantibody’srole pages 12-13)

5. Environmental information

Key environmental/lifestyle contributors in the retrieved evidence relate primarily to: * Dog ecology and free-roaming dog density (relevant to sustained transmission and outbreaks). (beron2024dogmediatedrabiesvirus pages 1-3) * Resource limitations and conflict/poverty that influence vaccine access, surveillance, and program performance (e.g., stockouts, underreporting). (mwanyalu2025documentingchallengesin pages 1-2, bonaparte2023evaluationofcountry pages 1-2)


6. Mechanism / pathophysiology

6.1 Causal chain (high-level)

  1. Exposure/inoculation via bite/saliva →
  2. Local replication and entry into peripheral nerves →
  3. Neuroinvasion and spread within the CNS →
  4. Progressive encephalitis/encephalomyelitis →
  5. Coma and death.

A 2024 narrative review attributes death to “a massive inflammatory response in the CNS.” (kaye2024rabiesvaccinefor pages 1-2)

6.2 Immune evasion / immune response (current themes)

  • The 2024 review frames a major research target as “preventing the virus from evading the host’s innate immune response.” (kaye2024rabiesvaccinefor pages 4-7)

6.3 Suggested ontology terms

GO Biological Process (examples; to be curated): * innate immune response (GO:0045087) * inflammatory response (GO:0006954) * response to virus (GO:0009615)

Cell Ontology (CL) likely involved: * neurons (CL:0000540) * microglia (CL:0000129) * astrocytes (CL:0000127)

UBERON anatomical structures: * brain (UBERON:0000955) * spinal cord (UBERON:0002240) * peripheral nerve (UBERON:0001021)

6.4 Advanced technologies / recent developments

A 2024 review discusses exploratory approaches (e.g., CRISPR/Cas9, iPSC-based strategies) and AAV delivery as research directions, but these are not yet established clinical interventions for rabies. (kaye2024rabiesvaccinefor pages 4-7)


7. Anatomical structures affected

  • Primary system: Central nervous system (encephalitis/encephalomyelitis). (kaye2024rabiesvaccinefor pages 1-2)
  • Anatomical correlates of risk: Exposures to highly innervated sites (e.g., face/fingers) are associated with short incubation and higher risk even with PEP. (whitehouse2023humanrabiesdespite pages 4-6)

8. Temporal development

  • Typical incubation is described as days to years (broad range) in a 2024 narrative review; in contrast, breakthrough infections after PEP show very short incubation with median 20 days. (kaye2024rabiesvaccinefor pages 1-2, whitehouse2023humanrabiesdespite pages 1-3)

9. Inheritance and population

9.1 Epidemiology (recent data)

Global * Bangladesh analysis provides a clear statement: “Rabies… kills an estimated 59,000 people each year worldwide” and notes that “over 29 million individuals worldwide receive post-exposure prophylaxis (PEP)… resulting… [in] economic loss of US$ 8.6 billion.” (Published Aug 2024; https://doi.org/10.1016/j.lansea.2024.100452) (ghosh2024rabiescontrolin pages 1-2)

Global estimates with uncertainty / program monitoring * A 2023 modeling study (STOP-R) estimated 40,111 deaths in 2022 (95% CI 25,854–74,344) in dog-mediated rabies virus variant endemic countries, projected to 32,349 by 2030 (95% CI 21,110–57,019). (Published 09 May 2023; https://doi.org/10.3389/fvets.2023.1147543) (bonaparte2023evaluationofcountry pages 1-2, bonaparte2023evaluationofcountry pages 6-7)

Regional distribution * Multiple sources emphasize highest burden in Asia and Africa. (blumberg2024eliminationofdogmediated pages 1-2, ghosh2024rabiescontrolin pages 1-2)

9.2 Population demographics

  • Many sources highlight disproportionate burden in children; however, quantitative child-specific fractions are not consistently available in the 2023–2024 sources retrieved here.

10. Diagnostics

10.1 Current diagnostic concepts

  • Postmortem diagnosis has historically relied on direct fluorescent antibody testing (DFAT) on brain tissue as a gold standard comparator, but performance varies across studies. (candiapuma2025evaluatingrabiestest pages 2-4, candiapuma2024rabiestestaccuracy pages 12-14)
  • Antemortem diagnosis can use RT-PCR detection of viral RNA from saliva, CSF, and tissue samples. (candiapuma2025evaluatingrabiestest pages 2-4)

10.2 Recent quantitative diagnostic accuracy synthesis (2025)

A 2025 systematic review/meta-analysis reported: * Human ELISA (8 studies; n=2,837): sensitivity range 85.9–99.9% (median 90.5%), specificity range 69.0–99.8% (median 95.0%). (https://doi.org/10.3390/diagnostics15040412; published Feb 2025) (candiapuma2025evaluatingrabiestest pages 8-9) * Human RT-PCR (5 studies; n=456): sensitivity range 87.5–95.5% (median 94.4%), specificity range 83.3–99.8% (median 97.7%). (candiapuma2025evaluatingrabiestest pages 9-12) * The same review documents use of specimen types including serum, saliva, CSF, skin, oral swab, hair, and cornea across studies, reflecting multi-specimen strategies for antemortem diagnosis. (candiapuma2025evaluatingrabiestest pages 8-9)

Important limitation: specimen-specific antemortem performance for nuchal skin biopsy vs saliva vs CSF is not fully extractable from the provided excerpts; individual-study review would be required for test-by-specimen operating characteristics. (candiapuma2025evaluatingrabiestest pages 8-9, candiapuma2025evaluatingrabiestest pages 2-4)


11. Outcome / prognosis

  • Once symptomatic, rabies has a near-100% case fatality, which is repeatedly emphasized in reviews and public-health analyses. (kaye2024rabiesvaccinefor pages 1-2, ghosh2024rabiescontrolin pages 1-2)

11.1 Breakthrough infections despite PEP (2023 systematic review)

A 2023 Lancet Infectious Diseases systematic review (published May 2023; https://doi.org/10.1016/S1473-3099(22)00641-7) identified 122 fatal breakthrough infections (1980–2022) after receipt of modern cell-culture vaccine before symptom onset. Deviations from core PEP practices were present in 56% of cases, severe wound patterns were common, and median incubation was 20 days. (whitehouse2023humanrabiesdespite pages 1-3)


12. Treatment

12.1 Standard of care (prevention-focused)

  • A 2024 narrative review states that PEP includes wound cleaning, human rabies immunoglobulin (HRIG), and inactivated rabies vaccines. (kaye2024rabiesvaccinefor pages 1-2)

12.2 ACIP (U.S.) PrEP schedule (guideline-based)

  • ACIP 2022 recommends a 2-dose IM pre-exposure series (days 0 and 7) for risk categories 1–4 (e.g., laboratory workers with live virus, frequent bat handlers, veterinarians, and certain travelers). (Published May 2022; https://doi.org/10.15585/mmwr.mm7118a2) (rao2022useofa media 7550c3e2)

12.3 Passive immunization: RIG and mAbs (latest research direction)

  • A 2025 review summarizes that modern mAb cocktails are designed to meet WHO expectations of binding two or more non-overlapping epitopes on glycoprotein G and reports markedly higher early circulating antibody levels than HRIG in referenced studies (e.g., “over 10 times higher than that of HRIG” by day 1 for a cited mAb combination). (Published Jul 2025; https://doi.org/10.3390/vaccines13070775) (chen2025circulatingantibody’srole pages 12-13)

Clinical trials (pipeline evidence): Multiple interventional trials exist evaluating rabies immune globulins and mAbs in simulated or real PEP contexts, including SYN023 programs and other candidates (e.g., NCT04644484; NCT03961555). (NCT04644484 chunk 1/2; NCT03961555 chunk 1/2/3)

12.4 Treatment outcomes: immunogenicity after PEP (2024 primary data)

A prospective immunology study in Cambodia assessed immunity for 12 months after a WHO-recommended, vaccine-sparing IPC intradermal PEP regimen: * At day 14, “all except two individuals seroconverted” for neutralizing antibodies ≥0.5 IU/mL, and 87% maintained ≥0.5 IU/mL at 12 months. (Published Nov 2024; https://doi.org/10.1038/s41541-024-01030-8) (ya2024evaluationofone pages 2-3) * Median neutralizing antibody titers were 0.05 IU/mL at day 7 and 3.38 IU/mL at day 14; titers remained near/above the protective threshold at month 6 and month 12. (ya2024evaluationofone pages 2-3)

MAXO suggestions (examples): * Rabies post-exposure prophylaxis (MAXO mapping required) * Rabies vaccination (MAXO mapping required) * Passive immunization (rabies immunoglobulin / monoclonal antibody) (MAXO mapping required)


13. Prevention

13.1 Primary prevention

  • Mass dog vaccination is repeatedly emphasized; achieving 70% coverage in annual pulse vaccination campaigns is expected to substantially reduce dog rabies and thereby human rabies. (ghosh2024rabiescontrolin pages 1-2)

13.2 Secondary prevention

  • PEP after exposure: prompt wound care and vaccination are central. Bangladesh’s national analysis reiterates massive PEP utilization globally: “over 29 million individuals worldwide receive post-exposure prophylaxis (PEP).” (ghosh2024rabiescontrolin pages 1-2)

13.3 Public health implementation (real-world)

  • Bangladesh: national One Health program analysis supports that increases in mass dog vaccination and anti-rabies vaccine (human) correlate with declining human rabies risk, suggesting feasibility of progress toward “Zero by 30.” (ghosh2024rabiescontrolin pages 1-2)
  • Kenya (Lamu): persistent stockouts and health worker knowledge gaps demonstrate operational constraints that directly undermine timely PEP and elimination targets. (mwanyalu2025documentingchallengesin pages 1-2)

14. Other species / natural disease

  • Rabies (lyssavirus infections) affects warm-blooded vertebrates; dogs are emphasized as the only domestic animal functioning as reservoir, vector, and victim, whereas other domestic species are spillover/bellwethers. (https://doi.org/10.3390/pathogens14060586; published Jun 2025) (candiapuma2025evaluatingrabiestest pages 17-19)

15. Model organisms

This report’s retrieved sources focus on clinical/public-health and do not comprehensively enumerate model systems. However, a 2024 narrative review describes multiple preclinical approaches including mouse studies of combination therapies and immunomodulation, and exploratory gene-therapy concepts (e.g., AAV-mediated RNAi). (kaye2024rabiesvaccinefor pages 4-4)


Expert interpretation and synthesis (authoritative analysis)

  1. The primary scientific bottleneck is not vaccine efficacy but delivery fidelity. The 2023 systematic review of fatal breakthrough infections found that in 56% of reported deaths there were deviations from core PEP practices, and RIG administration errors (e.g., absent RIG, IM-only RIG without wound infiltration) were common. This supports the expert consensus that “failures” are frequently system/implementation failures rather than intrinsic biologic failure. (whitehouse2023humanrabiesdespite pages 1-3, whitehouse2023humanrabiesdespite pages 4-6)
  2. Program evaluation is moving toward measurable capacity indices and implementation science. STOP-R (2023) illustrates an approach to infer rabies burden and elimination capacity from country-level infrastructure metrics, addressing surveillance gaps that limit direct measurement. (bonaparte2023evaluationofcountry pages 1-2)
  3. Vaccine-sparing intradermal regimens can yield durable immunity, supporting scale-up in resource-limited settings. The NPJ Vaccines 2024 immunology study shows robust neutralizing antibody responses and persistence (87% ≥0.5 IU/mL at 12 months) under a shortened regimen, relevant where PEP cost/access limits completion. (ya2024evaluationofone pages 2-3)
  4. Diagnostics are modernizing toward molecular/immunologic methods, but evidence heterogeneity remains. A 2025 meta-analysis supports high median performance for human RT-PCR and ELISA, while emphasizing variability and the need for protocol modernization and antemortem access. (candiapuma2025evaluatingrabiestest pages 8-9, candiapuma2025evaluatingrabiestest pages 14-16)

Evidence gaps / not fully resolved from retrieved sources

  • Ontology identifiers (MONDO, MeSH, ICD-10/11) could not be extracted from the current evidence set and require targeted database lookup.
  • Specimen-specific antemortem diagnostic accuracy (e.g., nuchal skin biopsy vs saliva vs CSF) is not fully extractable from the provided excerpts.
  • Comprehensive HPO/GO/CL/MAXO mappings require dedicated ontology queries; suggestions above are plausible but should be validated.

Key URLs and publication dates (from retrieved sources)

  • Ghosh et al., Lancet Regional Health – Southeast Asia (Aug 2024): https://doi.org/10.1016/j.lansea.2024.100452 (ghosh2024rabiescontrolin pages 1-2)
  • Ya et al., NPJ Vaccines (Nov 2024): https://doi.org/10.1038/s41541-024-01030-8 (ya2024evaluationofone pages 1-2)
  • Whitehouse et al., Lancet Infectious Diseases (May 2023): https://doi.org/10.1016/S1473-3099(22)00641-7 (whitehouse2023humanrabiesdespite pages 1-3)
  • Bonaparte et al., Frontiers in Veterinary Science (09 May 2023): https://doi.org/10.3389/fvets.2023.1147543 (bonaparte2023evaluationofcountry pages 1-2)
  • Rao et al., ACIP PrEP recommendations, MMWR (May 2022): https://doi.org/10.15585/mmwr.mm7118a2 (rao2022useofa media 7550c3e2)
  • Candia-Puma et al., Diagnostics (Feb 2025): https://doi.org/10.3390/diagnostics15040412 (candiapuma2025evaluatingrabiestest pages 9-12)

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