This is a mechanism module, not a specific disease. Disorder entries reference individual nodes via conforms_to (e.g., "drug_induced_liver_injury#Hepatocyte Cell Death"). Conforming nodes should substitute the disorder-specific hepatotoxic driver (the particular drug and its proximal mechanism — reactive metabolite, BSEP inhibition, or immune-mediated idiosyncratic injury) while preserving the conserved metabolite/stress → mitochondrial dysfunction → hepatocyte death → inflammation → liver injury chain. The key conformance / central-effector target is "drug_induced_liver_injury#Hepatocyte Cell Death".
Human quad-culture Liver-Chip (Emulate/Wyss) for predictive hepatotoxicology
ORGAN_ON_CHIP
namo:OrganOnChip
Microfluidic dual-channel human Liver-Chip populated with primary hepatocytes plus the three non-parenchymal liver cell types (liver sinusoidal endothelial cells, Kupffer cells, stellate cells) under continuous flow. A non-animal New Approach Methodology qualified against Innovation and Quality consortium criteria on a blinded benchmark drug set, with albumin synthesis, ALT release, morphological injury scoring, caspase 3/7 and TMRM mitochondrial imaging as readouts of the conserved DILI cascade.
drug-induced liver injury
blinded hepatotoxic versus non-toxic drug benchmarking
drug concentration- and time-dependent hepatotoxicity
hepatocyte
CL:0000182
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses hepatocyte (CL:0000182). CL:0000182 is a cell type from the Cell Ontology.
Kupffer cell
CL:0000091
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses Kupffer cell (CL:0000091). CL:0000091 is a cell type from the Cell Ontology.
liver sinusoidal endothelial cell
CL:1000398
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses liver sinusoidal endothelial cell, annotated with endothelial cell of hepatic sinusoid (CL:1000398). CL:1000398 is a cell type from the Cell Ontology.
hepatic stellate cell
CL:0000632
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses hepatic stellate cell (CL:0000632). CL:0000632 is a cell type from the Cell Ontology.
Organism
human
NCBITaxon:9606
NCBI Taxonomy (NCBITaxon)
Relation: this experimental model is built in this organism
This experimental model is built in human, annotated with Homo sapiens (NCBITaxon:9606). NCBITaxon:9606 is an organism from the NCBI Taxonomy.
Tissue
liver
UBERON:0002107
Uberon multi-species anatomy ontology (UBERON)
Relation: this experimental model uses this anatomical location
This experimental model uses liver (UBERON:0002107). UBERON:0002107 is an anatomical location from the Uberon multi-species anatomy ontology.
Cell source
Primary human hepatocytes from multiple donors co-cultured with human liver sinusoidal endothelial cells, Kupffer cells, and stellate cells
Culture
Microfluidic dual-channel liver organ-chip under continuous perfusion
Pathograph links
Hepatocyte Cell Death
Hepatocyte toxicity is quantified by loss of albumin synthesis, ALT release, morphological injury scoring, and caspase 3/7 apoptosis imaging.
Findings
The human Liver-Chip predicted drug-induced liver injury across a blinded 27-drug benchmark set with 87% sensitivity and 100% specificity.
Evidence: 1
All seven toxic drugs reduced albumin production or increased ALT or injury-morphology scores at clinically bracketed concentration multiples.
Evidence: 1
Ingber (Wyss Institute) is a co-author; this is the systematic qualification study for the liver organ-chip platform highlighted in the NAMeRS 2026 summit multi-organ-chip case study.
Evidence: 1
Curio Barrier Liver Chip with iPSC-derived human liver organoids
ORGAN_ON_CHIP
namo:OrganOnChip
High-throughput microfluidic liver-on-a-chip (8 x 2 well "Curiochip" configuration) hosting three-dimensional liver organoids differentiated from human induced pluripotent stem cells. Sustains albumin secretion and cytochrome P450 activity for 28 days, enabling prolonged-exposure hepatotoxicity testing without primary human hepatocytes or animals.
acetaminophen hepatotoxicity
fialuridine hepatotoxicity
chronic (28-day) hepatotoxic drug exposure
idiosyncratic drug-induced liver injury
hepatocyte
CL:0000182
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses hepatocyte (CL:0000182). CL:0000182 is a cell type from the Cell Ontology.
Organism
human
NCBITaxon:9606
NCBI Taxonomy (NCBITaxon)
Relation: this experimental model is built in this organism
This experimental model is built in human, annotated with Homo sapiens (NCBITaxon:9606). NCBITaxon:9606 is an organism from the NCBI Taxonomy.
Tissue
liver
UBERON:0002107
Uberon multi-species anatomy ontology (UBERON)
Relation: this experimental model uses this anatomical location
This experimental model uses liver (UBERON:0002107). UBERON:0002107 is an anatomical location from the Uberon multi-species anatomy ontology.
Cell source
Human induced pluripotent stem cell-derived liver organoids (also generated by in situ differentiation of foregut spheroids on chip)
Culture
High-throughput microfluidic liver chip with 3D organoid culture
Pathograph links
Hepatocyte Cell Death
Detects acetaminophen- and fialuridine-induced hepatocyte injury at micromolar rather than millimolar concentrations.
Findings
iPSC-derived liver organoids on chip detect acetaminophen and fialuridine hepatotoxicity at micromolar concentrations.
Evidence: 1
The chips retain liver-specific function (albumin secretion, cytochrome P450 activity) and DILI responsiveness for 28 days, enabling prolonged-exposure idiosyncratic DILI modeling.
Evidence: 2
Directly relevant to the NAMeRS 2026 summit project on 3D iPSC-hepatocyte models for gene-therapy liver safety; the model is fully human and animal-free.
Evidence: 1
Autologous HLA-genotyped liver organoid-CD8 T cell co-culture microarray
CO_CULTURE
namo:Organoid
Matrix-free human liver organoid microarray co-cultured with autologous CD8-positive T cells derived from the same HLA-genotyped induced pluripotent stem cell donor. Reconstitutes antigen-specific adaptive immunity alongside hepatocytes, the component conventional hepatotoxicity models lack, and models idiosyncratic DILI in a genetically defined host context.
idiosyncratic drug-induced liver injury
flucloxacillin exposure in HLA-B*57:01 carriers
antigen-specific CD8 T cell activation
inter-donor variability in immune response
hepatocyte
CL:0000182
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses hepatocyte (CL:0000182). CL:0000182 is a cell type from the Cell Ontology.
CD8-positive cytotoxic T cell
CL:0000794
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses CD8-positive cytotoxic T cell, annotated with CD8-positive, alpha-beta cytotoxic T cell (CL:0000794). CL:0000794 is a cell type from the Cell Ontology.
Organism
human
NCBITaxon:9606
NCBI Taxonomy (NCBITaxon)
Relation: this experimental model is built in this organism
This experimental model is built in human, annotated with Homo sapiens (NCBITaxon:9606). NCBITaxon:9606 is an organism from the NCBI Taxonomy.
Tissue
liver
UBERON:0002107
Uberon multi-species anatomy ontology (UBERON)
Relation: this experimental model uses this anatomical location
This experimental model uses liver (UBERON:0002107). UBERON:0002107 is an anatomical location from the Uberon multi-species anatomy ontology.
Cell source
HLA-genotyped iPSC-derived human liver organoids with autologous iPSC-derived CD8-positive T cells
Culture
Matrix-free liver organoid microarray with autologous T cell co-culture
Pathograph links
Hepatocyte Cell Death
T cell-mediated hepatocyte apoptosis and cytokeratin-18 release measure the central effector step under immune attack.
Findings
Autologous organoid-T cell co-culture reproduces flucloxacillin idiosyncratic DILI in HLA-B*57:01 carriers.
Evidence: 1
The co-culture captures adaptive immune-mediated hepatotoxicity readouts (TNF-alpha, granzyme B, cytokeratin-18 release).
Evidence: 1
Conventional hepatotoxicity models lack the components needed to capture patient-specific, T cell-mediated liver injury.
Evidence: 1
Evidence: 1
Akura Twin 384-well liver fibrosis microphysiological system (HepaRG/THP-1 and hTERT-HSC microtissues)
CO_CULTURE
namo:CoCulture
High-throughput microphysiological system built on a 384-well microplate of 168 interconnected well pairs. HepaRG hepatocyte microtissues, with or without THP-1 monocytic cells, occupy the alpha well of each pair and hepatic stellate cell (hTERT-HSC) microtissues occupy the beta well. A non-animal New Approach Methodology in which methotrexate and acetaminophen are used as hepatotoxicant challenges alongside TGF-beta 1, with albumin synthesis and glucose/lactate sensing as cell-health readouts.
methotrexate exposure
acetaminophen exposure
TGF-beta 1 stimulation
HepaRG hepatocyte-like microtissue
CL:0000182
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses HepaRG hepatocyte-like microtissue, annotated with hepatocyte (CL:0000182). CL:0000182 is a cell type from the Cell Ontology.
hTERT-immortalized hepatic stellate cell
CL:0000632
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses hTERT-immortalized hepatic stellate cell, annotated with hepatic stellate cell (CL:0000632). CL:0000632 is a cell type from the Cell Ontology.
THP-1 monocytic cell line
CL:0000576
Cell Ontology (CL)
Relation: this experimental model uses this cell type
This experimental model uses THP-1 monocytic cell line, annotated with monocyte (CL:0000576). CL:0000576 is a cell type from the Cell Ontology.
Organism
human
NCBITaxon:9606
NCBI Taxonomy (NCBITaxon)
Relation: this experimental model is built in this organism
This experimental model is built in human, annotated with Homo sapiens (NCBITaxon:9606). NCBITaxon:9606 is an organism from the NCBI Taxonomy.
Tissue
liver
UBERON:0002107
Uberon multi-species anatomy ontology (UBERON)
Relation: this experimental model uses this anatomical location
This experimental model uses liver (UBERON:0002107). UBERON:0002107 is an anatomical location from the Uberon multi-species anatomy ontology.
Cell source
Established human cell lines throughout - HepaRG hepatocyte-like cells, hTERT-immortalized hepatic stellate cells, and THP-1 monocytic cells.
Culture
384-well Akura Twin microplate of 168 interconnected well pairs carrying 3D microtissues, with glucose and lactate sensors monitoring cell health
Pathograph links
Hepatocyte Cell Death
perturbs
fidelity: moderate
Methotrexate and acetaminophen are applied as chemical challenges to the hepatocyte compartment, driving it toward this node and allowing the approach to it to be quantified.
Limitations: Only loss of albumin synthesis is reported. The abstract describes no direct death assay - no caspase activation, LDH release or viability measurement - so the model perturbs the hepatocyte toward death without demonstrating that death occurred. HepaRG cells also carry a different drug-metabolizing enzyme profile from primary human hepatocytes, which matters for acetaminophen in particular.
Readouts
Albumin production under methotrexate and acetaminophen challenge
Direction: DECREASED
Interpretation: Falling albumin synthesis after hepatotoxicant exposure is the model's index of hepatocellular injury preceding death.
Evidence: 1
Evidence: 1
Sterile and Immune-Mediated Inflammatory Amplification
partially recapitulates
fidelity: low
A monocytic compartment co-cultured with the hepatocyte microtissues supplies the innate immune arm of this node, and shifts to an activated, profibrogenic state that is measurable alongside hepatocyte injury.
Limitations: The activation reported in the abstract is driven by exogenous TGF-beta 1, not by methotrexate or acetaminophen, so the drug-to-inflammation step central to this node is not itself demonstrated. THP-1 is a circulating monocytic leukemia line rather than a resident Kupffer cell, and there is no sinusoidal endothelial or lymphocyte compartment.
Readouts
THP-1 activation marker expression (ALOX5AP, TREM2, TGF-beta 1)
Direction: INCREASED
Interpretation: Induction of these transcripts marks the monocytic compartment entering an activated state within the liver co-culture.
Evidence: 1
PAI-1 protein in hepatocyte-monocyte co-culture
Direction: INCREASED
Interpretation: PAI-1 rose most where the monocytic compartment was present, evidencing an amplifying hepatocyte-monocyte interaction rather than a hepatocyte response alone.
Evidence: 1
Evidence: 1
Recorded here for its methotrexate and acetaminophen challenge arms. The same system is curated on Liver_Cirrhosis for the fibrosis arm - stellate activation, matrix output and TGF-beta perturbation - which is where the paper's primary claim sits.
Mitochondrial Dysfunction and Oxidative Stress
amplifier
Reactive metabolites and accumulated bile acids damage mitochondria, the organelle most central to hepatocyte bioenergetics, producing oxidative stress, impaired ATP synthesis, and mitochondrial permeability transition. This is the major amplifying event linking the proximal drug stress to hepatocyte death across hepatotoxic agents.
Downstream
-
Hepatocyte Cell Death
Mitochondrial failure and oxidative stress precipitate hepatocyte necrosis and apoptosis.
Show evidence (3 references)
"Mitochondrial oxidative stress and dysfunction are the major cellular events associated with APAP-induced liver injury."
Identifies mitochondrial oxidative stress and dysfunction as the major cellular events driving hepatotoxic injury, the amplifier step of this module. Evidence source is OTHER because this is a review article.
"Hepatocytes are highly metabolic cells which have abundant mitochondria suggesting a biologically relevant role for mitochondrial dynamics in hepatocyte injury and recovery."
Establishes the central role of mitochondria in hepatocyte injury and recovery, supporting mitochondrial dysfunction as a conserved DILI mechanism. Evidence source is OTHER because this is a review article.
"mitochondrial injury measured by visualizing reduction of tetramethylrhodamine methyl ester (TMRM) accumulation"
New Approach Methodology (NAM) evidence: in a human quad-culture Liver-Chip challenged with known hepatotoxicants, mitochondrial injury was directly imaged as loss of TMRM accumulation, giving human-cell-based confirmation of this module's mitochondrial-dysfunction amplifier step without an animal model. Evidence source is IN_VITRO because the readout comes from a microfluidic human liver organ-chip.
Hepatocyte Cell Death
central effector
Mitochondrial failure and oxidative stress precipitate hepatocyte death by necrosis and apoptosis. This is the central effector step and the most common manifestation of DILI; conforming disorder nodes substitute the drug-specific upstream driver but converge here. It is the key conformance target of the module.
Downstream
-
Sterile and Immune-Mediated Inflammatory Amplification
Hepatocyte death releases damage-associated signals that recruit and activate inflammatory cells.
-
Liver Injury and Acute Liver Failure
Loss of hepatocyte mass produces clinically apparent liver injury.
Show evidence (4 references)
"the most common manifestation is hepatocyte death following drug intake"
Directly identifies hepatocyte death as the most common manifestation of DILI, the central effector step of this module. Evidence source is OTHER because this is a review article.
"the critical roles of drug metabolism, mitochondrial dysfunction, necrotic cell death, autophagy and the sterile inflammatory response"
Names necrotic cell death (alongside mitochondrial dysfunction and inflammation) as a critical mechanism of hepatotoxicity, supporting the necrosis/apoptosis effector captured here. Evidence source is OTHER because this is a review article.
"Unlike traditional models requiring millimolar drug concentrations to detect hepatotoxicity, this platform showed increased sensitivity for acetaminophen and fialuridine at micromolar concentrations."
New Approach Methodology (NAM) evidence: iPSC-derived human liver organoids maintained on a microfluidic chip reproduce hepatocyte injury from the archetypal reactive-metabolite hepatotoxicant acetaminophen (and from fialuridine) at clinically relevant micromolar exposures, giving human-cell-based support for this module's central hepatocyte-death effector step. Evidence source is IN_VITRO because the finding comes from an iPSC-derived liver organoid chip culture.
+ 1 more reference
Liver Injury and Acute Liver Failure
consequence
Accumulated hepatocyte loss and inflammation produce clinically apparent liver injury, manifesting as a hepatocellular, cholestatic, or mixed biochemical pattern, and in severe cases progressing to acute liver failure — the most feared consequence of DILI and a leading cause of drug attrition.
Show evidence (3 references)
"DILI manifests clinically with hepatocellular injury, cholestasis or a mixture of both."
Defines the clinical injury patterns (hepatocellular, cholestatic, mixed) that constitute the consequence of this module. Evidence source is OTHER because this is a review article.
"Acetaminophen (APAP) alone accounts for the half of the overall cases of acute liver failure in USA"
Documents progression to acute liver failure (acetaminophen being the leading cause in the USA), the severe endpoint of this module. Evidence source is OTHER because this is a review article.
"drug-induced liver injury (DILI) is a leading cause of preclinical and clinical drug terminations"
Establishes the clinical and translational significance of DILI as a leading cause of drug terminations. Evidence source is OTHER because this is a review article.