Development of an in vitro human liver system for interrogating nonalcoholic steatohepatitis
Open accessAbstract
A barrier to drug development for nonalcoholic steatohepatitis (NASH) is the absence of translational preclinical human-relevant systems. An in vitro liver model was engineered to incorporate hepatic sinusoidal flow, transport, and lipotoxic stress risk factors (glucose, insulin, free fatty acids) with cocultured primary human hepatocytes, hepatic stellate cells (HSCs), and macrophages. Transcriptomic, lipidomic, and functional endpoints were evaluated and compared with clinical data from NASH patient biopsies. The lipotoxic milieu promoted hepatocyte lipid accumulation (4-fold increase, P < 0.01) and a lipidomics signature similar to NASH biopsies. Hepatocyte glucose output increased with decreased insulin sensitivity. These changes were accompanied by increased inflammatory analyte secretion (e.g., IL-6, IL-8, alanine aminotransferase). Fibrogenic activation markers increased with lipotoxic conditions, including secreted TGF-β (>5-fold increase, P < 0.05), extracellular matrix gene expression, and HSC activation. Significant pathway correlation existed between this in vitro model and human biopsies. Consistent with clinical trial data, 0.5 μM obeticholic acid in this model promoted a healthy lipidomic signature, reduced inflammatory and fibrotic secreted factors, but also increased ApoB secretion, suggesting a potential adverse effect on lipoprotein metabolism. Lipotoxic stress activates similar biological signatures observed in NASH patients in this system, which may be relevant for interrogating novel therapeutic approaches to treat NASH.
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- Findingown data
The lipidomic signature of the in vitro lipotoxic model was significantly similar to that of NAFL/NASH patient biopsies.
“a lipidomics signature similar to NASH biopsies.”
- Also stated in: § Hepatic steatosis. · plain
“Comparing our in vitro data with previously published lipidomics performed on NAFL/NASH patient livers (20) revealed significant similarity (Pearson correlation P values < 0.002 compared with NAFL and NASH biopsies) between lipidomic signatures (Figure 3).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [20] source
Not checked in the free run.
- Also stated in: § Hepatic steatosis. · plain
- Findingown data
Exposure to the lipotoxic milieu increased hepatocyte lipid accumulation about fourfold compared with healthy conditions.
“The lipotoxic milieu promoted hepatocyte lipid accumulation (4-fold increase, P < 0.01)”
- Also stated in: § Hepatic steatosis. · plain
“a 4-fold increase in steatosis was observed in lipotoxic conditions relative to healthy conditions (Figure 2C).”
Quote in the paperSubstantial claim - Also stated in: § Hepatic steatosis. · plain
- Findingown data
Akt phosphorylation was significantly lower in hepatocytes exposed to the lipotoxic milieu than in those exposed to the healthy milieu.
“Akt exhibited a significant reduction in phosphorylation in hepatocytes exposed to the lipotoxic compared with the healthy milieu (12-fold versus 4-fold, respectively, Figure 4D)”
Quote in the paperSubstantial claim - Findingown data
Obeticholic acid mostly repressed triacylglycerol species that were elevated under lipotoxic conditions.
“TAG species were elevated in lipotoxic conditions (Figure 3) and mostly repressed by OCA”
Quote in the paperSubstantial claim - Findingown data
Obeticholic acid reduced inflammatory and fibrotic secreted factors in the lipotoxic model.
“reduced inflammatory and fibrotic secreted factors”
- Also stated in: § T E C H N I C A L A D V A N C E · plain
“circulating cell stress and inflammatory factors were reduced at the conclusion of the experiment, including ALT (16% reduced, P = 0.10), MCP1 (66% reduced), IL-6 (48% reduced), and IL-8 (25% reduced) (Figure 7D).”
Quote in the paperSubstantial claim - Also stated in: § T E C H N I C A L A D V A N C E · plain
- Findingown data
ApoCII and ApoE were also increased with obeticholic acid treatment.
“Other apolipoproteins, including ApoCII and ApoE were also increased (Figure 7F).”
Quote in the paperNot a substantial claim - Findingown data
The in vitro liver system maintained differentiated cell types, as shown by CD68 and reelin expression in macrophages and hepatic stellate cells and E-cadherin in hepatocytes.
“CD68 and reelin, markers for MΦs and HSCs, respectively (12,13), were expressed in our system at the end of the experiment, reflecting the maintenance of the cell types in a differentiated state.”
- Also stated in: § Recapitulation of liver tissue architecture. · plain
“E-cadherin, a marker of cell-cell junctions, depicts the retention of polarized morphology by differentiated hepatocytes in our system.”
Quote in the paperSubstantial claim0 of 2 sources checked - Also stated in: § Recapitulation of liver tissue architecture. · plain
- Findingown data
YKL40 increased sixfold and fourfold at days 7 and 10, respectively, in the lipotoxic milieu compared with healthy conditions.
“YKL40 increased 6-and 4-fold at days 7 and 10, respectively, in the lipotoxic milieu over the healthy milieu conditions (Figure 5D).”
Quote in the paperNot a substantial claim - Findingown data
Hepatocytes exposed to the lipotoxic milieu produced about threefold more glucose than those exposed to a healthy milieu.
“Hepatocyte glucose output increased with decreased insulin sensitivity.”
- Also stated in: § Dysregulation of glucose/insulin signaling. · plain
“these hepatocytes produced 3-fold more glucose than those exposed to a healthy milieu (Figure 4A).”
Quote in the paperSubstantial claim - Also stated in: § Dysregulation of glucose/insulin signaling. · plain
- Findingown data
ApoB was increased twofold with obeticholic acid treatment.
“ApoB, primarily found in LDL, was increased 2-fold (Figure 7F).”
Quote in the paperNot a substantial claim - Findingown data
Obeticholic acid reduced circulating cell stress and inflammatory factors including ALT, MCP1, IL-6, and IL-8.
“circulating cell stress and inflammatory factors were reduced at the conclusion of the experiment, including ALT (16% reduced, P = 0.10), MCP1 (66% reduced), IL-6 (48% reduced), and IL-8 (25% reduced) (Figure 7D).”
Quote in the paperSubstantial claim - Findingown data
Obeticholic acid at 0.5 micromolar promoted a healthy lipidomic signature in the lipotoxic model.
“0.5 μM obeticholic acid in this model promoted a healthy lipidomic signature”
- Also stated in: § T E C H N I C A L A D V A N C E · plain
“OCA treatment in the lipotoxic milieu promotes a change in lipid profile towards that of the healthy controls”
Quote in the paperSubstantial claim - Also stated in: § T E C H N I C A L A D V A N C E · plain
- Findingown data
Obeticholic acid potently induced FGF19 secretion by 25-fold.
“OCA was found to potently induce secretion by 25-fold (Figure 7A).”
Quote in the paperSubstantial claim - Findingown data
VEGF levels increased at day 5 in the lipotoxic milieu.
“we found levels of VEGF to be increased at day 5.”
Quote in the paperNot a substantial claim - Findingown data
Of 767 detectable lipid species, 449 were significantly regulated under lipotoxic conditions.
“Out of 767 detectable lipid species, 449 were significantly regulated (FDR ≤ 5%).”
Quote in the paperSubstantial claim - Findingown data
Over the tested time course, proinflammatory cytokines IL-8, IL-6, and CXCL10 increased in response to the lipotoxic milieu.
“Over the tested time course, several proinflammatory cytokines increased, including IL-8, IL-6, and CXCL10”
Quote in the paperSubstantial claim - Findingown data
The in vitro lipotoxic model showed strong agreement with NASH patient biopsy datasets for key pathways including fatty acid synthesis, gluconeogenesis, and inflammatory signaling.
“Strong agreement was observed across all 3 datasets for these key pathways associated with NASH, particularly with the fatty acid synthesis, gluconeogenesis, and inflammatory signaling pathways.”
Quote in the paperSubstantial claim - Findingown data
Secreted procollagen 1alpha1 showed no significant changes between healthy and lipotoxic conditions at the tested time points.
“Secreted procollagen 1α1 showed no significant changes at the tested time points between healthy and lipotoxic conditions (Figure 6D).”
Quote in the paperNot a substantial claim - Findingown data
There was significant pathway correlation between the in vitro model and human NASH biopsies.
“Significant pathway correlation existed between this in vitro model and human biopsies.”
- Also stated in: § Recapitulation of liver tissue architecture. · boosted
“Strong agreement was observed across all 3 datasets for these key pathways associated with NASH, particularly with the fatty acid synthesis, gluconeogenesis, and inflammatory signaling pathways.”
Quote in the paperSubstantial claim - Also stated in: § Recapitulation of liver tissue architecture. · boosted
- Findingown data
Obeticholic acid decreased lipid accumulation by 25% relative to vehicle.
“Lipid accumulation was decreased by 25% with OCA treatment relative to the vehicle (Figure 7B)”
Quote in the paperSubstantial claim - Findingown data
Lipotoxic conditions increased secretion of inflammatory analytes, including IL-6, IL-8, and ALT.
“These changes were accompanied by increased inflammatory analyte secretion (e.g., IL-6, IL-8, alanine aminotransferase).”
- Also stated in: § Dysregulation of glucose/insulin signaling. · plain
“we observed small, but significant increases in both ALT (1.4-fold, Figure 5A) and CK18 (2.6-fold, Figure 5B) with the lipotoxic milieu compared with the healthy condition on day 10.”
Quote in the paperSubstantial claim - Also stated in: § Dysregulation of glucose/insulin signaling. · plain
- Findingown data
The lipotoxic milieu significantly regulated 639 pathways spanning a broad range of metabolic functions.
“639 pathways were significantly regulated (complete list in Supplemental Materials), spanning a broad range of metabolic functions.”
Quote in the paperNot a substantial claim - Findingown data
Obeticholic acid treatment increased total intracellular cholesterol levels.
“total intracellular levels of cholesterol were increased with OCA treatment (Supplemental Figure 9).”
Quote in the paperNot a substantial claim - Findingown data
Elevated ATP levels correlated with upregulation of the beta-oxidation gene expression pathway.
“elevated ATP levels correlated with an upregulation of the β-oxidation gene expression pathway (Supplemental Figure 5).”
Quote in the paperSubstantial claim - Findingown data
Obeticholic acid increased ApoB secretion in the lipotoxic model.
“but also increased ApoB secretion”
- Also stated in: § T E C H N I C A L A D V A N C E · plain
“ApoB, primarily found in LDL, was increased 2-fold (Figure 7F).”
Quote in the paperSubstantial claim - Also stated in: § T E C H N I C A L A D V A N C E · plain
- Findingown data
Several cholesterol ester species were regulated in the opposite direction to the healthy response, i.e., increased, with obeticholic acid.
“Several species of CEs were regulated in the opposite direction (RSI < 0, green) of the healthy response (i.e., increased) as seen in the RSI plot (Figure 7C)”
Quote in the paperNot a substantial claim - Findingown data
Lipotoxic conditions promoted a significant fourfold increase in ATP levels.
“lipotoxic conditions promoted a significant 4-fold increase (Figure 5C).”
Quote in the paperSubstantial claim - Findingown data
Obeticholic acid significantly reduced procollagen 1alpha1 levels by 59%.
“procollagen 1α1 levels were significantly reduced (59% reduced) with OCA treatment in lipotoxic conditions relative to the vehicle (Figure 7E).”
Quote in the paperSubstantial claim - Findingown data
PCK1 was upregulated by the lipotoxic milieu.
“PCK1 was upregulated by the lipotoxic milieu (Figure 4B)”
Quote in the paperSubstantial claim - Findingown data
Average gene expression for key pathways, except cholesterol biosynthesis, was significantly elevated under lipotoxic conditions.
“The average gene expression for each of these pathways (with the exception of cholesterol biosynthesis) was significantly elevated (FDR < 5%).”
Quote in the paperSubstantial claim - Findingown data
Cellular stress and inflammation are induced in the human liver lipotoxic system.
“Cellular stress and inflammation are induced in the human liver lipotoxic system.”
Quote in the paperSubstantial claim - Findingown data
Glucose utilization and synthesis are altered in the human liver lipotoxic system.
“Glucose utilization and synthesis is altered in the human liver lipotoxic system.”
Quote in the paperSubstantial claim - Findingown data
Obeticholic acid restores homeostasis in the human liver lipotoxic system.
“Obeticholic acid restores homeostasis in the human liver lipotoxic system.”
Quote in the paperSubstantial claim - Findingown data
Lipotoxic stress perturbs key signaling pathways at the RNA level in the human liver system.
“revealing key signaling pathways perturbed at the RNA level by lipotoxic stress.”
Quote in the paperSubstantial claim - Findingown data
Extracellular matrix remodeling occurs in the human liver lipotoxic system.
“Evidence for extracellular matrix remodeling in the human liver lipotoxic system.”
Quote in the paperSubstantial claim - Interpretationown data
The response to obeticholic acid in the lipotoxic system correlated with outcomes observed in clinical trials.
“Overall, the response to OCA in the lipotoxic system correlated to outcomes observed in clinical trials that have not been recapitulated in other in vitro systems, validating the system for evaluation of new therapeutic targets in the future.”
Quote in the paperSubstantial claim - Premisecitation
Hepatocytes can secrete FGF19.
“we have previously found that hepatocytes can also secrete FGF19 (Dash et al., unpublished data).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dash et al., unpublished data
Not checked in the free run.
- Premisecitation
The lipotoxic milieu concentrations were derived from differences between plasma levels of healthy and NASH patients.
“at concentrations derived from the differences between the plasma levels of healthy and NASH patients (14,15).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
Obeticholic acid improved histological features of NASH and fibrosis in phase IIb clinical trials.
“OCA is a semisynthetic bile acid analogue that improved histological features of NASH and fibrosis in phase IIb clinical trials (35).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [35] source
Not checked in the free run.
- Premisecitation
Applying liver sinusoidal hemodynamics and interstitial fluid transport parameters restores a mature, differentiated, in vivo hepatocyte phenotype and function.
“We previously described an approach that applies liver sinusoidal hemodynamics and interstitial fluid transport parameters to restore a mature, differentiated, in vivo hepatocyte phenotype and function”
Quote in the paperSubstantial claim0 of 2 sources checked - Study design and conductown data
The transcriptomic response of hepatocytes to the lipotoxic milieu was reproducible across repeated studies, with a highly significant gene correlation.
“the study was repeated and reproducibility was evaluated using a gene correlation plot, where the correlation was highly significant (Pearson correlation = 0.90, P value < 2.2 × 10 -16”
Quote in the paperSubstantial claim - Interpretationown data
The in vitro lipotoxic system mimics important signaling aspects of NAFL and early NASH, with the exception of late-stage fibrosis, cirrhosis, and oncogenesis.
“These comparisons provide clinical validation that our in vitro lipotoxic system mimics important signaling aspects of NAFL and early NASH, as outlined in Supplemental Table 1, with the exception of late-stage fibrosis, cirrhosis, and oncogenesis.”
Quote in the paperSubstantial claim - Interpretationown data
The lipotoxic liver system shows responsiveness to in vivo-relevant concentrations of risk factors and drugs.
“This lipotoxic liver system shows responsiveness to in vivo-relevant concentrations of risk factors and drugs”
Quote in the paperSubstantial claim - Interpretationreasoning
The upregulation of PCK1 suggests that the hepatocytes became unresponsive to insulin.
“suggesting that the cells have become unresponsive to insulin.”
Quote in the paperSubstantial claim - Interpretationown data
Lipotoxic stress in this system activates biological signatures similar to those observed in NASH patients.
“Lipotoxic stress activates similar biological signatures observed in NASH patients in this system”
Quote in the paperSubstantial claim - Premisecitation
Obeticholic acid at 0.5 micromolar approximates the steady-state blood serum concentration observed in clinical trials.
“at a concentration of 0.5 μM, which approximates the steady-state blood serum concentration of OCA observed in clinical trials (36).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [36] source
Not checked in the free run.
- Premisecitation
Primary human hepatocytes, hepatic stellate cells, and macrophages are key players in the progression of NAFL/NASH.
“our multicellular system is composed of primary human hepatocytes, HSCs, and MΦs, which are all key players in the progression of NAFL/NASH (9).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [9] Paschos, 2009, Non alcoholic fatty liver disease and metabolic syndrome, Hippokratia
Not checked in the free run.
- Study design and conductown data
Macrophage phenotype was confirmed by expression of CD68 and CD163.
“MΦ phenotype was confirmed by expression of MΦ-specific markers, CD68 and CD163 (BD Pharmingen, 556059 and Abcam, ab174867, respectively).”
Quote in the paperNot a substantial claim - Premisecitation
The relevance of these models to humans is questionable because they most often essentialize isolated aspects of human pathophysiology.
“The relevance of these models to humans is questionable because they most often essentialize isolated aspects of the human pathophysiology (6).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] Sanches, 2015, Nonalcoholic steatohepatitis: a search for factual animal models, Biomed Res Int source
Not checked in the free run.
- Premisecitation
Activation of liver-resident macrophages and hepatic stellate cells significantly contributes to NASH pathogenesis by promoting inflammation and fibrosis.
“Activation of liver-resident MΦs (i.e., Kupffer cells) and HSCs significantly contribute to the pathogenesis of NASH by promoting inflammation and fibrosis locally in the liver and systemically via the secretome (10).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [10] source
Not checked in the free run.
- Interpretationown data
The human liver in vitro system was configured to replicate nonalcoholic fatty liver in humans when exposed to lipotoxic stress.
“Adaptation of the in vitro human liver system to mimic human nonalcoholic fatty liver under lipotoxic stress.”
Quote in the paperSubstantial claim
- May combine two claims. 17
- The quote only partly states this claim. 3
- Classified as probably not a substantial claim. 4
May combine two claims.
Findingown dataThe presence of nonparenchymal cells significantly impacted the hepatocyte phenotype and the composition of the secretome.
“We observed that the NPC presence significantly impacted the hepatocyte phenotype and composition of the secretome.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataLipotoxic conditions increased fibrogenic activation markers, including secreted TGF-beta, extracellular matrix gene expression, and hepatic stellate cell activation.
“Fibrogenic activation markers increased with lipotoxic conditions, including secreted TGF-β (>5-fold increase, P < 0.05), extracellular matrix gene expression, and HSC activation.”
- Also stated in: § Modulation of extracellular matrix signaling. · plain
“TGF-β was significantly increased at both tested time points (Figure 6A).”
- Also stated in: § T E C H N I C A L A D V A N C E · plain
“HSCs in the lipotoxic conditions had significantly higher levels of SMAA (3.6-fold) with a more fibroblastic morphology (Figure 6E).”
Quote in the paperSubstantial claim- Also stated in: § Modulation of extracellular matrix signaling. · plain
May combine two claims.
Findingown dataLipotoxic conditions significantly increased triacylglycerol, diacylglycerol, and cholesterol ester species, which were linked to de novo lipogenesis pathways.
“Significant increases in triacylglycerol (TAG), diacylglycerol (DAG), and cholesterol ester (CE) species were mechanistically linked to de novo lipogenesis pathways”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataPrincipal component analysis showed that milieu effects separated data along PC1 in both multi- and monocultured cells, indicating that nonparenchymal cells are not required for hepatocytes to respond to the lipotoxic milieu.
“milieu effects (i.e., healthy vs. lipotoxic) clearly separates the data along principle component 1 (PC1) in both multi-and monocultured cells, showing that NPCs are not required for hepatocytes to respond to the lipotoxic milieu.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAlong PC2, multiculture conditions separated from monoculture conditions, creating four distinct phenotypes and showing that hepatocyte phenotypes are fundamentally different when nonparenchymal cells are present.
“along PC2, multiculture conditions clearly separate from monoculture conditions, creating 4 distinct phenotypes.”
- Also stated in: § T E C H N I C A L A D V A N C E · boosted
“This shows at a high/unbiased level that the hepatocyte phenotypes are fundamentally different when NPCs are present compared with hepatocytes alone.”
Quote in the paperSubstantial claim- Also stated in: § T E C H N I C A L A D V A N C E · boosted
May combine two claims.
Findingown dataTranscriptomic data showed an increased inflammatory response in hepatocytes under lipotoxic conditions, with upregulation of Toll-like receptors, chemokines, and STATs.
“Transcriptomic data support an increased inflammatory response triggered by the lipotoxic milieu in hepatocytes, where gene expression changes in inflammation and inflammasome (33) signaling pathways were increased”
- Also stated in: § T E C H N I C A L A D V A N C E · plain
“Specifically, Toll-like receptors (e.g., TLR1, TLR2, and TLR4), chemokines (CXCL6, -8, -12, -13, and -16), and STATs were significantly upregulated”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [33] source
Not checked in the free run.
- Also stated in: § T E C H N I C A L A D V A N C E · plain
May combine two claims.
Findingown dataBy day 10, nonparenchymal cells increased basal concentrations of MCP1 and IL-6 and increased sensitivity to detect treatment-specific differences for IL-8 and VEGF.
“by day 10 NPCs increased the basal concentrations of several proteins (e.g., monocyte chemoattractant protein 1 [MCP1] by 3.6-fold, IL-6 by 26-fold), while also increasing sensitivity to detect treatment-specific differences (e.g., IL-8 and VEGF were 3.6-fold and 2.3-fold more responsive, respectively, to the lipotoxic milieu in the presence of NPCs than without).”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Findingown dataTGF-beta was significantly increased at both tested time points under lipotoxic conditions.
“TGF-β was significantly increased at both tested time points (Figure 6A).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataHepatocytes under lipotoxic conditions failed to reduce glucose secretion after an insulin challenge, whereas healthy-condition hepatocytes reduced glucose secretion fourfold.
“Hepatocytes exposed to a lipotoxic milieu were unable to reduce their glucose secretion with an insulin challenge, while the hepatocytes exposed to a healthy milieu exhibited a 4-fold reduction in glucose secretion (Figure 4C).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataObeticholic acid suppressed VEGF and YKL40 levels.
“VEGF (60% reduced) and YKL40 (58% reduced), were also suppressed by OCA.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataObeticholic acid reduced TGF-beta and osteopontin, but these reductions did not reach statistical significance.
“TGF-β (45% reduced) and OPN (37% reduced), were reduced, but did not reach statistical significance (Figure 7E).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataHepatic stellate cells under lipotoxic conditions had significantly higher levels of smooth muscle alpha-actin and a more fibroblastic morphology.
“HSCs in the lipotoxic conditions had significantly higher levels of SMAA (3.6-fold) with a more fibroblastic morphology (Figure 6E).”
Quote in the paperSubstantial claimMay combine two claims. The quote only partly states this claim.
Findingown dataProtein-protein interaction analysis organized the transcriptomic data into communities associated with NAFLD, including PI3K/Akt signaling, PKA activation, glucose signaling, lipid/lipoprotein metabolism, CYP enzymes, NF-kB, ER stress, and mitochondrial activity.
“Most communities detected are associated with NAFLD.”
- Also stated in: § Recapitulation of liver tissue architecture. · plain
“Community 3, one of the largest regulated groups, represents PI3K/Akt signaling that is important for glucose/insulin signaling and is associated with lipotoxicity in the liver.”
Quote in the paperNot a substantial claim- Also stated in: § Recapitulation of liver tissue architecture. · plain
May combine two claims.
Findingown dataDe novo lipogenesis and cholesterol synthesis are increased in the human liver lipotoxic system.
“De novo lipogenesis and cholesterol synthesis are increased in the human liver lipotoxic system.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Findingown dataObeticholic acid alters lipid levels in hepatocytes.
“Scatterplot representation of differentially expressed lipids in these hepatocytes are shown as log2-fold change and colored by response similarity index (RSI).”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataLipotoxic stress and therapeutic drug response similar to that seen in NASH patients can be recapitulated in vitro in primary human liver cells.
“In conclusion, we demonstrate that lipotoxic stress and therapeutic drug response similar to that seen in NASH patients can be recapitulated in vitro in primary human liver cells.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationIn vitro liver systems typically use supraphysiologic concentrations of insulin, glucose, and drugs and lack key elements of the liver microenvironment.
“in vitro liver systems typically use supraphysiologic concentrations of insulin/glucose and drug concentrations, and lack key elements of the liver microenvironment, including hemodynamics, transport, and multicellularity (5).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [5] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationHepatic lipid accumulation occurs in response to uptake of circulating free fatty acids, de novo lipogenesis in the liver, or dietary fats.
“Hepatic lipid accumulation occurs in response to uptake of circulating free fatty acids (FFAs), de novo lipogenesis in the liver, or dietary fats (2)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [2] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataModels for differential abundance included experimental treatment and donor as fixed effects, with donor treated as a nuisance variable.
“Models included experimental treatment and donor as fixed effects, where donor was treated as a nuisance variable.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataHepatocytes used in experiments met quality control criteria of postthaw viability greater than 85%, plating efficiency greater than 75%, polarized morphology, and albumin secretion greater than 10 mg per million cells per day.
“Human cryopreserved hepatocytes from various healthy donors were screened and tested to select donors that met the following quality control criteria: (a) postthaw viability greater than 85%, (b) plating efficiency greater than 75%, (c) polarized morphology, and (d) albumin secretion rates greater than 10 mg/million cells/day.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationRNA deep sequencing quality control measurements were performed to detect outliers and batch effects.
“Three RNA deep sequencing quality control measurements were performed to detect outliers and batch effects associated with the dataset: (a) L 1 distance between samples, (b) PCAs, and (c) similarity of density estimates of abundance values (53).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [53] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationP values for parameter contrasts were adjusted for multiple comparisons using the Benjamini-Hochberg method.
“P values for parameter contrasts were adjusted for multiple comparisons using the Benjamini-Hochberg method (49).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [49] Benjamini, 1995, Controlling the false discovery rate: a practical and powerful approach to multiple testing, J R Stat Soc Series B Stat Methodol source
Not checked in the free run.
The paper relies on this without support.
There is currently no approved therapy for NAFL or NASH.
“there is currently no approved therapy for NAFL or NASH.”
The paper relies on this without support.
The therapeutic landscape for NAFL/NASH includes no clear consensus on target strategy.
“the therapeutic landscape includes no clear consensus on target strategy”
The paper relies on this without support.
There is limited consensus regarding the utility of animal models for NAFL/NASH.
“There is also limited consensus regarding the utility of animal models”
The paper relies on this without support.
Increasing triglyceride deposition with ensuing insulin resistance can lead to NASH.
“Increasing triglyceride deposition with ensuing insulin resistance can lead to NASH”
The paper relies on this without support.
The human hepatocyte donors used were healthy.
“Human cryopreserved hepatocytes from various healthy donors were screened and tested to select donors that met the following quality control criteria:”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The effectiveness of organ-on-chip systems for MASH modeling has been demonstrated.
“The effectiveness of organ-on-chip systems for MASH modeling has been demonstrated in studies (245-247).”
From Found in translation—Fibrosis in metabolic dysfunction–associated steatohepatitis (MASH) (2023) · cites this paper as [245]
Widespread adoption of organoid and organ-on-chip systems is hindered by batch-to-batch variations in primary cells and their proportions, scaling and long-term culture difficulties, lack of a complete immune component, and complex culture conditions.
“These include batch-to-batch variations in primary cells and their proportions, difficulties associated with scaling and maintaining long-term culture, lack of a complete immune component, as well as the complex culture conditions required (245-247).”
From Found in translation—Fibrosis in metabolic dysfunction–associated steatohepatitis (MASH) (2023) · cites this paper as [245]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Cholesterol biosynthesis is both included and excluded among significantly elevated pathways
MinorThe lipidomics section says the cholesterol synthesis pathway was significantly increased under lipotoxic conditions, citing Figure 1D. The earlier description of Figure 1D explicitly excludes cholesterol biosynthesis from the pathways with significantly elevated average gene expression.
“including fatty acid and cholesterol synthesis pathways, which were significantly increased in hepatocytes in lipotoxic conditions relative to healthy conditions (Figure 1D and Figure 2, D and E, and pathway visualizations in Supplemental Figures 2 and 3).”
“The average gene expression for each of these pathways (with the exception of cholesterol biosynthesis) was significantly elevated (FDR < 5%).”
Akt phosphorylation is described as reduced despite a larger reported response
MinorThe values are assigned to the lipotoxic and healthy conditions, respectively, so the reported insulin-induced phosphorylation response is 12-fold under lipotoxic conditions versus 4-fold under healthy conditions. That is a larger fold response, not the stated reduction; the figure caption confirms these values are fold changes relative to each condition's baseline.
“Akt exhibited a significant reduction in phosphorylation in hepatocytes exposed to the lipotoxic compared with the healthy milieu (12-fold versus 4-fold, respectively, Figure 4D), indicating that insulin signaling was compromised.”
“Levels of phosphorylated Akt induced by insulin are represented as fold change relative to baseline phosphorylated Akt in the absence of insulin challenge.”
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References 69 · Cited by 153
Research works printed but not linked: 3
- Paschos, 2009, Non alcoholic fatty liver disease and metabolic syndrome, Hippokratia, 13, 9
- Cho, 2014, YKL-40 is a protective biomarker for fatty liver in World Trade Center particulate matter-exposed firefighters, J Mol Biomark Diagn
- Jensen, 2009, STRING 8--a global view on proteins and their functional interactions in 630 organisms, Nucleic Acids Res, 37, D412, 10.1093/nar/gkn760 · DOI
- Authors
- Feaver, R. E., Cole, B. K., Lawson, M. J., Hoang, S. A., Marukian, S., Blackman, B. R., Figler, R. A., Sanyal, A. J., Wamhoff, B. R., & Dash, A.
- Affiliations
- HemoShear (United States) (US)
- VL37, Inc., Cambridge, Massachusetts, USA.
- Virginia Commonwealth University (US)
- Venue
- JCI Insight
- Published
- 2016-12-08
- Volume
- 1
- Issue
- 20
- Pages
- e90954-e90954
- ISSN
- 2379-3708 (ISSN-L)
- PMC
- PMC5135271
- OpenAlex
- W2560504947
- Cited by
- 153
- References
- 69
- Citations by year
- 2026: 14 · 2025: 6 · 2024: 15 · 2023: 17 · 2022: 14 · 2021: 23 · 2020: 19 · 2019: 20 · 2018: 16 · 2017: 8 · 2016: 1
- FWCI
- 14.07
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- JCI Insight (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute of Diabetes and Digestive and Kidney Diseases (R43DK100136, R44DK104456, R44DK100136)
- Topics
- Health Sciences › Medicine › Epidemiology › Liver Disease Diagnosis and Treatment
- Health Sciences › Medicine › Hepatology › Liver physiology and pathology
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Pharmacology › Drug-Induced Hepatotoxicity and Protection
- Keywords
- nonalcoholic steatohepatitis, in vitro liver models, human hepatocytes, hepatic stellate cells, macrophages, lipotoxicity, liver fibrosis, hepatocyte lipid accumulation, lipidomics, insulin resistance, TGF-beta, obeticholic acid, lipoprotein metabolism, inflammation, drug development
- MeSH terms
- Animals, Glucose, Humans, Inflammation, Insulin Resistance, Lipids, Liver, Macrophages, Mice, Inbred C57BL, Models, Biological, Coculture Techniques, Hepatocytes, Hepatic Stellate Cells, Metabolome, Transcriptome, Non-alcoholic Fatty Liver Disease
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-05.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-05.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
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