Cited by 72Liver Disease Diagnosis and TreatmentLiver physiology and pathologyCancer Genomics and Diagnostics

Positive selection of somatically mutated clones identifies adaptive pathways in metabolic liver disease

Open access
Wang, Zixi, Zhu, Shijia, Jia, Yuemeng, Wang, Yunguan, Kubota, Naoto, Fujiwara, Naoto, Gordillo, Ruth, Lewis, Cheryl +12 more·2023·Cell

Published version of a preprint

Abstract

Somatic mutations in nonmalignant tissues accumulate with age and injury, but whether these mutations are adaptive on the cellular or organismal levels is unclear. To interrogate genes in human metabolic disease, we performed lineage tracing in mice harboring somatic mosaicism subjected to nonalcoholic steatohepatitis (NASH). Proof-of-concept studies with mosaic loss of Mboat7, a membrane lipid acyltransferase, showed that increased steatosis accelerated clonal disappearance. Next, we induced pooled mosaicism in 63 known NASH genes, allowing us to trace mutant clones side by side. This in vivo tracing platform, which we coined MOSAICS, selected for mutations that ameliorate lipotoxicity, including mutant genes identified in human NASH. To prioritize new genes, additional screening of 472 candidates identified 23 somatic perturbations that promoted clonal expansion. In validation studies, liver-wide deletion of Tbx3, Bcl6, or Smyd2 resulted in protection against hepatic steatosis. Selection for clonal fitness in mouse and human livers identifies pathways that regulate metabolic disease.

AI snapshot

Written from the paper’s full text.

TL;DR

The paper develops MOSAICS, an in vivo CRISPR/lineage-tracing platform that uses clonal expansion of somatically mutated hepatocytes to identify adaptive pathways in metabolic liver disease. It finds that mutations reducing lipotoxicity are positively selected in NASH livers and validates Bcl6, Tbx3, and Smyd2 as protective against hepatic steatosis.

Key findings

  • Mosaic Mboat7 knockout clones were neutral on chow but disappeared under Western diet, while Gpam knockout clones expanded under Western diet; whole-liver Gpam KO reduced steatosis and liver triglycerides.
  • In a pooled MOSAICS screen of 63 NASH genes, the top Western-diet-specific clonal expansions targeted Acvr2a, Gpam, Dgat2, Srebf1, and Irs1; a mini-pool validated positive selection of Acvr2a, Irs1, Srebf1, and Dgat2 guides after 6 months.
  • Additional screening of 472 candidates (217 transcriptional and 255 epigenetic regulators) identified 23 somatic perturbations that promoted clonal expansion; top sgRNAs targeted 13 and 10 genes in the two screens.
  • Among 20 whole-liver KO models, more than half showed significant reductions in liver mass and none showed significant increases; Tbx3, Bcl6, and Smyd2 KOs showed the most substantial reductions in liver/body weight ratios, ALT, liver triglycerides, and steatosis. AZ505, a SMYD2 inhibitor with IC50 0.12 μM, given at 10 mg/kg three times per week reduced body weight, liver weight, steatosis, transaminitis, and liver triglycerides in Western-diet-fed mice.

Methods

  • Lineage tracing used low-dose AAV8-TBG-Cre to induce Tomato labeling in 10–15% of hepatocytes in Mboat7f/f or Gpamf/f; LSL-tdTomato mice, followed by chow or Western diet for 4–6 months.
  • MOSAICS used an AAV8 vector carrying a U6-driven sgRNA and CAG-driven SB100-P2A-Cre flanked by transposon inverted repeats, injected into doxycycline-inducible TetO-Cas9 mice; sgRNA abundance was measured by amplicon sequencing and MAGeCK.
  • Whole-liver KO validation used saturating MOSAICS AAV8 sgRNAs in Cas9 mice on Western diet for 3 or 9 months, with metabolic, histologic, and RNA-seq phenotyping; human analyses used expression data from 72 NAFLD/NASH patients and 216 HCV cirrhosis patients.

Limitations

  • Stated: the ultimate clinical significance of the identified genes is unknown; not all hits will have high therapeutic value; some may not improve all metabolic parameters of fatty liver disease; some may not affect late-stage NASH features.
  • Evident: most experiments used male mice, with females only in Figure S8F–J; the 9-month KO study was underpowered to detect statistical differences in fibrosis; the human component is expression/association-based rather than direct causal testing.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.cell.2023.03.014

Cites

58 of 58 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

35 of 47 cited sources checked · 13 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Some mutations in cirrhotic livers can result in regenerative expansion of clones during injury.

    “Our previous work indicates that some mutations in cirrhotic livers can result in the regenerative expansion of clones during injury3”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [3] Zhu, 2019, Somatic mutations increase hepatic clonal fitness and regeneration in chronic liver disease, Cell source
  • Premisecitation

    Loss-of-function mutations in metabolic enzymes that generate hepatic lipids suggest that some somatic mutations can confer increased fitness through a reversal of the driving etiology of disease.

    “These loss of function mutations in metabolic enzymes that generate hepatic lipids suggest that some somatic mutations can confer increased fitness through a reversal of the driving etiology of disease.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [6] Ng, 2021, Convergent somatic mutations in metabolism genes in chronic liver disease, Nature source

      The available copy contains only the title and author metadata, with no substantive passage or page to assess. Searches for loss-of-function mutations, hepatic lipids, increased fitness, and reversal of disease etiology found no relevant text. The title alone cannot verify the proposed mechanism. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
  • Premisecitation

    In NASH livers, convergent mutations were identified in genes central to insulin signaling and lipogenesis.

    “In NASH livers, Ng et. al. identified convergent mutations in genes central to insulin signaling and lipogenesis6.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [6] Ng, 2021, Convergent somatic mutations in metabolism genes in chronic liver disease, Nature source

      The indexed Abstract reports independently arising mutations in FOXO1, a gene involved in insulin signalling, and GPAM, which produces storage triacylglycerol. It describes samples from patients with non-alcoholic fatty liver disease, but does not establish that these findings were specifically in NASH livers; the NASH qualifier is unsupported. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Findingcitation

    The same mutated genes such as Gpam and Acvr2a were selected for in both mouse and human tissues.

    “This concept was strengthened by the fact that the same mutated genes such as Gpam and Acvr2a were selected for in both mouse and human tissues6.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [6] Ng, 2021, Convergent somatic mutations in metabolism genes in chronic liver disease, Nature source

      The available passages are bibliographic metadata (labelled Abstract, no page), not findings about selection in mouse and human tissues. Searches for GPAM, ACVR2A, and cross-species selection found no passage addressing the claim, so the available copy cannot verify it. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
  • Premisecitation

    Mutant clone expansion and recurrent mutations within and between individuals provide compelling evidence for increased mutant clone fitness in chronic liver disease.

    “Mutant clone expansion and recurrent mutations within and between individuals provide compelling evidence for increased mutant clone fitness in chronic liver disease6.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [6] Ng, 2021, Convergent somatic mutations in metabolism genes in chronic liver disease, Nature source

      Searches for clone fitness, convergent evolution, and somatic mutations returned bibliographic material and an Abstract passage, but no relevant full-text passage. Because the available full-text passages do not establish the attributed inference, it cannot be verified under the specified evidence rule. (LLM, conf=0.62)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim. 23
  • May combine two claims. 53
  • The quote only partly states this claim. 2
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Somatic mutations are common in most individuals, and mutation burden increases with age and chronic tissue damage.

    “Somatic mutations are common in most individuals, and there is accumulating evidence that mutation burden increases with age and chronic tissue damage1-4.”
    Quote in the paperNot a substantial claim2 of 4 sources checked
    • cites [1] Martincorena, 2015, Somatic mutation in cancer and normal cells, Science source
    • cites [2] Brunner, 2019, Somatic mutations and clonal dynamics in healthy and cirrhotic human liver, Nature source

      The Abstract reports somatic mutations in normal liver, a higher mutation burden in cirrhotic than normal liver, and a signature that accumulates with age. The study examined liver samples from 14 people, so it does not establish that somatic mutations are common in most individuals generally; its estimated age-related increase in overall mutation burden also had wide confidence intervals and was not statistically significant. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
    • cites [3] Zhu, 2019, Somatic mutations increase hepatic clonal fitness and regeneration in chronic liver disease, Cell source

      The Introduction (page unavailable) says aging is associated with extensive somatic mutagenesis across multiple tissues. The Results and Discussion (page unavailable) report that mutation counts increase with fibrosis and damage in diseased liver. The copy does not establish that somatic mutations are common in most individuals or that chronic damage increases mutation burden across tissues generally; in this liver cohort, mutation count was not associated with age. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites [4] Lawson, 2020, Extensive heterogeneity in somatic mutation and selection in the human bladder, Science source
  • May combine two claims.

    Findingown data

    The distribution of sgRNAs between plasmids/AAVs and chow/WD livers were very similar, suggesting most sgRNAs did not change in frequency and indicating a lack of genetic drift.

    “We compared sgRNA distributions from different screening steps and found the distribution between plasmids/AAVs (the starting points) and chow/WD livers (the endpoints) were very similar (Figure S2E and Table S3), suggesting that most of the sgRNAs in the screen did not change in frequency, which is also true for other CRISPR screens14, and indicated a lack of genetic drift.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [14] Li, 2014, MAGeCK enables robust identification of essential genes from genome-scale CRISPR/Cas9 knockout screens, Genome Biol. source

      In Materials and methods (The MAGeCK algorithm; page unavailable), the paper assumes that most sgRNAs have no effect on selection, but cautions that this may not hold in some scenarios. It does not establish that sgRNA frequencies remained stable in other CRISPR screens; the plasmid/AAV and liver comparison is the citing authors’ own finding, not a result attributed to this source. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Dgat2 and Gpam are critical enzymes in triglyceride synthesis, and Dgat2 is currently being inhibited in NASH clinical trials.

    “Dgat2 and Gpam are critical enzymes in triglyceride synthesis, and Dgat2 is currently being inhibited in NASH clinical trials15,16.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [15] Calle, 2021, ACC inhibitor alone or co-administered with a DGAT2 inhibitor in patients with non-alcoholic fatty liver disease: two parallel, placebo-controlled, randomized phase 2a trials, Nat. Med. source
    • cites [16] Yenilmez, 2022, An RNAi therapeutic targeting hepatic DGAT2 in a genetically obese mouse model of nonalcoholic steatohepatitis, Mol. Ther. source

      The Introduction identifies DGAT2 as catalyzing the final step of triglyceride synthesis and reports human trials targeting it; the Discussion also mentions a phase 2 trial of a DGAT2 inhibitor (page numbers unavailable). Our copy does not establish Gpam’s role in triglyceride synthesis, so it supports only the DGAT2 portion of the claim. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingcitation

    Several genes were previously connected with fatty liver disease such as Nr3c1, Nr3c2, Zbtb16, Dnmt1, and Keap1, but most of the top genes had no connections with liver disease or NASH.

    “Several genes were previously connected with fatty liver disease such as the glucocorticoid receptor Nr3c128,29, the mineralocorticoid receptor Nr3c230,31, the transcription factor Zbtb1632, the DNA methyltransferase Dnmt133, and the E3 ubiquitin ligase adaptor Keap134,35, but most of the top genes had no connections with liver disease or NASH.”
    Quote in the paperNot a substantial claim5 of 8 sources checked
    • cites [28] Wang, 2020, Hepatic miR-192-3p reactivation alleviates steatosis by targeting glucocorticoid receptor, JHEP Rep. source
    • cites [29] Moreira, 2014, Influence of the A3669G glucocorticoid receptor gene polymorphism on the metabolic profile of pediatric patients with congenital adrenal hyperplasia, Int. J. Endocrinol. source

      The Results (§3.2) link an NR3C1 polymorphism to higher LDL cholesterol in pediatric patients with congenital adrenal hyperplasia. The cited paper does not address whether NR3C1 is connected with fatty liver disease or NASH; searches for fatty liver, hepatic steatosis, liver, and NASH found no passage establishing that connection. The other genes and the statement about most top genes are not attributed to this citation. (LLM, conf=0.77)

      Experimental — accuracy not yet measured
    • cites [30] Pizarro, 2015, Beneficial effects of mineralocorticoid receptor blockade in experimental non-alcoholic steatohepatitis, Liver Int. source
    • cites [31] Wada, 2013, Eplerenone ameliorates the phenotypes of metabolic syndrome with NASH in liver-specific SREBP-1c Tg mice fed high-fat and high-fructose diet, Am. J. Physiol. Endocrinol. Metab. source
    • cites [32] Liška, 2017, Downregulation of plzf gene ameliorates metabolic and cardiac traits in the spontaneously hypertensive rat, Hypertension source
    • cites [33] Kutay, 2012, Reduced susceptibility of DNA methyltransferase 1 hypomorphic (Dnmt1N/+) mice to hepatic steatosis upon feeding liquid alcohol diet, PLoS One source
    • cites [34] Mohs, 2021, Hepatocyte-specific NRF2 activation controls fibrogenesis and carcinogenesis in steatohepatitis, J. Hepatol. source
    • cites [35] Ramadori, 2016, Hepatocyte-specific Keap1 deletion reduces liver steatosis but not inflammation during non-alcoholic steatohepatitis development, Free Radic. Biol. Med. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Mboat7 encodes a phospholipid synthetic enzyme identified through GWAS.

    “Membrane-bound O-acyltransferase 7 (Mboat7) encodes a phospholipid synthetic enzyme identified through GWAS7,8.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [7] Buch, 2015, A genome-wide association study confirms PNPLA3 and identifies TM6SF2 and MBOAT7 as risk loci for alcohol-related cirrhosis, Nat. Genet. source
    • cites [8] Xia, 2021, Hepatic deletion of Mboat7 (LPIAT1) causes activation of SREBP-1c and fatty liver, J. Lipid Res. source
  • May combine two claims.

    Premisecitation

    Irs1 is an insulin receptor substrate and when lost, leads to suppressed lipogenesis due to reduced insulin signaling.

    “Irs1 is an insulin receptor substrate and when lost, leads to suppressed lipogenesis due to reduced insulin signaling20-22.”
    Quote in the paperSubstantial claim2 of 3 sources checked
    • cites [20] Sun, 1991, Structure of the insulin receptor substrate IRS-1 defines a unique signal transduction protein, Nature source
    • cites [21] Kubota, 2008, Dynamic functional relay between insulin receptor substrate 1 and 2 in hepatic insulin signaling during fasting and feeding, Cell Metab. source

      The Results (page unavailable) show that liver-specific Irs1 loss reduced insulin-signaling markers and SREBP1c expression after refeeding. This supports the proposed link, but the paper does not establish suppressed lipogenesis itself, and the reported effect is specific to the liver under refeeding conditions rather than Irs1 loss generally. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites [22] Kubota, 2016, Differential hepatic distribution of insulin receptor substrates causes selective insulin resistance in diabetes and obesity, Nat. Commun. source
  • May combine two claims.

    Premisecitation

    Acvr2a and Gpam are two of the most recurrently mutated genes in cirrhotic tissues from alcoholic liver disease and NASH patients.

    “Interestingly, Acvr2a and Gpam are two of the most recurrently mutated genes in cirrhotic tissues from alcoholic liver disease and NASH patients6.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [6] Ng, 2021, Convergent somatic mutations in metabolism genes in chronic liver disease, Nature source

      No passage from our copy addresses whether ACVR2A and GPAM are among the most recurrently mutated genes in cirrhotic tissue from patients with alcoholic liver disease or NASH. Searches for both gene names, cirrhosis, and related descriptions returned only bibliographic material or no matching passage. (LLM, conf=0.68)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    MOSAICS is distinct from previous Fah KO based regeneration screening systems because it is designed to assess a much higher density of mutant clones during homeostasis, and does not require rapid proliferation based selection of FAH expressing clones.

    “MOSAICS is distinct from previous Fah KO based regeneration screening systems9,10 because it is designed to assess a much higher density of mutant clones during homeostasis, and does not require rapid proliferation based selection of FAH expressing clones.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [9] Wuestefeld, 2013, A direct in vivo RNAi screen identifies MKK4 as a key regulator of liver regeneration, Cell source
    • cites [10] Jia, 2022, In vivo CRISPR screening identifies BAZ2 chromatin remodelers as druggable regulators of mammalian liver regeneration, Cell Stem Cell source
  • May combine two claims.

    Premisecitation

    Bcl6 is a transcriptional repressor that is enriched in the fed state and cooperates with PPARα to suppress the induction of fasting transcription, and Bcl6 loss has been shown to increase insulin sensitivity and repress NASH.

    “Bcl6 is a transcriptional repressor that is enriched in the fed state and cooperates with PPARα to suppress the induction of fasting transcription, and Bcl6 loss has been shown to increase insulin sensitivity and repress NASH36-38.”
    Quote in the paperSubstantial claim3 of 3 sources checked
    • cites [36] Senagolage, 2018, Loss of transcriptional repression by BCL6 confers insulin sensitivity in the setting of obesity, Cell Rep. source

      The Introduction identifies BCL6 as a transcriptional repressor, and the Results section on adipocyte BCL6 deficiency reports improved liver insulin sensitivity and reduced hepatic steatosis and inflammatory markers in Bcl6AKO mice. The copy does not establish that BCL6 is enriched in the fed state or cooperates with PPARα to suppress fasting transcription. It also does not report that BCL6 loss represses NASH specifically; reduced steatosis and inflammatory markers do not establish that broader claim. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites [37] Chikada, 2020, Liver-specific knockout of B cell lymphoma 6 suppresses progression of non-alcoholic steatohepatitis in mice, Sci. Rep. source

      The Introduction identifies Bcl6 as a transcriptional repressor, and the Abstract reports that liver-specific Bcl6 knockout attenuated NASH-like changes in mice fed a CDAHFD diet. The Introduction says only that prior work found Bcl6 regulates insulin sensitivity; it does not state the direction of the effect. Our copy does not establish enrichment in the fed state or cooperation with PPARα to suppress fasting transcription. Page numbers were not available in the indexed passages. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites [38] Sommars, 2019, Dynamic repression by BCL6 controls the genome-wide liver response to fasting and steatosis, eLife source

      The Abstract describes BCL6 as a fed-state repressor that converges with PPARα to suppress fasting transcription; the Discussion clarifies that they bind independently and BCL6 opposes PPARα rather than cooperating with it. The Results ('Bcl6 ablation enhances hepatic lipid catabolism and reduces steatosis'; page not provided) report only a trend toward enhanced insulin responsiveness and protection from steatosis in mice. They do not establish increased insulin sensitivity or repression of NASH. (LLM, conf=0.89)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim.

    Premisecitation

    Transcription factor gene expression levels do not always reflect their functional importance.

    “Since transcription factor gene expression levels do not always reflect their functional importance, we chose those with the highest or lowest activities based on the induction or suppression of their downstream targets (See methods for details)26,27.”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [26] Subramanian, 2005, Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles, Proc. Natl. Acad. Sci. USA source

      The Abstract says single-gene expression analysis can miss important pathway effects, and the Results identify gene sets associated with p53 function, including downstream targets. This supports looking beyond individual genes, but the paper does not directly compare transcription factors’ own expression levels with their functional importance. (LLM, conf=0.78)

      Experimental — accuracy not yet measured
    • cites [27] Liberzon, 2011, Molecular signatures database (MSigDB) 3.0, Bioinformatics source

      The Introduction discusses gene-expression signatures, and Results section 2 describes gene sets of transcription-factor targets, but neither says whether a transcription factor’s expression reflects its functional importance. Searches for the quoted claim and for activity inferred from downstream targets found no passage addressing that comparison. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Gender differences in the progression of NASH have also been observed in Bcl6 deficient mice.

    “Gender differences in the progression of NASH have also been observed in Bcl6 deficient mice40.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [40] Nikkanen, 2022, An evolutionary trade-off between host immunity and metabolism drives fatty liver in male mice, Science source

      The passage on hepatic Bcl6 deletion (section labeled Abstract; page unavailable) reports that deleting Bcl6 reduced fatty-liver features in male mice and reduced hepatic triglycerides more subtly in females. That supports a sex difference in fatty-liver outcomes, but the paper does not establish a sex difference in NASH progression in Bcl6-deficient mice. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Some of the most important human metabolic disease genes have been identified using germline genetic methods such as GWAS and whole exome sequencing.

    “Some of the most important human metabolic disease genes have been identified using germline genetic methods such as GWAS and whole exome sequencing42-44.”
    Quote in the paperNot a substantial claim3 of 3 sources checked
    • cites [42] Romeo, 2008, Genetic variation in PNPLA3 confers susceptibility to nonalcoholic fatty liver disease, Nat. Genet. source
    • cites [43] Abul-Husn, 2018, A protein-truncating HSD17B13 variant and protection from chronic liver disease, N. Engl. J. Med. source
    • cites [44] Cohen, 2006, Sequence variations in PCSK9, low LDL, and protection against coronary heart disease, N. Engl. J. Med. source

      The Methods and Results describe a study of inherited PCSK9 variants associated with lower LDL cholesterol and reduced coronary heart disease risk. The Genotyping section specifies targeted TaqMan assays for known variants; the paper does not say that PCSK9 was identified by GWAS or whole-exome sequencing. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    AZ505 is a selective SMYD2 inhibitor with an IC50 of 0.12 μM and greater than 600-fold selectivity.

    “We used AZ505, a selective SMYD2 inhibitor with an IC50 of 0.12 μM41 (>600 fold selectivity).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [41] Ferguson, 2011, Structural basis of substrate methylation and inhibition of SMYD2, Structure source

      The HTS Assay and Hit Validation section reports AZ505’s IC50 as 0.12 (rendered as “mM” in our copy), and the Cofactor Binding Site section reports no potency against SMYD3. The paper describes a selectivity profile, but the passages do not establish the claimed greater-than-600-fold figure. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A similar linear regression-based model was previously proposed to predict transcription factor regulatory activities and motifs from yeast gene expression data.

    “A similar linear regression-based model was previously proposed to predict transcription factor regulatory activities and motifs from yeast gene expression data56.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [56] Conlon, 2003, Integrating regulatory motif discovery and genome-wide expression analysis, Proc. Natl. Acad. Sci. USA source
  • May combine two claims.

    Findingown data

    The somatic mutations from human liver tissues were the most positively selected in mouse models of fatty liver, but were not selected for in the absence of disease.

    “The somatic mutations from human liver tissues were also the most positively selected in mouse models of fatty liver, but were not selected for in the absence of disease.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    H&E showed macroscopic lipid droplets in pericentral hepatocytes of WD fed Mboat7 KO livers, while only microscopic lipid droplets were observed in WD fed WT livers.

    “H&E showed macroscopic lipid droplets in pericentral hepatocytes of WD fed Mboat7 KO livers, while only microscopic lipid droplets were observed in WD fed WT livers (Figure 1B).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    After 6 months, control sgRNAs in WD fed livers decreased in abundance compared to chow fed livers, whereas each of the guides against Acvr2a, Irs1, Srebf1, and Dgat2 were positively selected.

    “After 6 months, the control sgRNAs in the WD fed livers decreased in abundance compared to those in chow fed livers, whereas each of the guides against Acvr2a, Irs1, Srebf1, and Dgat2 were positively selected (Figure 3F and Table S2).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In the context of WD, Mboat7 deficiency led to increased transaminitis, liver lipids, and lipidemia.

    “In the context of WD, Mboat7 deficiency also led to increased transaminitis (Figure 1C,D), liver lipids (Figure 1E,F), and lipidemia (Figure S1E,F).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Whole-liver Gpam KO mice showed a trend toward decreased liver/body weight ratios, decreased steatosis, and a trend toward improved transaminitis after 3 months of WD.

    “KO mice showed a trend toward decreased liver/body weight ratios (Figure 4E), decreased steatosis (Figure 4F), and a trend toward improved transaminitis (Figure S3F,G).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    After 4 months of tracing with chow diets, Tomato+ clones increased in both Mboat7+/+ and Mboat7f/f mice similarly, indicating a neutral effect of Mboat7 loss under non-NASH conditions.

    “After 4 months of tracing with chow diets, Tomato+ clones increased in both Mboat7+/+ and Mboat7f/f mice similarly (Figure 1I,J middle column), indicating a neutral effect of Mboat7 loss in the liver under non-NASH conditions.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    KO livers had reduced macrovesicular steatosis, microvesicular steatosis, and hepatocyte hypertrophy.

    “This showed that KO livers had reduced macrovesicular steatosis, microvesicular steatosis, and hepatocyte hypertrophy (Figure 4G).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The somatic mutations did not cause rapid cancer development, as no gross liver tumors were detected.

    “we did not detect gross liver tumors, suggesting that the somatic mutations did not cause rapid cancer development.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    After 4 months of tracing with WD, there was a modest decrease in Tomato+ cells in Mboat7+/+ mice, but a more substantial decrease in Mboat7f/f mice.

    “After 4 months of tracing with WD, we observed a modest decrease in the percentage of Tomato+ cells in Mboat7+/+ mice, but a more substantial decrease in Mboat7f/f mice (Figure 1I,J right column).”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingown data

    After 6 months of WD, there was an increase in Gpam KO clones compared to WT.

    “we observed an increase in Gpam KO clones in the setting of WD (Figure 4C,D, right column).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Increasing amounts of MOSAICS AAV could delete Pten or activate Tomato in an increasing number of hepatocytes.

    “Increasing amounts of AAV could delete Pten or activate Tomato in an increasing number of hepatocytes (Figure 2C-E), showing that this system could be titrated to generate either mosaicism or liver-wide gene deletion.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In WT livers, some apoptotic hepatocytes were filled with macroscopic lipid droplets, whereas in KO livers, apoptotic hepatocytes did not have these characteristics.

    “In WT livers, some apoptotic hepatocytes were filled with macroscopic lipid droplets, whereas in KO livers, the apoptotic hepatocytes did not have these characteristics (Figure S3L).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Liver triglyceride but not cholesterol levels were decreased in the WD fed Gpam KO group.

    “Liver triglyceride but not cholesterol levels were decreased in the WD fed KO group (Figure 4H,I), consistent with Gpam’s role as a rate limiting enzyme in triglyceride synthesis.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: GPAM catalyzes the acylation of glycerol-3-phosphate with acyl-coenzyme A to generate CoA and lysophosphatidic acid, the rate-limiting step in triacylglycerol synthesis.
  • May combine two claims.

    Findingown data

    Plasma cholesterol but not triglyceride was decreased in the Gpam KO group.

    “Interestingly, plasma cholesterol but not triglyceride was decreased in the KO group (Figure S3H,I).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Proliferating hepatocytes in WT livers were more likely to be found near portal triads, whereas in KO livers, proliferating hepatocytes were more evenly distributed between portal and central regions, suggesting that steatotic hepatocytes were less likely to divide.

    “However, proliferating hepatocytes in WT livers were more likely to be found near portal triads, where steatosis was less pronounced, whereas in KO livers, proliferating hepatocytes were more evenly distributed between portal and central regions (Figure 4K,L), suggesting that steatotic hepatocytes were less likely to divide.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    No improvements for ALT and AST were seen in female Tbx3 KO mice, but modest improvements were seen in Smyd2 KO mice.

    “We did not see improvements for ALT and AST in Tbx3 KO mice but did see modest improvements in Smyd2 KO mice (Figure S8G).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Protection against fatty liver disease in these KO mice was evident from improved plasma lipids, decreased liver lipid content, and reduced steatosis.

    “Furthermore, the protection against fatty liver disease was evident from improved plasma lipids, decreased liver lipid content (Figure 5G-I and Figure S6D-F), and reduced steatosis (Figure 5J and Figure S7A,B).”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    A trend towards decreased liver/body weight ratios was observed in Tbx3 KO livers and a significant decrease in Smyd2 KO livers in females.

    “We observed a trend towards decreased liver/body weight ratios in Tbx3 KO livers and a significant decrease in Smyd2 KO livers (Figure S8F).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    RNA-seq of control and KO livers showed massive expression changes in Irs1 KO livers and fewer changes in Tbx3 and Bcl6 KO livers.

    “We observed massive expression changes in Irs1 KO livers and fewer changes in Tbx3 and Bcl6 KO livers (Figure 6A)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Significant decreases of ALT and AST were observed in male Tbx3 KO mice, suggesting reduced liver damage.

    “Significant decreases of ALT and AST were also observed (Figure S8B), suggesting reduced liver damage.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In male Smyd2 KO mice, liver/body weight ratios decreased, but liver and body weights were unchanged, and ALT/AST levels were unchanged.

    “In male Smyd2 KO mice, liver/body weight ratios decreased, but liver and body weights were unchanged (Figure S8A), and ALT/AST levels were unchanged (Figure S8B).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Reduced plasma cholesterol was observed in Smyd2 KO mice and increased plasma triglyceride in Tbx3 KO mice, while other KO models showed modest or no changes.

    “We also observed reduced plasma cholesterol in Smyd2 KO mice and increased plasma triglyceride in Tbx3 KO mice, while the other KO models showed modest or no changes in these parameters (Figure S6E,F).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Srebf1 KO livers showed fewer gene expression changes compared with Irs1, Tbx3, and Bcl6 KO livers, and Smyd2 KO livers showed the smallest number of expression changes.

    “Srebf1 KO livers showed fewer gene expression changes compared with Irs1, Tbx3, and Bcl6 KO livers; Smyd2 KO livers showed the smallest number of expression changes (Figure 6A).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In male Tbx3 KO mice, liver weight and liver/body weight ratios decreased, while body weights were unchanged.

    “In male Tbx3 KO mice, liver weight and liver/body weight ratios decreased, while body weights were unchanged (Figure S8A).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    There were no improvements for fibrosis in female Tbx3 KO livers but a trend of decreased fibrosis in Smyd2 KO livers.

    “There were no improvements for fibrosis in Tbx3 KO livers but a trend of decreased fibrosis in Smyd2 KO livers (Figure S8I,J).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    While Tbx3 and Smyd2 KO mice had reduced liver cholesterol, Bcl6 KO mice had increased liver cholesterol.

    “While Tbx3 and Smyd2 KO mice had reduced liver cholesterol, Bcl6 KO mice had increased liver cholesterol (Figure 5I).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In plasma, both Tbx3 and Smyd2 KOs showed moderate increases in triglyceride but cholesterol levels remained similar to controls.

    “In the plasma, both Tbx3 and Smyd2 KOs showed moderate increases in triglyceride but cholesterol levels remained similar to controls (Figure S8C).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Among all 20 KO mice associated with the transcription and epigenetic factor screens, more than half showed significant reductions in liver mass and none showed significant increases.

    “Among all 20 KO mice associated with the transcription and epigenetic factor screens (Table S1), more than half of the KO models showed significant reductions in liver mass and none showed significant increases (Figure S6C).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    These three KO models showed the most significant reductions in liver injury as measured by ALT, a trend toward reduced AST, and the most significant reductions in liver triglyceride levels.

    “These three KO models showed the most significant reductions in liver injury as measured by ALT (Figure 5G), a trend toward reduced AST (Figure S6D), and the most significant reductions in liver triglyceride levels (Figure 5H).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Plasma triglyceride levels were increased in female Tbx3 KO but not Smyd2 KO mice, while cholesterol in both KO cohorts was unaffected.

    “Plasma triglyceride levels were increased in Tbx3 KO but not in Smyd2 KO mice, while cholesterol in both KO cohorts were unaffected (Figure S8H).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Deletion of Tbx3 and Bcl6, as well as Smyd2, showed significant reductions in body weights and the most substantial reductions in liver/body weight ratios compared to controls after 3 months of WD.

    “Among all KO models, deletion of the transcription factors Tbx3 and Bcl6, as well as the epigenetic factor Smyd2, showed significant reductions in body weights (Figure 5E) and the most substantial reductions in liver/body weight ratios compared to controls after 3 months of WD (dark dots in Figure 5F).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In WD-fed WT mice, two months of AZ505 treatment significantly reduced body weight, liver weight, and liver/body weight ratios compared with vehicle treatment.

    “we observed significant reductions in body weight, liver weight, and liver/body weight ratios in AZ505 vs. vehicle treated mice (Figure 7B-D)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    AZ505-treated WD mice had smaller, less pale livers and decreased steatosis on histology compared with vehicle-treated livers.

    “Smaller, less pale livers were observed in AZ505 treated mice, and liver histology showed decreased steatosis in contrast to a wide range of macro and microscopic lipid droplet deposition in vehicle treated livers (Figure 7E).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In chow-fed mice, AZ505 treatment caused no changes in liver histology, AST/ALT, or plasma lipids.

    “No changes were observed in liver histology (Figure 7F), AST/ALT (Figure 7G,H), or plasma lipids (Figure 7I,J).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    These mutations mitigated lipotoxic phenotypes, thereby increasing the survival of hepatocyte clones.

    “Mechanistically, these mutations mitigated lipotoxic phenotypes, thereby increasing the survival of hepatocyte clones.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    SgRNA distributions were largely maintained before and after screening.

    “SgRNA distributions were largely maintained before and after screening (Figure S5G,H and Table S3).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    AAV8-TBG-Cre efficiently deleted the floxed exon and depleted intact Mboat7 mRNA.

    “We observed efficient deletion of the floxed exon and depletion of the intact Mboat7 mRNA (Figure S1A,B) after AAV8-TBG-Cre.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Srebf1 is a major transcriptional regulator of lipogenesis.

    “Srebf1 is a major transcriptional regulator of lipogenesis17-19.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [17] Wang, 1993, Nuclear protein that binds sterol regulatory element of low density lipoprotein receptor promoter. II. Purification and characterization, J. Biol. Chem. source
    • cites [18] Briggs, 1993, Nuclear protein that binds sterol regulatory element of low density lipoprotein receptor promoter. I. Identification of the protein and delineation of its target nucleotide sequence, J. Biol. Chem. source
    • cites [19] Brown, 1997, The SREBP pathway: regulation of cholesterol metabolism by proteolysis of a membrane-bound transcription factor, Cell source
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    Seven to eight independent mice were used for each group, and results from individual mice were consistent.

    “Seven to eight independent mice were used for each group, and the results from individual mice were consistent (Table S2).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    CRISPR liver-wide conditional deletion was an effective and rapid method of organ level validation.

    “This showed that CRISPR liver-wide conditional deletion was an effective and rapid method of organ level validation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The phenotypes of Tbx3, Bcl6, and Smyd2 KO mice were comparable to Srebf1 and Dgat2 KO mice, suggesting potent regulation of lipid metabolism by these three genes.

    “The phenotypes of Tbx3, Bcl6, and Smyd2 KO mice were comparable to Srebf1 and Dgat2 KO mice, suggesting potent regulation of lipid metabolism by these three genes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The study was underpowered to detect statistical differences in fibrosis in KOs vs. controls, but trends toward decreased fibrosis were observed in both KO models.

    “Although the study was underpowered to detect statistical differences in fibrosis in KOs vs. controls, we observed trends toward decreased fibrosis in both KO models (Figure S8D,E).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Both KO models protect the liver from steatosis, but male Tbx3 KO had more pronounced effects under long-term WD.

    “These data showed that both KO models protect the liver from steatosis, but male Tbx3 KO had more pronounced effects under long-term WD (Figure S8D).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The increase in cholesterol synthesis genes in Srebf1 KO livers was potentially due to a compensatory effect on cholesterol production.

    “this increase was potentially due to a compensatory effect on cholesterol production”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Srebpl is a master transcription factor for cholesterol synthesis.
  • May combine two claims.

    Interpretationown data

    Multiple lines of evidence suggest that these mutations do not promote cancer since many of these genes were not identified in large cancer sequencing efforts, and in vivo experiments did not reveal increased tumorigenesis.

    “multiple lines of evidence suggest that these mutations do not promote cancer since many of these genes were not identified in large cancer sequencing efforts, and our in vivo experiments did not reveal increased tumorigenesis.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Image analysis for quantification was blinded.

    “Image analysis for quantification was blinded.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Because adaptive mutations are rare and clonal expansion takes decades, it is likely that beneficial clones cannot expand enough to prevent or reverse NASH development within the lifetime of the patient.

    “Because adaptive mutations are rare and clonal expansion takes decades, it is likely that beneficial clones cannot expand enough to prevent or reverse NASH development within the lifetime of the patient.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Adaptive mutations are rare and clonal expansion takes decades.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All experiments were done in an age and sex controlled fashion unless otherwise noted.

    “All experiments were done in an age and sex controlled fashion unless otherwise noted.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    Some of the genes identified in this study, when deleted or inhibited, may not cause improvements in all metabolic parameters associated with fatty liver disease.

    “Some of the genes identified in this study, when deleted or inhibited, may not cause improvements in all metabolic parameters associated with fatty liver disease.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    All mice used in this study were male except for those in Figure S8F-J.

    “All mice used in this study were male except for those in Figure S8F-J.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Some of the hits may not have an impact on late stage NASH features.

    “some of the hits may not have an impact on late stage NASH features.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    In humans, these fitness improvements are enough to drive measurable levels of positive selection over decades.

    “In humans, these fitness improvements are enough to drive measurable levels of positive selection over decades.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Somatic mosaicism will likely reveal adaptive mechanisms and potential therapeutic targets.

    “Nevertheless, somatic mosaicism will likely reveal adaptive mechanisms and potential therapeutic targets.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The data in most panels reflect multiple experiments performed on different days using mice derived from different litters.

    “The data in most panels reflect multiple experiments performed on different days using mice derived from different litters.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Each sgRNA maintained a greater than 1000-fold representation during MOSAICS library construction.

    “Each sgRNA maintained a >1000-fold representation during construction.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    The ultimate clinical significance of the genes identified is unknown.

    “the ultimate clinical significance of the genes identified is unknown.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Germline mutations are limited in the amount of genetic space that can be explored because lethal developmental phenotypes select against mutations that could have a benefit in specific tissues later in life.

    “germline mutations are limited in the amount of genetic space that can be explored because lethal developmental phenotypes select against mutations that could have a benefit in specific tissues later in life.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The PCR cycle number for amplicon library preparation was pre-optimized using the same PCR reactions with a smaller volume, and cycle numbers giving a weak but sharp band on the DNA gel were used.

    “The PCR cycle number was pre-optimized using the same PCR reactions with a smaller volume.”
    • Also stated in: § METHOD DETAILS · plain
      “The cycle numbers that gave a weak but sharp band on the DNA gel were used.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationnone given

    The MOSAICS technology allows for in vivo screening with much greater clone density, and in a low-proliferation setting, in contrast to the Fah KO screening model.

    “The advance associated with this technology is that it allows for in vivo screening with a much greater clone density, and in a low-proliferation setting, in contrast to the Fah KO screening model.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Metabolic disease has not identified a facile method of gene discovery using phenotypic screens, in vitro or in vivo.
    • Rests on an assumption: It is difficult to phenotype many genetic strains of mice or humans, but it is much easier to phenotype thousands of genetically distinct and competing cells.
73 of 73
  • The paper relies on this without support.

    Detection of mutant clone expansion, recurrent mutations, or convergent mutations using sequencing provides correlative evidence for increased clonal fitness.

    “The detection of mutant clone expansion, recurrent mutations, or convergent mutations using sequencing provides correlative evidence for increased clonal fitness.”
  • The paper relies on this without support.

    GPAM catalyzes the acylation of glycerol-3-phosphate with acyl-coenzyme A to generate CoA and lysophosphatidic acid, the rate-limiting step in triacylglycerol synthesis.

    “GPAM catalyzes the acylation of glycerol-3-phosphate with acyl-coenzyme A (CoA) to generate CoA and lysophosphatidic acid (LPA), the rate-limiting step in triacylglycerol synthesis (Figure 3D).”
  • The paper relies on this without support.

    No one has studied mosaic Gpam WT vs. KO clones in the fatty liver microenvironment.

    “However, no one has studied mosaic Gpam WT vs. KO clones in the fatty liver microenvironment.”
  • The paper relies on this without support.

    Neither TBX3 nor SMYD2 has been studied in fatty liver disease.

    “Neither TBX3, a T-box transcription factor39, nor SMYD2, a protein lysine methyltransferase with histone and non-histone methylation targets, has been studied in fatty liver disease.”
  • The paper relies on this without support.

    Traditional AAVs cannot be used for screening because they do not genomically integrate, so their sgRNAs cannot be later quantified.

    “While AAVs are optimal for use in the liver, traditional AAVs cannot be used for screening because they do not genomically integrate, so their sgRNAs cannot be later quantified.”
  • The paper relies on this without support.

    Most somatically mutated clones are not fated to become cancerous.

    “Even though most somatically mutated clones are not fated to become cancerous, it is possible that increased proliferation/survival could be selfish and have no beneficial effects on tissue function.”
  • The paper relies on this without support.

    NASH is usually conceptualized at the organismal and tissue levels, and less thought has been given to genetic heterogeneity between clones in the liver.

    “NASH is usually conceptualized at the organismal and tissue levels, and less thought has been given to genetic heterogeneity between clones in the liver.”
  • The paper relies on this without support.

    Fatty liver disease has not been conceptualized as a disease of genetic mosaicism, so the biological impact of clonal heterogeneity has not yet been functionally explored.

    “Fatty liver disease has not been conceptualized as a disease of genetic mosaicism, so the biological impact of clonal heterogeneity has not yet been functionally explored.”
  • The paper relies on this without support.

    Metabolic disease has not identified a facile method of gene discovery using phenotypic screens, in vitro or in vivo.

    “metabolic disease has not identified a facile method of gene discovery using phenotypic screens, in vitro or in vivo.”
  • The paper relies on this without support.

    It is difficult to phenotype many genetic strains of mice or humans, but it is much easier to phenotype thousands of genetically distinct and competing cells.

    “it is difficult to phenotype many genetic strains of mice or humans, but it is much easier to phenotype thousands of genetically distinct and competing cells.”
  • The paper relies on this without support.

    Srebpl is a master transcription factor for cholesterol synthesis.

    “Srebpl is a master transcription factor for cholesterol synthesis”
  • The paper relies on this without support.

    Adaptive mutations are rare and clonal expansion takes decades.

    “adaptive mutations are rare and clonal expansion takes decades”
  • The paper relies on this without support.

    Gene expression of transcription factors does not directly reflect their functional activities, due to low correlation between gene expression and protein abundance and co-regulation with co-factors.

    “Gene expression of transcription factors do not directly reflect their functional activities, due to the low correlation between gene expression and protein abundance as well as the co-regulation with co-factors.”
  • The authors state this as an assumption.

    The coefficient (Z score) of a transcription factor, estimated using genome-wide fold changes and predicted targets of all transcription factors, represents the regulatory activity change of the transcription factor across all the liver patients.

    “The coefficient (Z score) of a transcription factor, estimated using genome-wide fold changes and predicted targets of all transcription factors, represents the regulatory activity change of the transcription factor across all the liver patients.”
  • The authors state this as an assumption.

    The fold change of a gene can be modeled as a linear combination of transcription factor and microRNA binding sites plus a constant.

    “The regression model is defined as following: fg=∑iαiTig+∑jβjMjg+c”
15 of 15

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?

  • A recent search for genes impacting MASLD in mice uncovered the transcriptional repressor T-box 3 (Tbx3) as a top hit.

    “A recent search for genes impacting MASLD in mice uncovered the transcriptional repressor T-box 3 (Tbx3) as a top hit.”

    From Loss of function of T-box 3 in the liver protects against MASLD (2025) · cites this paper as [3]

    The Results section, “Tbx3, Bcl6, and Smyd2 loss showed protection against fatty liver disease” (page unavailable), identifies Tbx3 among the strongest hits in mouse knockout tests of fatty liver disease. It calls TBX3 a T-box transcription factor, however, not a transcriptional repressor; the passage applies that description to Bcl6. (LLM, conf=0.86)

    Experimental — accuracy not yet measured
  • The inefficient CreER recombination faithfully modeled the somatic mosaicism seen in human livers before cancer development.

    “While this showed that CreER was not 100% efficient, it also faithfully modeled the somatic mosaicism seen in human livers before cancer development (7–9, 33).”

    From The origin of hepatocellular carcinoma depends on metabolic zonation (2026) · cites this paper as [33]

    The Discussion (page unavailable) says the authors established MOSAICS to model widespread somatic mosaicism, supporting the general modeling point. The Results describe an AAV-based system using a Cre fusion protein, not inefficient CreER recombination; the paper does not establish that CreER faithfully reproduces mosaicism in human livers before cancer develops. (LLM, conf=0.82)

    Experimental — accuracy not yet measured
  • Placing mice on a MASLD-promoting Western diet for 6 months led to the clonal expansion of cells whose loss-of-function variants protected against disease.

    “Placing these mice on a MASLD-promoting Western diet (WD) for 6 months led to the clonal expansion of cells whose loss-of-function variants protected against disease (3).”
  • In extended work, MOSAICS identified the transcription factor T-box 3 (TBX3) as a regulator of hepatic steatosis.

    “In this extended work, MOSAICS identified the transcription factor T-box 3 (TBX3) as a regulator of hepatic steatosis, which was noteworthy as TBX3 had not been previously linked to MASLD.”
  • The top hits from the prior MOSAICS study were all genes with known relevance to MASLD, which established the validity of the approach.

    “The top hits from this study were all genes with known relevance to MASLD, which established the validity of the approach.”

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.

  • Conflicting accession numbers for the HCV cirrhosis cohort

    Minor

    The paper identifies the HCV cirrhosis cohort as GSE15654 in one methods section but as GSE156540 in another.

1 of 1

Cites

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Cited by

Sorted by citations

Authors
Wang, Z., Zhu, S., Jia, Y., Wang, Y., Kubota, N., Fujiwara, N., Gordillo, R., Lewis, C., Zhu, M., Sharma, T., Li, L., Zeng, Q., Lin, Y.-H., Hsieh, M.-H., Gopal, P., Wang, T., Hoare, M., Campbell, P., Hoshida, Y., & Zhu, H.
Affiliations
  • Harold C. Simmons Comprehensive Cancer Center
  • The University of Texas Southwestern Medical Center (US)
  • University of Cambridge (GB)
  • Wellcome Sanger Institute (GB)
Corresponding author
Zhu, Hao
Venue
Cell
Publisher
Elsevier BV
Published
2023-04
Volume
186
Issue
9
Pages
1968-1984.e20
ISSN
0092-8674 (ISSN-L)
OpenAlex
W4363676241
Cited by
72
References
58
Citations by year
2026: 11 · 2025: 28 · 2024: 27 · 2023: 6
FWCI
11.93
Type
journal article
Language
en
Open access
Locations
  • Cell (publishedVersion)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
  • PubMed (publishedVersion)
  • Digital Commons-TMC (Texas Medical Center) (submittedVersion)
  • PubMed Central (submittedVersion)
  • Apollo (University of Cambridge) (submittedVersion, cc-by)
  • Apollo (cc-by)
Funders
  • Cancer Prevention and Research Institute of Texas (RR180016)
  • University of Texas Southwestern Medical Center (P30CA142543)
  • Mark Foundation For Cancer Research (21-003-ELA)
  • Cancer Research UK (26813, DRCPFA-Jun22\100001)
  • European Commission (101021417, ERC-AdG-2014, #671231, ERC‐AdG‐2020‐101021417)
  • National Institutes of Health (R01CA258584, R01CA233794, 5p30dk127984-04)
  • National Institute on Alcohol Abuse and Alcoholism (R01AA028791)
  • National Cancer Institute (R01CA258584, R01CA255621, R01CA251928, R01 CA233794, P30CA142543)
  • National Institute of Diabetes and Digestive and Kidney Diseases (R01 DK125396)
Topics
  • Health Sciences › Medicine › Epidemiology › Liver Disease Diagnosis and Treatment
  • Health Sciences › Medicine › Hepatology › Liver physiology and pathology
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
Keywords
somatic mosaicism, clonal evolution, nonalcoholic steatohepatitis, hepatic steatosis, clonal fitness, adaptive mutation, MBOAT7, lipotoxicity, TBX3, BCL6, SMYD2, metabolic liver disease, clonal expansion

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 2026-10-22.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-22.

Cited sources are checked by gpt-6-sol.

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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