Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:34118488

Fatty Acids Activate the Transcriptional Coactivator YAP1 to Promote Liver Fibrosis via p38 Mitogen-Activated Protein Kinase.

Shadi Salloum · Andre J Jeyarajan · Annie J Kruger · Jacinta A Holmes · Tuo Shao · Mozhdeh Sojoodi · Myung-Ho Kim · Zhu Zhuo · Stuti G Shroff · Andrew Kassa · Kathleen E Corey · Sanjoy K Khan · Wenyu Lin · Nadia Alatrakchi · Esperance A K Schaefer · Raymond T Chung

Cellular and molecular gastroenterology and hepatology · 2021 doi:10.1016/j.jcmgh.2021.06.003

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:34118488
kind
science-record
content_hash
sha256:c3afe2bf9f57a87cbf98f12560798f2f63c359ad02c80fb084570b29d8322a0c
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:38Z
updated_at
2026-11-01T22:03:56Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Fatty Acids Activate the Transcriptional Coactivator YAP1 to Promote Liver Fibrosis via p38 Mitogen-Activated Protein Kinase.
doi
10.1016/j.jcmgh.2021.06.003
pmid
34118488
authors array · 16 items
[0]
Shadi Salloum
[1]
Andre J Jeyarajan
[2]
Annie J Kruger
[3]
Jacinta A Holmes
[4]
Tuo Shao
[5]
Mozhdeh Sojoodi
[6]
Myung-Ho Kim
[7]
Zhu Zhuo
[8]
Stuti G Shroff
[9]
Andrew Kassa
[10]
Kathleen E Corey
[11]
Sanjoy K Khan
[12]
Wenyu Lin
[13]
Nadia Alatrakchi
[14]
Esperance A K Schaefer
[15]
Raymond T Chung
journal
Cellular and molecular gastroenterology and hepatology
year
2021
abstract
BACKGROUND & AIMS: Patients with simple steatosis (SS) and nonalcoholic steatohepatitis can develop progressive liver fibrosis, which is associated with liver-related mortality. The mechanisms contributing to liver fibrosis development in SS, however, are poorly understood. SS is characterized by hepatocellular free fatty acid (FFA) accumulation without lobular inflammation seen in nonalcoholic steatohepatitis. Because the Hippo signaling transcriptional coactivator YAP1 (YAP) has previously been linked with nonalcoholic fatty liver disease (NAFLD)-related fibrosis, we sought to explore how hepatocyte FFAs activate a YAP-mediated profibrogenic program. METHODS: We analyzed RNA sequencing data from a GEO DataSet (accession: GSE162694) consisting of 143 patients with NAFLD. We also performed immunohistochemical, immunofluorescence, immunoblot, and quantitative reverse-transcription polymerase chain reaction analyses (qRT-PCR) in liver specimens from NAFLD subjects, from a murine dietary NAFLD model, and in FFA-treated hepatic spheroids and hepatocytes. RESULTS: YAP-target gene expression correlated with increasing fibrosis stage in NAFLD patients and was associated with fibrosis in mice fed a NAFLD-inducing diet. Hepatocyte-specific YAP deletion in the murine NAFLD model attenuated diet-induced fibrosis, suggesting a causative role of YAP in NAFLD-related fibrosis. Likewise, in hepatic spheroids composed of Huh7 hepatoma cells and primary human hepatic stellate cells, Huh7 YAP silencing reduced FFA-induced fibrogenic gene expression. Notably, inhibition of p38 mitogen-activated protein kinase could block YAP activation in FFA-treated Huh7 cells. CONCLUSIONS: These studies provide further evidence for the pathological role of YAP in NAFLD-associated fibrosis and that YAP activation in NAFLD may be driven by FFA-induced p38 MAPK activation.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Human data were compared using Fisher’s exact test.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34118488
locator
sections[20] "Statistical Analysis" paragraph 3
quote
Human data were compared using Fisher’s exact test.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34118488
locator
sections[14] "Human Samples and Histopathological Analysis" paragraph 2
quote
We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:34118488
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
id
obtain_source_data
order
2
name
Obtain the source data from the named repository
kind
data-preparation
state
complete
blocked_on
null
description
The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE162694
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE162694
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 3 items
[0] object · 15 fields
id
source:pmid:34118488
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1016/j.jcmgh.2021.06.003
sha256
sha256:60d9fe09cfe3bd9d2d916d7def80da9d4c036f1b6c2871f55b4c33720df32cba
bytes
48821
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1016/j.jcmgh.2021.06.003
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC8463869
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE162694
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE162694
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE162694
version
null
note
We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.
access_statement_kind
repository_route_statement
sample_accessions array · 143 items
[0]
GSM4957321
[1]
GSM4957322
[2]
GSM4957323
[3]
GSM4957324
[4]
GSM4957325
[5]
GSM4957326
[6]
GSM4957327
[7]
GSM4957328
[8]
GSM4957329
[9]
GSM4957330
[10]
GSM4957331
[11]
GSM4957332
[12]
GSM4957333
[13]
GSM4957334
[14]
GSM4957335
[15]
GSM4957336
[16]
GSM4957337
[17]
GSM4957338
[18]
GSM4957339
[19]
GSM4957340
[20]
GSM4957341
[21]
GSM4957342
[22]
GSM4957343
[23]
GSM4957344
[24]
GSM4957345
[25]
GSM4957346
[26]
GSM4957347
[27]
GSM4957348
[28]
GSM4957349
[29]
GSM4957350
[30]
GSM4957351
[31]
GSM4957352
[32]
GSM4957353
[33]
GSM4957354
[34]
GSM4957355
[35]
GSM4957356
[36]
GSM4957357
[37]
GSM4957358
[38]
GSM4957359
[39]
GSM4957360
[40]
GSM4957361
[41]
GSM4957362
[42]
GSM4957363
[43]
GSM4957364
[44]
GSM4957365
[45]
GSM4957366
[46]
GSM4957367
[47]
GSM4957368
[48]
GSM4957369
[49]
GSM4957370
[50]
GSM4957371
[51]
GSM4957372
[52]
GSM4957373
[53]
GSM4957374
[54]
GSM4957375
[55]
GSM4957376
[56]
GSM4957377
[57]
GSM4957378
[58]
GSM4957379
[59]
GSM4957380
[60]
GSM4957381
[61]
GSM4957382
[62]
GSM4957383
[63]
GSM4957384
[64]
GSM4957385
[65]
GSM4957386
[66]
GSM4957387
[67]
GSM4957388
[68]
GSM4957389
[69]
GSM4957390
[70]
GSM4957391
[71]
GSM4957392
[72]
GSM4957393
[73]
GSM4957394
[74]
GSM4957395
[75]
GSM4957396
[76]
GSM4957397
[77]
GSM4957398
[78]
GSM4957399
[79]
GSM4957400
[80]
GSM4957401
[81]
GSM4957402
[82]
GSM4957403
[83]
GSM4957404
[84]
GSM4957405
[85]
GSM4957406
[86]
GSM4957407
[87]
GSM4957408
[88]
GSM4957409
[89]
GSM4957410
[90]
GSM4957411
[91]
GSM4957412
[92]
GSM4957413
[93]
GSM4957414
[94]
GSM4957415
[95]
GSM4957416
[96]
GSM4957417
[97]
GSM4957418
[98]
GSM4957419
[99]
GSM4957420
[100]
GSM4957421
[101]
GSM4957422
[102]
GSM4957423
[103]
GSM4957424
[104]
GSM4957425
[105]
GSM4957426
[106]
GSM4957427
[107]
GSM4957428
[108]
GSM4957429
[109]
GSM4957430
[110]
GSM4957431
[111]
GSM4957432
[112]
GSM4957433
[113]
GSM4957434
[114]
GSM4957435
[115]
GSM4957436
[116]
GSM4957437
[117]
GSM4957438
[118]
GSM4957439
[119]
GSM4957440
[120]
GSM4957441
[121]
GSM4957442
[122]
GSM4957443
[123]
GSM4957444
[124]
GSM4957445
[125]
GSM4957446
[126]
GSM4957447
[127]
GSM4957448
[128]
GSM4957449
[129]
GSM4957450
[130]
GSM4957451
[131]
GSM4957452
[132]
GSM4957453
[133]
GSM4957454
[134]
GSM4957455
[135]
GSM4957456
[136]
GSM4957457
[137]
GSM4957458
[138]
GSM4957459
[139]
GSM4957460
[140]
GSM4957461
[141]
GSM4957462
[142]
GSM4957463
sample_count
143
group_sizes
null
group_sizes_basis
null
platform
21290
taxon
Homo sapiens
title
Molecular Characterization and Cell Type Composition Deconvolution of Fibrosis in NAFLD
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 16 fields
id
asset:table:pmid:34118488:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:7a3930c595ce9f55621f67bd8c1304d9537406fa26e2d5633a12f004268cfb99
bytes
640
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[7]/table-wrap[1]#tbl1
version
null
note
Demographic and Patient Characteristics
structure object · 5 fields
pmcid
PMC8463869
section_index
7
section_title
YAP Is Activated in the Livers of Humans With NAFLD-Related Fibrosis
row_count
6
column_count
6
table object · 8 fields
label
Table 1
caption
Demographic and Patient Characteristics
rows array · 6 items
[0] array · 6 items
[0]
[1]
All Patients (N = 182)
[2]
Normal Histology (n = 41)
[3]
Steatosis (n = 45)
[4]
F1–2 (n = 81)
[5]
F3–4 (n = 33)
[1] array · 6 items
[0]
Male
[1]
35
[2]
22.5
[3]
33.3
[4]
36.2
[5]
53.7
[2] array · 6 items
[0]
BMI, kg/m2
[1]
41.4 ± 10.3
[2]
41.4 ± 4.4
[3]
46.6 ± 10.2
[4]
38.8 ± 11
[5]
36.1 ± 11.7
[3] array · 6 items
[0]
Diabetes
[1]
33.5
[2]
15
[3]
24.4
[4]
37.7
[5]
85.7
[4] array · 6 items
[0]
ALT, U/L
[1]
36.6 ±19.2
[2]
22.9 ± 12.1
[3]
29.9 ± 9.6
[4]
41.8 ± 21
[5]
53.3 ± 18
[5] array · 6 items
[0]
AST, U/L
[1]
30 ± 15.8
[2]
19.1 ± 5
[3]
22.7 ± 4.8
[4]
33.1 ± 16
[5]
48.8 ± 19.5
locator
section[7]/table-wrap[1]#tbl1
gaps array · 2 items
[0]
asset:data:geo:GSE162694 not downloaded
[1]
asset:data:geo:GSE162694 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
family
image_quantification
specific
densitometry
label
Image analysis / quantification
dsl_operations array · 2 items
[0]
segment_objects
[1]
quantify_intensity
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
image_stack
evidence object · 3 fields
score
0.8
band
high
quote
Densitometr
[1] object · 10 fields
id
method-2
family
null
specific
null
label
Fisher’s exact test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
Human data were compared using Fisher’s exact test.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 2 items
[0]
segment_objects
[1]
quantify_intensity
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: densitometry.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE162694
resolved_accessions array · 1 item
[0]
GSE162694
statements array · 1 item
[0]
We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.
basis
The paper names GSE162694 in GEO DataSet and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 2 items
[0]
segment_objects
[1]
quantify_intensity
assets array · 3 items
[0]
source:pmid:34118488
[1]
data:geo:GSE162694
[2]
asset:table:pmid:34118488:1
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE162694
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:30:42Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
39373
completion_tokens
1041
cached_tokens
13320
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:34118488
type
paper
label
pmid:34118488
[1] object · 3 fields
id
source:pmid:34118488
type
manuscript
label
PMID 34118488 full text
[2] object · 3 fields
id
data:geo:GSE162694
type
dataset
label
GEO GSE162694
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:34118488
type
paper
label
pmid:34118488
[1] object · 3 fields
id
source:pmid:34118488
type
manuscript
label
PMID 34118488 full text
[2] object · 3 fields
id
data:geo:GSE162694
type
dataset
label
GEO GSE162694
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34118488
type
extraction
used array · 1 item
[0]
source:pmid:34118488
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE162694
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE162694
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:34118488
parent_hash
sha256:2956d8b2e1e050123bd95479040b8049fb247d2bab411fbf3cc69e035f167e2e
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE162694 licence not read
[1]
asset:data:geo:GSE162694 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 6 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
profibrogenic program. METHODS: We analyzed RNA sequencing data from a GEO DataSet (accession: GSE16269
[1]
al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various sta
order_basis
paper_text_order:764
id
assay:1
[1] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
f 143 patients with NAFLD. We also performed immunohistochemical, immunofluorescence, immunoblot, and quantit
[1]
AFLD. We also performed immunohistochemical, immunofluorescence, immunoblot, and quantitative reverse-transc
order_basis
paper_text_order:882
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
western_blot
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
med immunohistochemical, immunofluorescence, immunoblot, and quantitative reverse-transcription poly
[1]
-transcription polymerase chain reaction and immunoblot studies at the specified time points, and da
[2]
e, San Diego, CA). Densitometric analyses of immunoblot images were performed using Image Studio Lit
order_basis
paper_text_order:923
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
liver specimens from NAFLD subjects, from a murine dietary NAFLD model, and in FFA-treated hepa
[1]
iet. Hepatocyte-specific YAP deletion in the murine NAFLD model attenuated diet-induced fibrosis
[2]
LD patients and was associated with fibrosis in mice fed a NAFLD-inducing diet. Hepatocyte-specif
[3]
20). Animal Studies Alb-Cre and Yapflox/flox mice were purchased from the Jackson Laboratory (Bar H
order_basis
paper_text_order:1067
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
lected as previously described.28 Cells were cultured in Dulbecco's modified Eagle's medium supplemen
[1]
mittee of MGH. Cell Culture We used Huh7 and HepG2 human hepatoma cells, Human Embryonic Kidney
order_basis
paper_text_order:3885
id
assay:5
[5] object · 11 fields
role
analysis
definition_id
image_quantification
definition_version
f2132e96ae6c7a4e
required_operations array · 2 items
[0]
segment_objects
[1]
quantify_intensity
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Densitometr
order_basis
consumes_earlier_output
id
assay:6
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34118488", "kind": "science-record", "revision": 8, "content_hash": "sha256:c3afe2bf9f57a87cbf98f12560798f2f63c359ad02c80fb084570b29d8322a0c", "created_at": "2026-11-01T15:41:38Z", "updated_at": "2026-11-01T22:03:56Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Fatty Acids Activate the Transcriptional Coactivator YAP1 to Promote Liver Fibrosis via p38 Mitogen-Activated Protein Kinase.", "doi": "10.1016/j.jcmgh.2021.06.003", "pmid": "34118488", "authors": ["Shadi Salloum", "Andre J Jeyarajan", "Annie J Kruger", "Jacinta A Holmes", "Tuo Shao", "Mozhdeh Sojoodi", "Myung-Ho Kim", "Zhu Zhuo", "Stuti G Shroff", "Andrew Kassa", "Kathleen E Corey", "Sanjoy K Khan", "Wenyu Lin", "Nadia Alatrakchi", "Esperance A K Schaefer", "Raymond T Chung"], "journal": "Cellular and molecular gastroenterology and hepatology", "year": 2021, "abstract": "BACKGROUND & AIMS: Patients with simple steatosis (SS) and nonalcoholic steatohepatitis can develop progressive liver fibrosis, which is associated with liver-related mortality. The mechanisms contributing to liver fibrosis development in SS, however, are poorly understood. SS is characterized by hepatocellular free fatty acid (FFA) accumulation without lobular inflammation seen in nonalcoholic steatohepatitis. Because the Hippo signaling transcriptional coactivator YAP1 (YAP) has previously been linked with nonalcoholic fatty liver disease (NAFLD)-related fibrosis, we sought to explore how hepatocyte FFAs activate a YAP-mediated profibrogenic program.\nMETHODS: We analyzed RNA sequencing data from a GEO DataSet (accession: GSE162694) consisting of 143 patients with NAFLD. We also performed immunohistochemical, immunofluorescence, immunoblot, and quantitative reverse-transcription polymerase chain reaction analyses (qRT-PCR) in liver specimens from NAFLD subjects, from a murine dietary NAFLD model, and in FFA-treated hepatic spheroids and hepatocytes.\nRESULTS: YAP-target gene expression correlated with increasing fibrosis stage in NAFLD patients and was associated with fibrosis in mice fed a NAFLD-inducing diet. Hepatocyte-specific YAP deletion in the murine NAFLD model attenuated diet-induced fibrosis, suggesting a causative role of YAP in NAFLD-related fibrosis. Likewise, in hepatic spheroids composed of Huh7 hepatoma cells and primary human hepatic stellate cells, Huh7 YAP silencing reduced FFA-induced fibrogenic gene expression. Notably, inhibition of p38 mitogen-activated protein kinase could block YAP activation in FFA-treated Huh7 cells.\nCONCLUSIONS: These studies provide further evidence for the pathological role of YAP in NAFLD-associated fibrosis and that YAP activation in NAFLD may be driven by FFA-induced p38 MAPK activation.", "claims": [{"id": "claim-method", "statement": "Human data were compared using Fisher’s exact test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34118488", "locator": "sections[20] \"Statistical Analysis\" paragraph 3", "quote": "Human data were compared using Fisher’s exact test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34118488", "locator": "sections[14] \"Human Samples and Histopathological Analysis\" paragraph 2", "quote": "We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:34118488"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE162694"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE162694"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34118488", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.jcmgh.2021.06.003", "sha256": "sha256:60d9fe09cfe3bd9d2d916d7def80da9d4c036f1b6c2871f55b4c33720df32cba", "bytes": 48821, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.jcmgh.2021.06.003", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8463869", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE162694", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE162694", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE162694", "version": null, "note": "We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM4957321", "GSM4957322", "GSM4957323", "GSM4957324", "GSM4957325", "GSM4957326", "GSM4957327", "GSM4957328", "GSM4957329", "GSM4957330", "GSM4957331", "GSM4957332", "GSM4957333", "GSM4957334", "GSM4957335", "GSM4957336", "GSM4957337", "GSM4957338", "GSM4957339", "GSM4957340", "GSM4957341", "GSM4957342", "GSM4957343", "GSM4957344", "GSM4957345", "GSM4957346", "GSM4957347", "GSM4957348", "GSM4957349", "GSM4957350", "GSM4957351", "GSM4957352", "GSM4957353", "GSM4957354", "GSM4957355", "GSM4957356", "GSM4957357", "GSM4957358", "GSM4957359", "GSM4957360", "GSM4957361", "GSM4957362", "GSM4957363", "GSM4957364", "GSM4957365", "GSM4957366", "GSM4957367", "GSM4957368", "GSM4957369", "GSM4957370", "GSM4957371", "GSM4957372", "GSM4957373", "GSM4957374", "GSM4957375", "GSM4957376", "GSM4957377", "GSM4957378", "GSM4957379", "GSM4957380", "GSM4957381", "GSM4957382", "GSM4957383", "GSM4957384", "GSM4957385", "GSM4957386", "GSM4957387", "GSM4957388", "GSM4957389", "GSM4957390", "GSM4957391", "GSM4957392", "GSM4957393", "GSM4957394", "GSM4957395", "GSM4957396", "GSM4957397", "GSM4957398", "GSM4957399", "GSM4957400", "GSM4957401", "GSM4957402", "GSM4957403", "GSM4957404", "GSM4957405", "GSM4957406", "GSM4957407", "GSM4957408", "GSM4957409", "GSM4957410", "GSM4957411", "GSM4957412", "GSM4957413", "GSM4957414", "GSM4957415", "GSM4957416", "GSM4957417", "GSM4957418", "GSM4957419", "GSM4957420", "GSM4957421", "GSM4957422", "GSM4957423", "GSM4957424", "GSM4957425", "GSM4957426", "GSM4957427", "GSM4957428", "GSM4957429", "GSM4957430", "GSM4957431", "GSM4957432", "GSM4957433", "GSM4957434", "GSM4957435", "GSM4957436", "GSM4957437", "GSM4957438", "GSM4957439", "GSM4957440", "GSM4957441", "GSM4957442", "GSM4957443", "GSM4957444", "GSM4957445", "GSM4957446", "GSM4957447", "GSM4957448", "GSM4957449", "GSM4957450", "GSM4957451", "GSM4957452", "GSM4957453", "GSM4957454", "GSM4957455", "GSM4957456", "GSM4957457", "GSM4957458", "GSM4957459", "GSM4957460", "GSM4957461", "GSM4957462", "GSM4957463"], "sample_count": 143, "group_sizes": null, "group_sizes_basis": null, "platform": "21290", "taxon": "Homo sapiens", "title": "Molecular Characterization and Cell Type Composition Deconvolution of Fibrosis in NAFLD", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34118488:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7a3930c595ce9f55621f67bd8c1304d9537406fa26e2d5633a12f004268cfb99", "bytes": 640, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[1]#tbl1", "version": null, "note": "Demographic and Patient Characteristics", "structure": {"pmcid": "PMC8463869", "section_index": 7, "section_title": "YAP Is Activated in the Livers of Humans With NAFLD-Related Fibrosis", "row_count": 6, "column_count": 6}, "table": {"label": "Table 1", "caption": "Demographic and Patient Characteristics", "rows": [["", "All Patients (N = 182)", "Normal Histology (n = 41)", "Steatosis (n = 45)", "F1–2 (n = 81)", "F3–4 (n = 33)"], ["Male", "35", "22.5", "33.3", "36.2", "53.7"], ["BMI, kg/m2", "41.4 ± 10.3", "41.4 ± 4.4", "46.6 ± 10.2", "38.8 ± 11", "36.1 ± 11.7"], ["Diabetes", "33.5", "15", "24.4", "37.7", "85.7"], ["ALT, U/L", "36.6 ±19.2", "22.9 ± 12.1", "29.9 ± 9.6", "41.8 ± 21", "53.3 ± 18"], ["AST, U/L", "30 ± 15.8", "19.1 ± 5", "22.7 ± 4.8", "33.1 ± 16", "48.8 ± 19.5"]], "row_count": 6, "column_count": 6, "numeric_cells": 30, "header_rows": 1, "locator": "section[7]/table-wrap[1]#tbl1"}}], "gaps": ["asset:data:geo:GSE162694 not downloaded", "asset:data:geo:GSE162694 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "image_quantification", "specific": "densitometry", "label": "Image analysis / quantification", "dsl_operations": ["segment_objects", "quantify_intensity"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["image_stack"], "evidence": {"score": 0.8, "band": "high", "quote": "Densitometr"}}, {"id": "method-2", "family": null, "specific": null, "label": "Fisher’s exact test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Human data were compared using Fisher’s exact test."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["segment_objects", "quantify_intensity"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: densitometry."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE162694"], "resolved_accessions": ["GSE162694"], "statements": ["We utilized GEO data (accession: GSE162694) (G. Agyapongm, MD et al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various stages of fibrosis."], "basis": "The paper names GSE162694 in GEO DataSet and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["segment_objects", "quantify_intensity"], "assets": ["source:pmid:34118488", "data:geo:GSE162694", "asset:table:pmid:34118488:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE162694"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:30:42Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 39373, "completion_tokens": 1041, "cached_tokens": 13320}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:34118488", "type": "paper", "label": "pmid:34118488"}, {"id": "source:pmid:34118488", "type": "manuscript", "label": "PMID 34118488 full text"}, {"id": "data:geo:GSE162694", "type": "dataset", "label": "GEO GSE162694"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34118488", "type": "paper", "label": "pmid:34118488"}, {"id": "source:pmid:34118488", "type": "manuscript", "label": "PMID 34118488 full text"}, {"id": "data:geo:GSE162694", "type": "dataset", "label": "GEO GSE162694"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34118488", "type": "extraction", "used": ["source:pmid:34118488"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE162694", "type": "accession_resolution", "used": ["data:geo:GSE162694"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:34118488", "parent_hash": "sha256:2956d8b2e1e050123bd95479040b8049fb247d2bab411fbf3cc69e035f167e2e", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE162694 licence not read", "asset:data:geo:GSE162694 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["profibrogenic program. METHODS: We analyzed RNA sequencing data from a GEO DataSet (accession: GSE16269", "al, 2020, unpublished data), which includes RNAseq data for 143 NAFLD patients with various sta"], "order_basis": "paper_text_order:764", "id": "assay:1"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["f 143 patients with NAFLD. We also performed immunohistochemical, immunofluorescence, immunoblot, and quantit", "AFLD. We also performed immunohistochemical, immunofluorescence, immunoblot, and quantitative reverse-transc"], "order_basis": "paper_text_order:882", "id": "assay:2"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["med immunohistochemical, immunofluorescence, immunoblot, and quantitative reverse-transcription poly", "-transcription polymerase chain reaction and immunoblot studies at the specified time points, and da", "e, San Diego, CA). Densitometric analyses of immunoblot images were performed using Image Studio Lit"], "order_basis": "paper_text_order:923", "id": "assay:3"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["liver specimens from NAFLD subjects, from a murine dietary NAFLD model, and in FFA-treated hepa", "iet. Hepatocyte-specific YAP deletion in the murine NAFLD model attenuated diet-induced fibrosis", "LD patients and was associated with fibrosis in mice fed a NAFLD-inducing diet. Hepatocyte-specif", "20). Animal Studies Alb-Cre and Yapflox/flox mice were purchased from the Jackson Laboratory (Bar H"], "order_basis": "paper_text_order:1067", "id": "assay:4"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["lected as previously described.28 Cells were cultured in Dulbecco's modified Eagle's medium supplemen", "mittee of MGH. Cell Culture We used Huh7 and HepG2 human hepatoma cells, Human Embryonic Kidney"], "order_basis": "paper_text_order:3885", "id": "assay:5"}, {"role": "analysis", "definition_id": "image_quantification", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["segment_objects", "quantify_intensity"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Densitometr"], "order_basis": "consumes_earlier_output", "id": "assay:6"}]}