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

pmid:34093943

Screening of non-alcoholic steatohepatitis (NASH)-related datasets and identification of NASH-related genes.

Ming-Jiang Liu · Hu Jin · Yu-Bing Chen · Jing-Jing Yu · Zhen-Ya Guo · Song-Qing He · Yong-Lian Zeng

International journal of clinical and experimental pathology · 2021

Paper

partial

Experiment

complete

Data

partial

Analysis

absent

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:34093943
kind
science-record
content_hash
sha256:d08838051ece9591a699ce1bbab13e7d74a4a82af8cdab7bb4399b74a2977528
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:35:24Z
updated_at
2026-11-01T18:55:40Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
partial
title
Screening of non-alcoholic steatohepatitis (NASH)-related datasets and identification of NASH-related genes.
doi
null
pmid
34093943
authors array · 7 items
[0]
Ming-Jiang Liu
[1]
Hu Jin
[2]
Yu-Bing Chen
[3]
Jing-Jing Yu
[4]
Zhen-Ya Guo
[5]
Song-Qing He
[6]
Yong-Lian Zeng
journal
International journal of clinical and experimental pathology
year
2021
abstract
Non-alcoholic steatohepatitis (NASH) is a common liver disease in the western world. The mechanisms behind NASH formation are poorly understood, but there may be multiple targets considering the disease's multifactorial nature. To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO). We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH. Further study showed that Angptl4, Foxo1, and Ttc39B might be essential for NASH progression, and these have been poorly studied. Therefore, we explored their roles in NASH. Our data show that these genes participate in the development of NASH through lipid metabolism. This suggests that the three genes can be used as therapeutic targets in NASH.
claims array · 2 items
[0] object · 6 fields
id
claim-data-access
statement
To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34093943
locator
sections[0] "Abstract" paragraph 1
quote
To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).
state
complete
[1] object · 6 fields
id
claim-target-result
statement
We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34093943
locator
sections[0] "Abstract" paragraph 1
quote
We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH.
state
complete
gaps array · 1 item
[0]
doi
experiment object · 8 fields
state
complete
objective
We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH.
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:34093943
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:GSE83452
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:GSE83452
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:34093943
role
manuscript
format
xml
media_type
application/xml
uri
null
sha256
sha256:9114dd920fee0f3f7992ddbc4bf5a30c04510d895d3d17aa336ae35ae8a0aefa
bytes
909
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
34093943
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
PMC8167495
source
ncbi_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE83452
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=GSE83452
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE83452
version
null
note
To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).
access_statement_kind
repository_route_statement
sample_accessions array · 231 items
[0]
GSM2203254
[1]
GSM2203255
[2]
GSM2203256
[3]
GSM2203257
[4]
GSM2203258
[5]
GSM2203259
[6]
GSM2203260
[7]
GSM2203261
[8]
GSM2203262
[9]
GSM2203263
[10]
GSM2203264
[11]
GSM2203265
[12]
GSM2203266
[13]
GSM2203267
[14]
GSM2203268
[15]
GSM2203269
[16]
GSM2203270
[17]
GSM2203271
[18]
GSM2203272
[19]
GSM2203273
[20]
GSM2203274
[21]
GSM2203275
[22]
GSM2203276
[23]
GSM2203277
[24]
GSM2203278
[25]
GSM2203279
[26]
GSM2203280
[27]
GSM2203281
[28]
GSM2203282
[29]
GSM2203283
[30]
GSM2203284
[31]
GSM2203285
[32]
GSM2203286
[33]
GSM2203287
[34]
GSM2203288
[35]
GSM2203289
[36]
GSM2203290
[37]
GSM2203291
[38]
GSM2203292
[39]
GSM2203293
[40]
GSM2203294
[41]
GSM2203295
[42]
GSM2203296
[43]
GSM2203297
[44]
GSM2203298
[45]
GSM2203299
[46]
GSM2203300
[47]
GSM2203301
[48]
GSM2203302
[49]
GSM2203303
[50]
GSM2203304
[51]
GSM2203305
[52]
GSM2203306
[53]
GSM2203307
[54]
GSM2203308
[55]
GSM2203309
[56]
GSM2203310
[57]
GSM2203311
[58]
GSM2203312
[59]
GSM2203313
[60]
GSM2203314
[61]
GSM2203315
[62]
GSM2203316
[63]
GSM2203317
[64]
GSM2203318
[65]
GSM2203319
[66]
GSM2203320
[67]
GSM2203321
[68]
GSM2203322
[69]
GSM2203323
[70]
GSM2203324
[71]
GSM2203325
[72]
GSM2203326
[73]
GSM2203327
[74]
GSM2203328
[75]
GSM2203329
[76]
GSM2203330
[77]
GSM2203331
[78]
GSM2203332
[79]
GSM2203333
[80]
GSM2203334
[81]
GSM2203335
[82]
GSM2203336
[83]
GSM2203337
[84]
GSM2203338
[85]
GSM2203339
[86]
GSM2203340
[87]
GSM2203341
[88]
GSM2203342
[89]
GSM2203343
[90]
GSM2203344
[91]
GSM2203345
[92]
GSM2203346
[93]
GSM2203347
[94]
GSM2203348
[95]
GSM2203349
[96]
GSM2203350
[97]
GSM2203351
[98]
GSM2203352
[99]
GSM2203353
[100]
GSM2203354
[101]
GSM2203355
[102]
GSM2203356
[103]
GSM2203357
[104]
GSM2203358
[105]
GSM2203359
[106]
GSM2203360
[107]
GSM2203361
[108]
GSM2203362
[109]
GSM2203363
[110]
GSM2203364
[111]
GSM2203365
[112]
GSM2203366
[113]
GSM2203367
[114]
GSM2203368
[115]
GSM2203369
[116]
GSM2203370
[117]
GSM2203371
[118]
GSM2203372
[119]
GSM2203373
[120]
GSM2203374
[121]
GSM2203375
[122]
GSM2203376
[123]
GSM2203377
[124]
GSM2203378
[125]
GSM2203379
[126]
GSM2203380
[127]
GSM2203381
[128]
GSM2203382
[129]
GSM2203383
[130]
GSM2203384
[131]
GSM2203385
[132]
GSM2203386
[133]
GSM2203387
[134]
GSM2203388
[135]
GSM2203389
[136]
GSM2203390
[137]
GSM2203391
[138]
GSM2203392
[139]
GSM2203393
[140]
GSM2203394
[141]
GSM2203395
[142]
GSM2203396
[143]
GSM2203397
[144]
GSM2203398
[145]
GSM2203399
[146]
GSM2203400
[147]
GSM2203401
[148]
GSM2203402
[149]
GSM2203403
[150]
GSM2203404
[151]
GSM2203405
[152]
GSM2203406
[153]
GSM2203407
[154]
GSM2203408
[155]
GSM2203409
[156]
GSM2203410
[157]
GSM2203411
[158]
GSM2203412
[159]
GSM2203413
[160]
GSM2203414
[161]
GSM2203415
[162]
GSM2203416
[163]
GSM2203417
[164]
GSM2203418
[165]
GSM2203419
[166]
GSM2203420
[167]
GSM2203421
[168]
GSM2203422
[169]
GSM2203423
[170]
GSM2203424
[171]
GSM2203425
[172]
GSM2203426
[173]
GSM2203427
[174]
GSM2203428
[175]
GSM2203429
[176]
GSM2203430
[177]
GSM2203431
[178]
GSM2203432
[179]
GSM2203433
[180]
GSM2203434
[181]
GSM2203435
[182]
GSM2203436
[183]
GSM2203437
[184]
GSM2203438
[185]
GSM2203439
[186]
GSM2203440
[187]
GSM2203441
[188]
GSM2203442
[189]
GSM2203443
[190]
GSM2203444
[191]
GSM2203445
[192]
GSM2203446
[193]
GSM2203447
[194]
GSM2203448
[195]
GSM2203449
[196]
GSM2203450
[197]
GSM2203451
[198]
GSM2203452
[199]
GSM2203453
[200]
GSM2203454
[201]
GSM2203455
[202]
GSM2203456
[203]
GSM2203457
[204]
GSM2203458
[205]
GSM2203459
[206]
GSM2203460
[207]
GSM2203461
[208]
GSM2203462
[209]
GSM2203463
[210]
GSM2203464
[211]
GSM2203465
[212]
GSM2203466
[213]
GSM2203467
[214]
GSM2203468
[215]
GSM2203469
[216]
GSM2203470
[217]
GSM2203471
[218]
GSM2203472
[219]
GSM2203473
[220]
GSM2203474
[221]
GSM2203475
[222]
GSM2203476
[223]
GSM2203477
[224]
GSM2203478
[225]
GSM2203479
[226]
GSM2203480
[227]
GSM2203481
[228]
GSM2203482
[229]
GSM2203483
[230]
GSM2203484
sample_count
231
group_sizes
null
group_sizes_basis
null
platform
16686
taxon
Homo sapiens
title
Expression data from liver of obese patients
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE89632
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=GSE89632
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE89632
version
null
note
To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).
access_statement_kind
repository_route_statement
sample_accessions array · 63 items
[0]
GSM2385720
[1]
GSM2385721
[2]
GSM2385722
[3]
GSM2385723
[4]
GSM2385724
[5]
GSM2385725
[6]
GSM2385726
[7]
GSM2385727
[8]
GSM2385728
[9]
GSM2385729
[10]
GSM2385730
[11]
GSM2385731
[12]
GSM2385732
[13]
GSM2385733
[14]
GSM2385734
[15]
GSM2385735
[16]
GSM2385736
[17]
GSM2385737
[18]
GSM2385738
[19]
GSM2385739
[20]
GSM2385740
[21]
GSM2385741
[22]
GSM2385742
[23]
GSM2385743
[24]
GSM2385744
[25]
GSM2385745
[26]
GSM2385746
[27]
GSM2385747
[28]
GSM2385748
[29]
GSM2385749
[30]
GSM2385750
[31]
GSM2385751
[32]
GSM2385752
[33]
GSM2385753
[34]
GSM2385754
[35]
GSM2385755
[36]
GSM2385756
[37]
GSM2385757
[38]
GSM2385758
[39]
GSM2385759
[40]
GSM2385760
[41]
GSM2385761
[42]
GSM2385762
[43]
GSM2385763
[44]
GSM2385764
[45]
GSM2385765
[46]
GSM2385766
[47]
GSM2385767
[48]
GSM2385768
[49]
GSM2385769
[50]
GSM2385770
[51]
GSM2385771
[52]
GSM2385772
[53]
GSM2385773
[54]
GSM2385774
[55]
GSM2385775
[56]
GSM2385776
[57]
GSM2385777
[58]
GSM2385778
[59]
GSM2385779
[60]
GSM2385780
[61]
GSM2385781
[62]
GSM2385782
sample_count
63
group_sizes
null
group_sizes_basis
null
platform
14951
taxon
Homo sapiens
title
Genome-wide analysis of hepatic gene expression in patients with non-alcoholic fatty liver disease and in healthy donors in relation to hepatic fatty acid composition and other nutritional factors
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE83452 not downloaded
[1]
asset:data:geo:GSE83452 licence not read
[2]
asset:data:geo:GSE89632 not downloaded
[3]
asset:data:geo:GSE89632 licence not read
analysis object · 4 fields
state
absent
methods array · 0 items
targets array · 0 items
gaps array · 2 items
[0]
method
[1]
operations
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
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (not named), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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 · 2 items
[0]
GSE89632
[1]
GSE83452
resolved_accessions array · 2 items
[0]
GSE89632
[1]
GSE83452
statements array · 1 item
[0]
To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).
basis
The paper names GSE89632, GSE83452 in Gene Expression Omnibus database (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:34093943
[1]
data:geo:GSE83452
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:GSE83452
gaps array · 1 item
[0]
method:not_determinable
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
2026-11-01T17:02:09Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
null
calls
5
usage object · 3 fields
prompt_tokens
1831
completion_tokens
773
cached_tokens
188
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:34093943
type
paper
label
pmid:34093943
[1] object · 3 fields
id
source:pmid:34093943
type
manuscript
label
PMID 34093943 full text
[2] object · 3 fields
id
data:geo:GSE83452
type
dataset
label
GEO GSE83452
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:34093943
type
paper
label
pmid:34093943
[1] object · 3 fields
id
source:pmid:34093943
type
manuscript
label
PMID 34093943 full text
[2] object · 3 fields
id
data:geo:GSE83452
type
dataset
label
GEO GSE83452
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34093943
type
extraction
used array · 1 item
[0]
source:pmid:34093943
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE83452
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE83452
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:34093943
parent_hash
sha256:89fd454bac22c9b5382ebb3e3287fe4e016775b306a88c8ef2ac686173c05d98
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE83452 licence not read
[1]
asset:data:geo:GSE83452 not downloaded
[2]
asset:data:geo:GSE89632 licence not read
[3]
asset:data:geo:GSE89632 not downloaded
[4]
doi
[5]
execution.not_run
[6]
method
[7]
operations
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34093943", "kind": "science-record", "revision": 2, "content_hash": "sha256:d08838051ece9591a699ce1bbab13e7d74a4a82af8cdab7bb4399b74a2977528", "created_at": "2026-11-01T17:35:24Z", "updated_at": "2026-11-01T18:55:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "partial", "title": "Screening of non-alcoholic steatohepatitis (NASH)-related datasets and identification of NASH-related genes.", "doi": null, "pmid": "34093943", "authors": ["Ming-Jiang Liu", "Hu Jin", "Yu-Bing Chen", "Jing-Jing Yu", "Zhen-Ya Guo", "Song-Qing He", "Yong-Lian Zeng"], "journal": "International journal of clinical and experimental pathology", "year": 2021, "abstract": "Non-alcoholic steatohepatitis (NASH) is a common liver disease in the western world. The mechanisms behind NASH formation are poorly understood, but there may be multiple targets considering the disease's multifactorial nature. To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO). We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH. Further study showed that Angptl4, Foxo1, and Ttc39B might be essential for NASH progression, and these have been poorly studied. Therefore, we explored their roles in NASH. Our data show that these genes participate in the development of NASH through lipid metabolism. This suggests that the three genes can be used as therapeutic targets in NASH.", "claims": [{"id": "claim-data-access", "statement": "To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34093943", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34093943", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH."}], "state": "complete"}], "gaps": ["doi"]}, "experiment": {"state": "complete", "objective": "We identified 281 genes with a common expression in two NASH-related datasets (GSE89632 and GSE83452), suggesting that they may be related to NASH.", "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:34093943"], "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:GSE83452"], "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:GSE83452"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34093943", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": null, "sha256": "sha256:9114dd920fee0f3f7992ddbc4bf5a30c04510d895d3d17aa336ae35ae8a0aefa", "bytes": 909, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "34093943", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8167495", "source": "ncbi_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE83452", "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=GSE83452", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE83452", "version": null, "note": "To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2203254", "GSM2203255", "GSM2203256", "GSM2203257", "GSM2203258", "GSM2203259", "GSM2203260", "GSM2203261", "GSM2203262", "GSM2203263", "GSM2203264", "GSM2203265", "GSM2203266", "GSM2203267", "GSM2203268", "GSM2203269", "GSM2203270", "GSM2203271", "GSM2203272", "GSM2203273", "GSM2203274", "GSM2203275", "GSM2203276", "GSM2203277", "GSM2203278", "GSM2203279", "GSM2203280", "GSM2203281", "GSM2203282", "GSM2203283", "GSM2203284", "GSM2203285", "GSM2203286", "GSM2203287", "GSM2203288", "GSM2203289", "GSM2203290", "GSM2203291", "GSM2203292", "GSM2203293", "GSM2203294", "GSM2203295", "GSM2203296", "GSM2203297", "GSM2203298", "GSM2203299", "GSM2203300", "GSM2203301", "GSM2203302", "GSM2203303", "GSM2203304", "GSM2203305", "GSM2203306", "GSM2203307", "GSM2203308", "GSM2203309", "GSM2203310", "GSM2203311", "GSM2203312", "GSM2203313", "GSM2203314", "GSM2203315", "GSM2203316", "GSM2203317", "GSM2203318", "GSM2203319", "GSM2203320", "GSM2203321", "GSM2203322", "GSM2203323", "GSM2203324", "GSM2203325", "GSM2203326", "GSM2203327", "GSM2203328", "GSM2203329", "GSM2203330", "GSM2203331", "GSM2203332", "GSM2203333", "GSM2203334", "GSM2203335", "GSM2203336", "GSM2203337", "GSM2203338", "GSM2203339", "GSM2203340", "GSM2203341", "GSM2203342", "GSM2203343", "GSM2203344", "GSM2203345", "GSM2203346", "GSM2203347", "GSM2203348", "GSM2203349", "GSM2203350", "GSM2203351", "GSM2203352", "GSM2203353", "GSM2203354", "GSM2203355", "GSM2203356", "GSM2203357", "GSM2203358", "GSM2203359", "GSM2203360", "GSM2203361", "GSM2203362", "GSM2203363", "GSM2203364", "GSM2203365", "GSM2203366", "GSM2203367", "GSM2203368", "GSM2203369", "GSM2203370", "GSM2203371", "GSM2203372", "GSM2203373", "GSM2203374", "GSM2203375", "GSM2203376", "GSM2203377", "GSM2203378", "GSM2203379", "GSM2203380", "GSM2203381", "GSM2203382", "GSM2203383", "GSM2203384", "GSM2203385", "GSM2203386", "GSM2203387", "GSM2203388", "GSM2203389", "GSM2203390", "GSM2203391", "GSM2203392", "GSM2203393", "GSM2203394", "GSM2203395", "GSM2203396", "GSM2203397", "GSM2203398", "GSM2203399", "GSM2203400", "GSM2203401", "GSM2203402", "GSM2203403", "GSM2203404", "GSM2203405", "GSM2203406", "GSM2203407", "GSM2203408", "GSM2203409", "GSM2203410", "GSM2203411", "GSM2203412", "GSM2203413", "GSM2203414", "GSM2203415", "GSM2203416", "GSM2203417", "GSM2203418", "GSM2203419", "GSM2203420", "GSM2203421", "GSM2203422", "GSM2203423", "GSM2203424", "GSM2203425", "GSM2203426", "GSM2203427", "GSM2203428", "GSM2203429", "GSM2203430", "GSM2203431", "GSM2203432", "GSM2203433", "GSM2203434", "GSM2203435", "GSM2203436", "GSM2203437", "GSM2203438", "GSM2203439", "GSM2203440", "GSM2203441", "GSM2203442", "GSM2203443", "GSM2203444", "GSM2203445", "GSM2203446", "GSM2203447", "GSM2203448", "GSM2203449", "GSM2203450", "GSM2203451", "GSM2203452", "GSM2203453", "GSM2203454", "GSM2203455", "GSM2203456", "GSM2203457", "GSM2203458", "GSM2203459", "GSM2203460", "GSM2203461", "GSM2203462", "GSM2203463", "GSM2203464", "GSM2203465", "GSM2203466", "GSM2203467", "GSM2203468", "GSM2203469", "GSM2203470", "GSM2203471", "GSM2203472", "GSM2203473", "GSM2203474", "GSM2203475", "GSM2203476", "GSM2203477", "GSM2203478", "GSM2203479", "GSM2203480", "GSM2203481", "GSM2203482", "GSM2203483", "GSM2203484"], "sample_count": 231, "group_sizes": null, "group_sizes_basis": null, "platform": "16686", "taxon": "Homo sapiens", "title": "Expression data from liver of obese patients", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE89632", "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=GSE89632", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE89632", "version": null, "note": "To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2385720", "GSM2385721", "GSM2385722", "GSM2385723", "GSM2385724", "GSM2385725", "GSM2385726", "GSM2385727", "GSM2385728", "GSM2385729", "GSM2385730", "GSM2385731", "GSM2385732", "GSM2385733", "GSM2385734", "GSM2385735", "GSM2385736", "GSM2385737", "GSM2385738", "GSM2385739", "GSM2385740", "GSM2385741", "GSM2385742", "GSM2385743", "GSM2385744", "GSM2385745", "GSM2385746", "GSM2385747", "GSM2385748", "GSM2385749", "GSM2385750", "GSM2385751", "GSM2385752", "GSM2385753", "GSM2385754", "GSM2385755", "GSM2385756", "GSM2385757", "GSM2385758", "GSM2385759", "GSM2385760", "GSM2385761", "GSM2385762", "GSM2385763", "GSM2385764", "GSM2385765", "GSM2385766", "GSM2385767", "GSM2385768", "GSM2385769", "GSM2385770", "GSM2385771", "GSM2385772", "GSM2385773", "GSM2385774", "GSM2385775", "GSM2385776", "GSM2385777", "GSM2385778", "GSM2385779", "GSM2385780", "GSM2385781", "GSM2385782"], "sample_count": 63, "group_sizes": null, "group_sizes_basis": null, "platform": "14951", "taxon": "Homo sapiens", "title": "Genome-wide analysis of hepatic gene expression in patients with non-alcoholic fatty liver disease  and in healthy donors in relation to hepatic fatty acid composition and other nutritional factors", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE83452 not downloaded", "asset:data:geo:GSE83452 licence not read", "asset:data:geo:GSE89632 not downloaded", "asset:data:geo:GSE89632 licence not read"]}, "analysis": {"state": "absent", "methods": [], "targets": [], "gaps": ["method", "operations"]}, "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (not named), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["GSE89632", "GSE83452"], "resolved_accessions": ["GSE89632", "GSE83452"], "statements": ["To explore the genes related to the pathogenesis of NASH, we downloaded clinical data and gene expression of NASH patients from the Gene Expression Omnibus database (GEO)."], "basis": "The paper names GSE89632, GSE83452 in Gene Expression Omnibus database (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:34093943", "data:geo:GSE83452"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE83452"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:02:09Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": null}, "calls": 5, "usage": {"prompt_tokens": 1831, "completion_tokens": 773, "cached_tokens": 188}}, "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:34093943", "type": "paper", "label": "pmid:34093943"}, {"id": "source:pmid:34093943", "type": "manuscript", "label": "PMID 34093943 full text"}, {"id": "data:geo:GSE83452", "type": "dataset", "label": "GEO GSE83452"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34093943", "type": "paper", "label": "pmid:34093943"}, {"id": "source:pmid:34093943", "type": "manuscript", "label": "PMID 34093943 full text"}, {"id": "data:geo:GSE83452", "type": "dataset", "label": "GEO GSE83452"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34093943", "type": "extraction", "used": ["source:pmid:34093943"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE83452", "type": "accession_resolution", "used": ["data:geo:GSE83452"], "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:34093943", "parent_hash": "sha256:89fd454bac22c9b5382ebb3e3287fe4e016775b306a88c8ef2ac686173c05d98", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:GSE83452 licence not read", "asset:data:geo:GSE83452 not downloaded", "asset:data:geo:GSE89632 licence not read", "asset:data:geo:GSE89632 not downloaded", "doi", "execution.not_run", "method", "operations", "review.human_critique", "review.independent_reader", "review.machine_critique"]}