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

pmid:35233461

LINC00665 regulates hepatocellular carcinoma by modulating mRNA via the m6A enzyme.

Ming Lei · Xinghua Du · Xiaokai Li · Fuke Wang · Ling Gu · Feng Guo

Open life sciences · 2022 doi:10.1515/biol-2022-0003

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

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:35233461
kind
science-record
content_hash
sha256:040c1c017a75c91d8f9e5c00a8cabcba64029bf9f70704fcafae92c1f14d11bc
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:36:59Z
updated_at
2026-11-01T22:06:00Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
LINC00665 regulates hepatocellular carcinoma by modulating mRNA via the m6A enzyme.
doi
10.1515/biol-2022-0003
pmid
35233461
authors array · 6 items
[0]
Ming Lei
[1]
Xinghua Du
[2]
Xiaokai Li
[3]
Fuke Wang
[4]
Ling Gu
[5]
Feng Guo
journal
Open life sciences
year
2022
abstract
This study aimed to reveal the mechanism by which long noncoding RNAs (lncRNAs) modulate hepatocellular carcinoma (HCC) by regulating mRNA via the N6-methyladenosine (m6A) enzyme. The expression and clinical data of 365 HCC patients and 50 healthy control samples were downloaded from the the Cancer Genome Atlas (TCGA) database. Differentially expressed lncRNAs (DElncRNAs) and differentially expressed mRNAs (DEmRNAs) screened using limma packages from the R. m6A2Target database were used to predict the relationship between m6A enzyme-lncRNA and m6A enzyme-mRNA. The mRNAs in the lncRNA-m6A enzyme-mRNA network were subjected to enrichment analysis. Cox regression analysis was used to screen for RNAs significantly related to HCC prognosis. The expression of differentially expressed RNAs (DERs) was verified using the TCGA dataset and GSE55092. Eighty-five DElncRNAs and 747 DEmRNAs were identified. The mRNAs in the lncRNA-m6A enzyme-mRNA network were primarily involved in mitotic cell division, the p53 signaling pathway, and the cell cycle. Three lncRNAs and 14 mRNAs were significantly associated with HCC prognosis. Furthermore, the expression of 12 DERs differed significantly between patients in the early and advanced stages. LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1. Thus, this study provides new insights into the roles of lncRNA and m6A enzymes in HCC.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35233461
locator
sections[6] "Prognostic correlation analysis of lncRNAs and mRNAs in the comprehensive network" paragraph 2
quote
Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35233461
locator
sections[16] "fn-group" paragraph 1
quote
Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35233461
locator
sections[0] "Abstract" paragraph 1
quote
LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1.
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:35233461
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:GSE55092
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:GSE55092
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 · 2 items
[0] object · 15 fields
id
source:pmid:35233461
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1515/biol-2022-0003
sha256
sha256:06a35efdef94f6fb60a33fd742e71142e61b3a8b6f38cc71c347dc9124d63218
bytes
21616
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1515/biol-2022-0003
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
PMC8847717
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE55092
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=GSE55092
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE55092
version
null
note
Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 140 items
[0]
GSM1329321
[1]
GSM1329322
[2]
GSM1329323
[3]
GSM1329324
[4]
GSM1329325
[5]
GSM1329326
[6]
GSM1329327
[7]
GSM1329328
[8]
GSM1329329
[9]
GSM1329330
[10]
GSM1329331
[11]
GSM1329332
[12]
GSM1329333
[13]
GSM1329334
[14]
GSM1329335
[15]
GSM1329336
[16]
GSM1329337
[17]
GSM1329338
[18]
GSM1329339
[19]
GSM1329340
[20]
GSM1329341
[21]
GSM1329342
[22]
GSM1329343
[23]
GSM1329344
[24]
GSM1329345
[25]
GSM1329346
[26]
GSM1329347
[27]
GSM1329348
[28]
GSM1329349
[29]
GSM1329350
[30]
GSM1329351
[31]
GSM1329352
[32]
GSM1329353
[33]
GSM1329354
[34]
GSM1329355
[35]
GSM1329356
[36]
GSM1329357
[37]
GSM1329358
[38]
GSM1329359
[39]
GSM1329360
[40]
GSM1329361
[41]
GSM1329362
[42]
GSM1329363
[43]
GSM1329364
[44]
GSM1329365
[45]
GSM1329366
[46]
GSM1329367
[47]
GSM1329368
[48]
GSM1329369
[49]
GSM1329370
[50]
GSM1329371
[51]
GSM1329372
[52]
GSM1329373
[53]
GSM1329374
[54]
GSM1329375
[55]
GSM1329376
[56]
GSM1329377
[57]
GSM1329378
[58]
GSM1329379
[59]
GSM1329380
[60]
GSM1329381
[61]
GSM1329382
[62]
GSM1329383
[63]
GSM1329384
[64]
GSM1329385
[65]
GSM1329386
[66]
GSM1329387
[67]
GSM1329388
[68]
GSM1329389
[69]
GSM1329390
[70]
GSM1329391
[71]
GSM1329392
[72]
GSM1329393
[73]
GSM1329394
[74]
GSM1329395
[75]
GSM1329396
[76]
GSM1329397
[77]
GSM1329398
[78]
GSM1329399
[79]
GSM1329400
[80]
GSM1329401
[81]
GSM1329402
[82]
GSM1329403
[83]
GSM1329404
[84]
GSM1329405
[85]
GSM1329406
[86]
GSM1329407
[87]
GSM1329408
[88]
GSM1329409
[89]
GSM1329410
[90]
GSM1329411
[91]
GSM1329412
[92]
GSM1329413
[93]
GSM1329414
[94]
GSM1329415
[95]
GSM1329416
[96]
GSM1329417
[97]
GSM1329418
[98]
GSM1329419
[99]
GSM1329420
[100]
GSM1329421
[101]
GSM1329422
[102]
GSM1329423
[103]
GSM1329424
[104]
GSM1329425
[105]
GSM1329426
[106]
GSM1329427
[107]
GSM1329428
[108]
GSM1329429
[109]
GSM1329430
[110]
GSM1329431
[111]
GSM1329432
[112]
GSM1329433
[113]
GSM1329434
[114]
GSM1329435
[115]
GSM1329436
[116]
GSM1329437
[117]
GSM1329438
[118]
GSM1329439
[119]
GSM1329440
[120]
GSM1329441
[121]
GSM1329442
[122]
GSM1329443
[123]
GSM1329444
[124]
GSM1329445
[125]
GSM1329446
[126]
GSM1329447
[127]
GSM1329448
[128]
GSM1329449
[129]
GSM1329450
[130]
GSM1329451
[131]
GSM1329452
[132]
GSM1329453
[133]
GSM1329454
[134]
GSM1329455
[135]
GSM1329456
[136]
GSM1329457
[137]
GSM1329458
[138]
GSM1329459
[139]
GSM1329460
sample_count
140
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Viral Expression and Molecular Profiling in Liver Tissue versus Microdissected Hepatocytes in Hepatitis B Virus - Associated Hepatocellular Carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE55092 not downloaded
[1]
asset:data:geo:GSE55092 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 1 field
p_value
A log-rank p value less than 0
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[2] object · 10 fields
id
method-3
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.7
band
medium
quote
limma
targets array · 0 items
gaps array · 0 items
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 · 1 item
[0]
cox_ph
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: cox_proportional_hazards.
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]
GSE55092
resolved_accessions array · 1 item
[0]
GSE55092
statements array · 1 item
[0]
Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
basis
The paper names GSE55092 in National Center for Biotechnology Information Search database Gene Expression Omnibus database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
cox_ph
assets array · 2 items
[0]
source:pmid:35233461
[1]
data:geo:GSE55092
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:GSE55092
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
2026-11-01T17:36:20Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
6877
completion_tokens
1535
cached_tokens
264
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:35233461
type
paper
label
pmid:35233461
[1] object · 3 fields
id
source:pmid:35233461
type
manuscript
label
PMID 35233461 full text
[2] object · 3 fields
id
data:geo:GSE55092
type
dataset
label
GEO GSE55092
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:35233461
type
paper
label
pmid:35233461
[1] object · 3 fields
id
source:pmid:35233461
type
manuscript
label
PMID 35233461 full text
[2] object · 3 fields
id
data:geo:GSE55092
type
dataset
label
GEO GSE55092
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35233461
type
extraction
used array · 1 item
[0]
source:pmid:35233461
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE55092
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE55092
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:35233461
parent_hash
sha256:1cc2ea8e1c97e39829d126bdae990a3dfa6e7948a6d1b3c4c57d5d59f3f8da7a
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE55092 licence not read
[1]
asset:data:geo:GSE55092 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35233461", "kind": "science-record", "revision": 4, "content_hash": "sha256:040c1c017a75c91d8f9e5c00a8cabcba64029bf9f70704fcafae92c1f14d11bc", "created_at": "2026-11-01T17:36:59Z", "updated_at": "2026-11-01T22:06:00Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "LINC00665 regulates hepatocellular carcinoma by modulating mRNA via the m6A enzyme.", "doi": "10.1515/biol-2022-0003", "pmid": "35233461", "authors": ["Ming Lei", "Xinghua Du", "Xiaokai Li", "Fuke Wang", "Ling Gu", "Feng Guo"], "journal": "Open life sciences", "year": 2022, "abstract": "This study aimed to reveal the mechanism by which long noncoding RNAs (lncRNAs) modulate hepatocellular carcinoma (HCC) by regulating mRNA via the N6-methyladenosine (m6A) enzyme. The expression and clinical data of 365 HCC patients and 50 healthy control samples were downloaded from the the Cancer Genome Atlas (TCGA) database. Differentially expressed lncRNAs (DElncRNAs) and differentially expressed mRNAs (DEmRNAs) screened using limma packages from the R. m6A2Target database were used to predict the relationship between m6A enzyme-lncRNA and m6A enzyme-mRNA. The mRNAs in the lncRNA-m6A enzyme-mRNA network were subjected to enrichment analysis. Cox regression analysis was used to screen for RNAs significantly related to HCC prognosis. The expression of differentially expressed RNAs (DERs) was verified using the TCGA dataset and GSE55092. Eighty-five DElncRNAs and 747 DEmRNAs were identified. The mRNAs in the lncRNA-m6A enzyme-mRNA network were primarily involved in mitotic cell division, the p53 signaling pathway, and the cell cycle. Three lncRNAs and 14 mRNAs were significantly associated with HCC prognosis. Furthermore, the expression of 12 DERs differed significantly between patients in the early and advanced stages. LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1. Thus, this study provides new insights into the roles of lncRNA and m6A enzymes in HCC.", "claims": [{"id": "claim-method", "statement": "Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35233461", "locator": "sections[6] \"Prognostic correlation analysis of lncRNAs and mRNAs in the comprehensive network\" paragraph 2", "quote": "Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35233461", "locator": "sections[16] \"fn-group\" paragraph 1", "quote": "Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35233461", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "LINC00665 was predicted to regulate 11 mRNAs by modulating IGF2BP1, IGF2BP2, and YTHDF1.", "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:35233461"], "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:GSE55092"], "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:GSE55092"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35233461", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1515/biol-2022-0003", "sha256": "sha256:06a35efdef94f6fb60a33fd742e71142e61b3a8b6f38cc71c347dc9124d63218", "bytes": 21616, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1515/biol-2022-0003", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8847717", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE55092", "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=GSE55092", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE55092", "version": null, "note": "Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1329321", "GSM1329322", "GSM1329323", "GSM1329324", "GSM1329325", "GSM1329326", "GSM1329327", "GSM1329328", "GSM1329329", "GSM1329330", "GSM1329331", "GSM1329332", "GSM1329333", "GSM1329334", "GSM1329335", "GSM1329336", "GSM1329337", "GSM1329338", "GSM1329339", "GSM1329340", "GSM1329341", "GSM1329342", "GSM1329343", "GSM1329344", "GSM1329345", "GSM1329346", "GSM1329347", "GSM1329348", "GSM1329349", "GSM1329350", "GSM1329351", "GSM1329352", "GSM1329353", "GSM1329354", "GSM1329355", "GSM1329356", "GSM1329357", "GSM1329358", "GSM1329359", "GSM1329360", "GSM1329361", "GSM1329362", "GSM1329363", "GSM1329364", "GSM1329365", "GSM1329366", "GSM1329367", "GSM1329368", "GSM1329369", "GSM1329370", "GSM1329371", "GSM1329372", "GSM1329373", "GSM1329374", "GSM1329375", "GSM1329376", "GSM1329377", "GSM1329378", "GSM1329379", "GSM1329380", "GSM1329381", "GSM1329382", "GSM1329383", "GSM1329384", "GSM1329385", "GSM1329386", "GSM1329387", "GSM1329388", "GSM1329389", "GSM1329390", "GSM1329391", "GSM1329392", "GSM1329393", "GSM1329394", "GSM1329395", "GSM1329396", "GSM1329397", "GSM1329398", "GSM1329399", "GSM1329400", "GSM1329401", "GSM1329402", "GSM1329403", "GSM1329404", "GSM1329405", "GSM1329406", "GSM1329407", "GSM1329408", "GSM1329409", "GSM1329410", "GSM1329411", "GSM1329412", "GSM1329413", "GSM1329414", "GSM1329415", "GSM1329416", "GSM1329417", "GSM1329418", "GSM1329419", "GSM1329420", "GSM1329421", "GSM1329422", "GSM1329423", "GSM1329424", "GSM1329425", "GSM1329426", "GSM1329427", "GSM1329428", "GSM1329429", "GSM1329430", "GSM1329431", "GSM1329432", "GSM1329433", "GSM1329434", "GSM1329435", "GSM1329436", "GSM1329437", "GSM1329438", "GSM1329439", "GSM1329440", "GSM1329441", "GSM1329442", "GSM1329443", "GSM1329444", "GSM1329445", "GSM1329446", "GSM1329447", "GSM1329448", "GSM1329449", "GSM1329450", "GSM1329451", "GSM1329452", "GSM1329453", "GSM1329454", "GSM1329455", "GSM1329456", "GSM1329457", "GSM1329458", "GSM1329459", "GSM1329460"], "sample_count": 140, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Viral Expression and Molecular Profiling in Liver Tissue versus Microdissected Hepatocytes in Hepatitis B Virus - Associated Hepatocellular Carcinoma", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE55092 not downloaded", "asset:data:geo:GSE55092 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs."}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {"p_value": "A log-rank p value less than 0"}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-3", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.7, "band": "medium", "quote": "limma"}}], "targets": [], "gaps": []}, "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": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "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": ["GSE55092"], "resolved_accessions": ["GSE55092"], "statements": ["Data availability statement: The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE55092 in National Center for Biotechnology Information Search database Gene Expression Omnibus database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:35233461", "data:geo:GSE55092"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE55092"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:36:20Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 6877, "completion_tokens": 1535, "cached_tokens": 264}}, "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:35233461", "type": "paper", "label": "pmid:35233461"}, {"id": "source:pmid:35233461", "type": "manuscript", "label": "PMID 35233461 full text"}, {"id": "data:geo:GSE55092", "type": "dataset", "label": "GEO GSE55092"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35233461", "type": "paper", "label": "pmid:35233461"}, {"id": "source:pmid:35233461", "type": "manuscript", "label": "PMID 35233461 full text"}, {"id": "data:geo:GSE55092", "type": "dataset", "label": "GEO GSE55092"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35233461", "type": "extraction", "used": ["source:pmid:35233461"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE55092", "type": "accession_resolution", "used": ["data:geo:GSE55092"], "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:35233461", "parent_hash": "sha256:1cc2ea8e1c97e39829d126bdae990a3dfa6e7948a6d1b3c4c57d5d59f3f8da7a", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE55092 licence not read", "asset:data:geo:GSE55092 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Univariate and multivariate Cox regression analyses in the survival package (version 2.41-1) [20] of R3.6.1 were used to screen for significantly independent prognostic lncRNAs and mRNAs."], "order_basis": "analysis_only", "id": "assay:1"}]}