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

pmid:40417081

Therapeutic gene targets and epigenetic modifications in rheumatoid arthritis: Insights from MTX, JAK inhibitors, and LLDT-8.

Jianan Zhao · Yunshen Li · Runrun Zhang · Yu Shan · Chenyang Song · Yaxin Cheng · Yiming Shi · Yixin Zheng · Fuyu Zhao · Junyu Fan · Cen Chang · Yuejuan Zheng · Dongyi He

Biochemistry and biophysics reports · 2025 doi:10.1016/j.bbrep.2025.102038

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:40417081
kind
science-record
content_hash
sha256:18329b35e82473e87b77e34d550f5bc1cc7a70180883a67ce018f6d80030cad7
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:30:33Z
updated_at
2026-11-01T22:14:06Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Therapeutic gene targets and epigenetic modifications in rheumatoid arthritis: Insights from MTX, JAK inhibitors, and LLDT-8.
doi
10.1016/j.bbrep.2025.102038
pmid
40417081
authors array · 13 items
[0]
Jianan Zhao
[1]
Yunshen Li
[2]
Runrun Zhang
[3]
Yu Shan
[4]
Chenyang Song
[5]
Yaxin Cheng
[6]
Yiming Shi
[7]
Yixin Zheng
[8]
Fuyu Zhao
[9]
Junyu Fan
[10]
Cen Chang
[11]
Yuejuan Zheng
[12]
Dongyi He
journal
Biochemistry and biophysics reports
year
2025
abstract
Objective: This study investigates therapeutic gene targets and their epigenetic modifications in rheumatoid arthritis (RA), focusing on the molecular effects of methotrexate (MTX), Janus kinase (JAK) inhibitors, and (5R)-5-hydroxytriptolide (LLDT-8) on fibroblast-like synoviocytes (FLS). Methods: Primary FLS were isolated from synovial tissues of RA and osteoarthritis (OA) patients and treated with MTX, JAK inhibitors, and LLDT-8. RNA sequencing identified differentially expressed genes (DEGs) under each treatment. The intersection of differentially expressed genes with trend analysis identified as potential drug target genes. Functional enrichment analyses were performed to explore associated pathways. Methylation changes in key genes were examined using the GEO database (GSE46364), and clinical relevance was evaluated using RA patient data from the PEAC database. Results: Compared to the osteoarthritis FLS group, the RA FLS group showed significant differences in 5095 genes (3300 upregulated and 1795 downregulated). After JAK inhibitor treatment, 3795 significant differential genes were identified in RA FLS (1733 upregulated and 2062 downregulated). MTX treatment resulted in 3195 significant differential genes (2171 upregulated and 1023 downregulated), while LLDT-8 treatment revealed 12,993 significant differential genes (7801 upregulated and 5192 downregulated). Following trend analysis and de-duplication, we identified 45 important drug target genes that exhibited significant correlations with common clinical indices in RA patients. Among these, GALNT9 and CCNF showed notable alterations in both methylation and expression levels, suggesting potential roles in RA pathogenesis and drug response. Functional enrichment highlighted critical pathways, including cell cycle, FoxO, and p53 signaling, which are implicated in FLS regulation and RA progression. Conclusion: This study highlights therapeutic gene targets and their epigenetic modifications as potential mechanisms underlying the effects of MTX, JAK inhibitors, and LLDT-8 in RA treatment. GALNT9 and CCNF emerge as promising candidates for further exploration in targeted therapeutic strategies.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
To identify potential target genes of the drugs, trend analysis was performed on all genes using the Mfuzz package [23].
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40417081
locator
sections[6] "Trend analysis" paragraph 2
quote
To identify potential target genes of the drugs, trend analysis was performed on all genes using the Mfuzz package [23].
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data that has been used is confidential.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40417081
locator
sections[24] "Data availability" paragraph 2
quote
The data that has been used is confidential.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Following trend analysis and de-duplication, 45 important drug target genes exhibiting significant correlations with common clinical indices in RA patients were identified.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40417081
locator
sections[0] "Abstract" paragraph 3
quote
Following trend analysis and de-duplication, we identified 45 important drug target genes that exhibited significant correlations with common clinical indices in RA patients.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Following trend analysis and de-duplication, 45 important drug target genes exhibiting significant correlations with common clinical indices in RA patients were identified.
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:40417081
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:GSE46364
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:GSE46364
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:40417081
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1016/j.bbrep.2025.102038
sha256
sha256:dcef2921de4db4112dee0e7e49b37e459049575c55a9e25c1e747b677223e328
bytes
36385
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1016/j.bbrep.2025.102038
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
PMC12099461
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE46364
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=GSE46364
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE46364
version
null
note
The data that has been used is confidential.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data that has been used is confidential.
access_statement_kind
data_availability_statement
sample_accessions array · 11 items
[0]
GSM1129198
[1]
GSM1129199
[2]
GSM1129200
[3]
GSM1129201
[4]
GSM1129202
[5]
GSM1129203
[6]
GSM1129204
[7]
GSM1129205
[8]
GSM1129206
[9]
GSM1129207
[10]
GSM1129208
sample_count
11
group_sizes
null
group_sizes_basis
null
platform
16304
taxon
Homo sapiens
title
DNA methylome signature in rheumatoid arthritis
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE46364 not downloaded
[1]
asset:data:geo:GSE46364 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
deseq2
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
0.8
band
high
quote
DESeq2
[1] object · 10 fields
id
method-2
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Pearson correlation
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
pathway enrichment
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Mfuzz trend analysis
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
To identify potential target genes of the drugs, trend analysis was performed on all genes using the Mfuzz package [23].
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: deseq2.
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]
GSE46364
resolved_accessions array · 1 item
[0]
GSE46364
statements array · 1 item
[0]
The data that has been used is confidential.
basis
The paper names GSE46364 in GEO 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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:40417081
[1]
data:geo:GSE46364
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:GSE46364
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
2026-11-01T19:53:07Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9860
completion_tokens
1582
cached_tokens
128
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:40417081
type
paper
label
pmid:40417081
[1] object · 3 fields
id
source:pmid:40417081
type
manuscript
label
PMID 40417081 full text
[2] object · 3 fields
id
data:geo:GSE46364
type
dataset
label
GEO GSE46364
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:40417081
type
paper
label
pmid:40417081
[1] object · 3 fields
id
source:pmid:40417081
type
manuscript
label
PMID 40417081 full text
[2] object · 3 fields
id
data:geo:GSE46364
type
dataset
label
GEO GSE46364
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-40417081
type
extraction
used array · 1 item
[0]
source:pmid:40417081
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE46364
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE46364
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:40417081
parent_hash
sha256:0e5ac87fcfa8584a316317d1d98e0d80f55003a15ce00de63fefb7191c501e5b
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE46364 licence not read
[1]
asset:data:geo:GSE46364 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 · 2 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]
reated with MTX, JAK inhibitors, and LLDT-8. RNA sequencing identified differentially expressed genes (D
[1]
yses were performed using R (Version 4.4.1). RNA-seq data were analyzed using the DESeq2 package
order_basis
paper_text_order:517
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
DESeq2
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40417081", "kind": "science-record", "revision": 3, "content_hash": "sha256:18329b35e82473e87b77e34d550f5bc1cc7a70180883a67ce018f6d80030cad7", "created_at": "2026-11-01T20:30:33Z", "updated_at": "2026-11-01T22:14:06Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Therapeutic gene targets and epigenetic modifications in rheumatoid arthritis: Insights from MTX, JAK inhibitors, and LLDT-8.", "doi": "10.1016/j.bbrep.2025.102038", "pmid": "40417081", "authors": ["Jianan Zhao", "Yunshen Li", "Runrun Zhang", "Yu Shan", "Chenyang Song", "Yaxin Cheng", "Yiming Shi", "Yixin Zheng", "Fuyu Zhao", "Junyu Fan", "Cen Chang", "Yuejuan Zheng", "Dongyi He"], "journal": "Biochemistry and biophysics reports", "year": 2025, "abstract": "Objective: This study investigates therapeutic gene targets and their epigenetic modifications in rheumatoid arthritis (RA), focusing on the molecular effects of methotrexate (MTX), Janus kinase (JAK) inhibitors, and (5R)-5-hydroxytriptolide (LLDT-8) on fibroblast-like synoviocytes (FLS).\nMethods: Primary FLS were isolated from synovial tissues of RA and osteoarthritis (OA) patients and treated with MTX, JAK inhibitors, and LLDT-8. RNA sequencing identified differentially expressed genes (DEGs) under each treatment. The intersection of differentially expressed genes with trend analysis identified as potential drug target genes. Functional enrichment analyses were performed to explore associated pathways. Methylation changes in key genes were examined using the GEO database (GSE46364), and clinical relevance was evaluated using RA patient data from the PEAC database.\nResults: Compared to the osteoarthritis FLS group, the RA FLS group showed significant differences in 5095 genes (3300 upregulated and 1795 downregulated). After JAK inhibitor treatment, 3795 significant differential genes were identified in RA FLS (1733 upregulated and 2062 downregulated). MTX treatment resulted in 3195 significant differential genes (2171 upregulated and 1023 downregulated), while LLDT-8 treatment revealed 12,993 significant differential genes (7801 upregulated and 5192 downregulated). Following trend analysis and de-duplication, we identified 45 important drug target genes that exhibited significant correlations with common clinical indices in RA patients. Among these, GALNT9 and CCNF showed notable alterations in both methylation and expression levels, suggesting potential roles in RA pathogenesis and drug response. Functional enrichment highlighted critical pathways, including cell cycle, FoxO, and p53 signaling, which are implicated in FLS regulation and RA progression.\nConclusion: This study highlights therapeutic gene targets and their epigenetic modifications as potential mechanisms underlying the effects of MTX, JAK inhibitors, and LLDT-8 in RA treatment. GALNT9 and CCNF emerge as promising candidates for further exploration in targeted therapeutic strategies.", "claims": [{"id": "claim-method", "statement": "To identify potential target genes of the drugs, trend analysis was performed on all genes using the Mfuzz package [23].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40417081", "locator": "sections[6] \"Trend analysis\" paragraph 2", "quote": "To identify potential target genes of the drugs, trend analysis was performed on all genes using the Mfuzz package [23]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data that has been used is confidential.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40417081", "locator": "sections[24] \"Data availability\" paragraph 2", "quote": "The data that has been used is confidential."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Following trend analysis and de-duplication, 45 important drug target genes exhibiting significant correlations with common clinical indices in RA patients were identified.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40417081", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Following trend analysis and de-duplication, we identified 45 important drug target genes that exhibited significant correlations with common clinical indices in RA patients."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Following trend analysis and de-duplication, 45 important drug target genes exhibiting significant correlations with common clinical indices in RA patients were identified.", "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:40417081"], "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:GSE46364"], "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:GSE46364"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40417081", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.bbrep.2025.102038", "sha256": "sha256:dcef2921de4db4112dee0e7e49b37e459049575c55a9e25c1e747b677223e328", "bytes": 36385, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.bbrep.2025.102038", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12099461", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE46364", "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=GSE46364", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE46364", "version": null, "note": "The data that has been used is confidential.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data that has been used is confidential.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1129198", "GSM1129199", "GSM1129200", "GSM1129201", "GSM1129202", "GSM1129203", "GSM1129204", "GSM1129205", "GSM1129206", "GSM1129207", "GSM1129208"], "sample_count": 11, "group_sizes": null, "group_sizes_basis": null, "platform": "16304", "taxon": "Homo sapiens", "title": "DNA methylome signature in rheumatoid arthritis", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE46364 not downloaded", "asset:data:geo:GSE46364 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "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": 0.8, "band": "high", "quote": "DESeq2"}}, {"id": "method-2", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson correlation"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "pathway enrichment"}}, {"id": "method-4", "family": null, "specific": null, "label": "Mfuzz trend analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To identify potential target genes of the drugs, trend analysis was performed on all genes using the Mfuzz package [23]."}}], "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: deseq2."}, "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": ["GSE46364"], "resolved_accessions": ["GSE46364"], "statements": ["The data that has been used is confidential."], "basis": "The paper names GSE46364 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:40417081", "data:geo:GSE46364"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE46364"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:53:07Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9860, "completion_tokens": 1582, "cached_tokens": 128}}, "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:40417081", "type": "paper", "label": "pmid:40417081"}, {"id": "source:pmid:40417081", "type": "manuscript", "label": "PMID 40417081 full text"}, {"id": "data:geo:GSE46364", "type": "dataset", "label": "GEO GSE46364"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40417081", "type": "paper", "label": "pmid:40417081"}, {"id": "source:pmid:40417081", "type": "manuscript", "label": "PMID 40417081 full text"}, {"id": "data:geo:GSE46364", "type": "dataset", "label": "GEO GSE46364"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40417081", "type": "extraction", "used": ["source:pmid:40417081"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE46364", "type": "accession_resolution", "used": ["data:geo:GSE46364"], "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:40417081", "parent_hash": "sha256:0e5ac87fcfa8584a316317d1d98e0d80f55003a15ce00de63fefb7191c501e5b", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE46364 licence not read", "asset:data:geo:GSE46364 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": ["reated with MTX, JAK inhibitors, and LLDT-8. RNA sequencing identified differentially expressed genes (D", "yses were performed using R (Version 4.4.1). RNA-seq data were analyzed using the DESeq2 package"], "order_basis": "paper_text_order:517", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["DESeq2"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}