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

pmid:39534605

YTHDC1 Regulates the Migration, Invasion, Proliferation, and Apoptosis of Rheumatoid Fibroblast-Like Synoviocytes.

Zhi-Wei Feng · Chen-Fei Yang · He-Fang Xiao · Fa Yuan · Feng Chen · Bo Zhang · Jun Zhang · Min Tan · Ming-Gang Guo

Frontiers in immunology · 2024 doi:10.3389/fimmu.2024.1440398

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:39534605
kind
science-record
content_hash
sha256:fe0a132f389e2d2602e9297ecf4bde509badb66787662ac79673eaec191b6e2d
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:29:48Z
updated_at
2026-11-01T22:55:36Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
YTHDC1 Regulates the Migration, Invasion, Proliferation, and Apoptosis of Rheumatoid Fibroblast-Like Synoviocytes.
doi
10.3389/fimmu.2024.1440398
pmid
39534605
authors array · 9 items
[0]
Zhi-Wei Feng
[1]
Chen-Fei Yang
[2]
He-Fang Xiao
[3]
Fa Yuan
[4]
Feng Chen
[5]
Bo Zhang
[6]
Jun Zhang
[7]
Min Tan
[8]
Ming-Gang Guo
journal
Frontiers in immunology
year
2024
abstract
Background: Rheumatoid arthritis (RA), a chronic autoimmune condition, is characterized by persistent synovial inflammation, bone degradation, and progressive joint deterioration. Despite considerable research efforts, the precise molecular mechanism underlying RA remains elusive. This investigation aims to elucidate the potential role and molecular mechanism of N6-methyladenosine (m6A) methylation regulators in the pathogenesis of RA. Methods: In this study, we employed bioinformatics tools to elucidate the association between RA and m6A modifications, aiming to identify potential biological markers. We extracted datasets GSE12021, GSE55235, and GSE55457 from the Gene Expression Omnibus (GEO) database for comprehensive analysis. Utilizing differential expression analysis, protein-protein interaction (PPI) analysis, and single-cell sequencing techniques, we identified pivotal hub genes implicated in the pathogenesis of RA. Subsequently, we assessed the correlation between these hub genes and the pathogenesis of RA using Gene Set Enrichment Analysis (GSEA). Both in vivo and in vitro experiments were performed to confirm the expression and functional roles of the identified key hub gene in RA. Results: Differential expression analysis, PPI analysis, and single-cell analysis identified three key hub genes (YTHDC1, YTHDC2, and YTHDF2) associated with RA. GSEA results further revealed that these genes are enriched in pathways associated with inflammatory responses. Subsequent correlation analysis demonstrated a significant negative correlation between YTHDC1 expression and CD8+ T cell levels. Notably, the gene and protein expression levels of YTHDC1 and YTHDF2 were significantly reduced in the synovial tissue of RA patients. Furthermore, silencing YTHDC1 in fibroblast-like synoviocytes (FLSs) significantly inhibited their migration, invasion, proliferation, and induced apoptosis. Conclusion: YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The “Limma” package (38) was used to identify differentially expressed genes (DEGs).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39534605
locator
sections[3] "Data processing and differential expression analysis" paragraph 3
quote
The “Limma” package (38) was used to identify differentially expressed genes (DEGs).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39534605
locator
sections[34] "Data availability statement" paragraph 2
quote
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39534605
locator
sections[0] "Abstract" paragraph 4
quote
YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs.
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:39534605
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:GSE12021
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:GSE12021
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 · 5 items
[0] object · 15 fields
id
source:pmid:39534605
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fimmu.2024.1440398
sha256
sha256:9e3e4168adb8b7c3ca2337cace2c26a1ca003a8dbb3f3a23779f13673871467f
bytes
58461
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fimmu.2024.1440398
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
PMC11554466
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE12021
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=GSE12021
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE12021
version
null
note
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 57 items
[0]
GSM302859
[1]
GSM302864
[2]
GSM302866
[3]
GSM302870
[4]
GSM302872
[5]
GSM302874
[6]
GSM302876
[7]
GSM302878
[8]
GSM302880
[9]
GSM302881
[10]
GSM302882
[11]
GSM302895
[12]
GSM302896
[13]
GSM302897
[14]
GSM302900
[15]
GSM302905
[16]
GSM302924
[17]
GSM302926
[18]
GSM302927
[19]
GSM302929
[20]
GSM302930
[21]
GSM302932
[22]
GSM302933
[23]
GSM302934
[24]
GSM302943
[25]
GSM302944
[26]
GSM303326
[27]
GSM303339
[28]
GSM303341
[29]
GSM303355
[30]
GSM303356
[31]
GSM303357
[32]
GSM303358
[33]
GSM303359
[34]
GSM303360
[35]
GSM303361
[36]
GSM303362
[37]
GSM303363
[38]
GSM303364
[39]
GSM303365
[40]
GSM303366
[41]
GSM303367
[42]
GSM303368
[43]
GSM303369
[44]
GSM303370
[45]
GSM303377
[46]
GSM303520
[47]
GSM303521
[48]
GSM303522
[49]
GSM303523
[50]
GSM303524
[51]
GSM303525
[52]
GSM303530
[53]
GSM303531
[54]
GSM303532
[55]
GSM303533
[56]
GSM303534
sample_count
57
group_sizes
null
group_sizes_basis
null
platform
96;97
taxon
Homo sapiens
title
Identification of inter-individual and gene-specific variances in mRNA expression profiles in the RA SM
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE159117
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=GSE159117
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE159117
version
null
note
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 1 item
[0]
GSM4819747
sample_count
1
group_sizes
null
group_sizes_basis
null
platform
23227
taxon
Homo sapiens
title
Single cell RNA-seq for PBMC from rheumatoid arthritis patient
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE55235
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=GSE55235
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE55235
version
null
note
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 30 items
[0]
GSM1332201
[1]
GSM1332202
[2]
GSM1332203
[3]
GSM1332204
[4]
GSM1332205
[5]
GSM1332206
[6]
GSM1332207
[7]
GSM1332208
[8]
GSM1332209
[9]
GSM1332210
[10]
GSM1332211
[11]
GSM1332212
[12]
GSM1332213
[13]
GSM1332214
[14]
GSM1332215
[15]
GSM1332216
[16]
GSM1332217
[17]
GSM1332218
[18]
GSM1332219
[19]
GSM1332220
[20]
GSM1332221
[21]
GSM1332222
[22]
GSM1332223
[23]
GSM1332224
[24]
GSM1332225
[25]
GSM1332226
[26]
GSM1332227
[27]
GSM1332228
[28]
GSM1332229
[29]
GSM1332230
sample_count
30
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Identification of rheumatoid arthritis and osteoarthritis patients by transcriptome-based rule set generation
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE55457
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=GSE55457
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE55457
version
null
note
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 33 items
[0]
GSM1337304
[1]
GSM1337305
[2]
GSM1337306
[3]
GSM1337307
[4]
GSM1337308
[5]
GSM1337309
[6]
GSM1337310
[7]
GSM1337311
[8]
GSM1337312
[9]
GSM1337313
[10]
GSM1337314
[11]
GSM1337315
[12]
GSM1337316
[13]
GSM1337317
[14]
GSM1337318
[15]
GSM1337319
[16]
GSM1337320
[17]
GSM1337321
[18]
GSM1337322
[19]
GSM1337323
[20]
GSM1337324
[21]
GSM1337325
[22]
GSM1337326
[23]
GSM1337327
[24]
GSM1337328
[25]
GSM1337329
[26]
GSM1337330
[27]
GSM1337331
[28]
GSM1337332
[29]
GSM1337333
[30]
GSM1337334
[31]
GSM1337335
[32]
GSM1337336
sample_count
33
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Identification of rheumatoid arthritis and osteoarthritis patients by transcriptome-based rule set generation [Jena]
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 · 8 items
[0]
asset:data:geo:GSE12021 not downloaded
[1]
asset:data:geo:GSE12021 licence not read
[2]
asset:data:geo:GSE159117 not downloaded
[3]
asset:data:geo:GSE159117 licence not read
[4]
asset:data:geo:GSE55235 not downloaded
[5]
asset:data:geo:GSE55235 licence not read
[6]
asset:data:geo:GSE55457 not downloaded
[7]
asset:data:geo:GSE55457 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
The “Limma” package (38) was used to identify differentially expressed genes (DEGs).
[1] object · 10 fields
id
method-2
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
ANOVA
[2] object · 10 fields
id
method-3
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[3] object · 10 fields
id
method-4
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
[4] object · 10 fields
id
method-5
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.8
band
high
quote
ROC curve
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
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: limma_voom.
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 · 4 items
[0]
GSE12021
[1]
GSE55235
[2]
GSE55457
[3]
GSE159117
resolved_accessions array · 4 items
[0]
GSE12021
[1]
GSE55235
[2]
GSE55457
[3]
GSE159117
statements array · 1 item
[0]
The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.
basis
The paper names GSE12021, GSE55235, GSE55457, GSE159117 in NCBI GEO repository 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:39534605
[1]
data:geo:GSE12021
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:GSE12021
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
2026-11-01T19:38:28Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
17011
completion_tokens
1232
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:39534605
type
paper
label
pmid:39534605
[1] object · 3 fields
id
source:pmid:39534605
type
manuscript
label
PMID 39534605 full text
[2] object · 3 fields
id
data:geo:GSE12021
type
dataset
label
GEO GSE12021
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:39534605
type
paper
label
pmid:39534605
[1] object · 3 fields
id
source:pmid:39534605
type
manuscript
label
PMID 39534605 full text
[2] object · 3 fields
id
data:geo:GSE12021
type
dataset
label
GEO GSE12021
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39534605
type
extraction
used array · 1 item
[0]
source:pmid:39534605
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE12021
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE12021
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:39534605
parent_hash
sha256:9e21f21dc9415c96720e1226da92d66b7c79ef432d9475728b200045f67fde64
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE12021 licence not read
[1]
asset:data:geo:GSE12021 not downloaded
[2]
asset:data:geo:GSE159117 licence not read
[3]
asset:data:geo:GSE159117 not downloaded
[4]
asset:data:geo:GSE55235 licence not read
[5]
asset:data:geo:GSE55235 not downloaded
[6]
asset:data:geo:GSE55457 licence not read
[7]
asset:data:geo:GSE55457 not downloaded
[8]
execution.not_run
[9]
method.reader_differs_from_extractor
[10]
review.human_critique
[11]
review.independent_reader
[12]
review.machine_critique
assays array · 7 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
the Migration, Invasion, Proliferation, and Apoptosis of Rheumatoid Fibroblast-Like Synoviocytes.
[1]
ration, invasion, proliferation, and induced apoptosis. Conclusion: YTHDC1 may potentially be invol
[2]
n of migration, invasion, proliferation, and apoptosis in FLSs.
order_basis
paper_text_order:17
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
ng Gene Set Enrichment Analysis (GSEA). Both in vivo and in vitro experiments were performed to c
order_basis
paper_text_order:1148
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
sing and differential expression analysis RA microarray datasets were obtained from the GEO database
order_basis
paper_text_order:2214
id
assay:3
[3] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
d to TC synovium ( Figure 5C ). Quantitative real-time PCR (QRT-PCR) and Western blot analyses revealed
order_basis
paper_text_order:6698
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
western_blot
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
). Quantitative real-time PCR (QRT-PCR) and Western blot analyses revealed a reduction in YTHDC1 and
order_basis
paper_text_order:6727
id
assay:5
[5] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
statistically significant ( Figures 5D, E ). IHC and IF analyses further confirmed the downre
[1]
and YTHDF2 in TC and RA samples (n = 3). (F) IHC images showing the expression of YTHDC1 and
order_basis
paper_text_order:6918
id
assay:6
[6] 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]
The “Limma” package (38) was used to identify differentially expressed genes (DEGs).
order_basis
consumes_earlier_output
id
assay:7
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39534605", "kind": "science-record", "revision": 4, "content_hash": "sha256:fe0a132f389e2d2602e9297ecf4bde509badb66787662ac79673eaec191b6e2d", "created_at": "2026-11-01T20:29:48Z", "updated_at": "2026-11-01T22:55:36Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "YTHDC1 Regulates the Migration, Invasion, Proliferation, and Apoptosis of Rheumatoid Fibroblast-Like Synoviocytes.", "doi": "10.3389/fimmu.2024.1440398", "pmid": "39534605", "authors": ["Zhi-Wei Feng", "Chen-Fei Yang", "He-Fang Xiao", "Fa Yuan", "Feng Chen", "Bo Zhang", "Jun Zhang", "Min Tan", "Ming-Gang Guo"], "journal": "Frontiers in immunology", "year": 2024, "abstract": "Background: Rheumatoid arthritis (RA), a chronic autoimmune condition, is characterized by persistent synovial inflammation, bone degradation, and progressive joint deterioration. Despite considerable research efforts, the precise molecular mechanism underlying RA remains elusive. This investigation aims to elucidate the potential role and molecular mechanism of N6-methyladenosine (m6A) methylation regulators in the pathogenesis of RA.\nMethods: In this study, we employed bioinformatics tools to elucidate the association between RA and m6A modifications, aiming to identify potential biological markers. We extracted datasets GSE12021, GSE55235, and GSE55457 from the Gene Expression Omnibus (GEO) database for comprehensive analysis. Utilizing differential expression analysis, protein-protein interaction (PPI) analysis, and single-cell sequencing techniques, we identified pivotal hub genes implicated in the pathogenesis of RA. Subsequently, we assessed the correlation between these hub genes and the pathogenesis of RA using Gene Set Enrichment Analysis (GSEA). Both in vivo and in vitro experiments were performed to confirm the expression and functional roles of the identified key hub gene in RA.\nResults: Differential expression analysis, PPI analysis, and single-cell analysis identified three key hub genes (YTHDC1, YTHDC2, and YTHDF2) associated with RA. GSEA results further revealed that these genes are enriched in pathways associated with inflammatory responses. Subsequent correlation analysis demonstrated a significant negative correlation between YTHDC1 expression and CD8+ T cell levels. Notably, the gene and protein expression levels of YTHDC1 and YTHDF2 were significantly reduced in the synovial tissue of RA patients. Furthermore, silencing YTHDC1 in fibroblast-like synoviocytes (FLSs) significantly inhibited their migration, invasion, proliferation, and induced apoptosis.\nConclusion: YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs.", "claims": [{"id": "claim-method", "statement": "The “Limma” package (38) was used to identify differentially expressed genes (DEGs).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39534605", "locator": "sections[3] \"Data processing and differential expression analysis\" paragraph 3", "quote": "The “Limma” package (38) was used to identify differentially expressed genes (DEGs)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39534605", "locator": "sections[34] \"Data availability statement\" paragraph 2", "quote": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39534605", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "YTHDC1 may potentially be involved in the pathogenesis of RA through its regulation of migration, invasion, proliferation, and apoptosis in FLSs.", "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:39534605"], "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:GSE12021"], "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:GSE12021"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39534605", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fimmu.2024.1440398", "sha256": "sha256:9e3e4168adb8b7c3ca2337cace2c26a1ca003a8dbb3f3a23779f13673871467f", "bytes": 58461, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fimmu.2024.1440398", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11554466", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE12021", "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=GSE12021", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE12021", "version": null, "note": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM302859", "GSM302864", "GSM302866", "GSM302870", "GSM302872", "GSM302874", "GSM302876", "GSM302878", "GSM302880", "GSM302881", "GSM302882", "GSM302895", "GSM302896", "GSM302897", "GSM302900", "GSM302905", "GSM302924", "GSM302926", "GSM302927", "GSM302929", "GSM302930", "GSM302932", "GSM302933", "GSM302934", "GSM302943", "GSM302944", "GSM303326", "GSM303339", "GSM303341", "GSM303355", "GSM303356", "GSM303357", "GSM303358", "GSM303359", "GSM303360", "GSM303361", "GSM303362", "GSM303363", "GSM303364", "GSM303365", "GSM303366", "GSM303367", "GSM303368", "GSM303369", "GSM303370", "GSM303377", "GSM303520", "GSM303521", "GSM303522", "GSM303523", "GSM303524", "GSM303525", "GSM303530", "GSM303531", "GSM303532", "GSM303533", "GSM303534"], "sample_count": 57, "group_sizes": null, "group_sizes_basis": null, "platform": "96;97", "taxon": "Homo sapiens", "title": "Identification of inter-individual and gene-specific variances in mRNA expression profiles in the RA SM", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE159117", "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=GSE159117", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE159117", "version": null, "note": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4819747"], "sample_count": 1, "group_sizes": null, "group_sizes_basis": null, "platform": "23227", "taxon": "Homo sapiens", "title": "Single cell RNA-seq for PBMC from rheumatoid arthritis patient", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE55235", "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=GSE55235", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE55235", "version": null, "note": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1332201", "GSM1332202", "GSM1332203", "GSM1332204", "GSM1332205", "GSM1332206", "GSM1332207", "GSM1332208", "GSM1332209", "GSM1332210", "GSM1332211", "GSM1332212", "GSM1332213", "GSM1332214", "GSM1332215", "GSM1332216", "GSM1332217", "GSM1332218", "GSM1332219", "GSM1332220", "GSM1332221", "GSM1332222", "GSM1332223", "GSM1332224", "GSM1332225", "GSM1332226", "GSM1332227", "GSM1332228", "GSM1332229", "GSM1332230"], "sample_count": 30, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Identification of rheumatoid arthritis and osteoarthritis patients by transcriptome-based rule set generation", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE55457", "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=GSE55457", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE55457", "version": null, "note": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1337304", "GSM1337305", "GSM1337306", "GSM1337307", "GSM1337308", "GSM1337309", "GSM1337310", "GSM1337311", "GSM1337312", "GSM1337313", "GSM1337314", "GSM1337315", "GSM1337316", "GSM1337317", "GSM1337318", "GSM1337319", "GSM1337320", "GSM1337321", "GSM1337322", "GSM1337323", "GSM1337324", "GSM1337325", "GSM1337326", "GSM1337327", "GSM1337328", "GSM1337329", "GSM1337330", "GSM1337331", "GSM1337332", "GSM1337333", "GSM1337334", "GSM1337335", "GSM1337336"], "sample_count": 33, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Identification of rheumatoid arthritis and osteoarthritis patients by transcriptome-based rule set generation [Jena]", "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:GSE12021 not downloaded", "asset:data:geo:GSE12021 licence not read", "asset:data:geo:GSE159117 not downloaded", "asset:data:geo:GSE159117 licence not read", "asset:data:geo:GSE55235 not downloaded", "asset:data:geo:GSE55235 licence not read", "asset:data:geo:GSE55457 not downloaded", "asset:data:geo:GSE55457 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "The “Limma” package (38) was used to identify differentially expressed genes (DEGs)."}}, {"id": "method-2", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-4", "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-5", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.8, "band": "high", "quote": "ROC curve"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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: limma_voom."}, "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": ["GSE12021", "GSE55235", "GSE55457", "GSE159117"], "resolved_accessions": ["GSE12021", "GSE55235", "GSE55457", "GSE159117"], "statements": ["The datasets supporting the conclusions of this article are available in the NCBI GEO repository, accession numbers GSE12021, GSE55235, GSE55457, GSE159117. The experimental data used in this study are available from the corresponding author upon a reasonable request."], "basis": "The paper names GSE12021, GSE55235, GSE55457, GSE159117 in NCBI GEO repository 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:39534605", "data:geo:GSE12021"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE12021"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:38:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 17011, "completion_tokens": 1232, "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:39534605", "type": "paper", "label": "pmid:39534605"}, {"id": "source:pmid:39534605", "type": "manuscript", "label": "PMID 39534605 full text"}, {"id": "data:geo:GSE12021", "type": "dataset", "label": "GEO GSE12021"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39534605", "type": "paper", "label": "pmid:39534605"}, {"id": "source:pmid:39534605", "type": "manuscript", "label": "PMID 39534605 full text"}, {"id": "data:geo:GSE12021", "type": "dataset", "label": "GEO GSE12021"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39534605", "type": "extraction", "used": ["source:pmid:39534605"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE12021", "type": "accession_resolution", "used": ["data:geo:GSE12021"], "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:39534605", "parent_hash": "sha256:9e21f21dc9415c96720e1226da92d66b7c79ef432d9475728b200045f67fde64", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE12021 licence not read", "asset:data:geo:GSE12021 not downloaded", "asset:data:geo:GSE159117 licence not read", "asset:data:geo:GSE159117 not downloaded", "asset:data:geo:GSE55235 licence not read", "asset:data:geo:GSE55235 not downloaded", "asset:data:geo:GSE55457 licence not read", "asset:data:geo:GSE55457 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["the Migration, Invasion, Proliferation, and Apoptosis of Rheumatoid Fibroblast-Like Synoviocytes.", "ration, invasion, proliferation, and induced apoptosis. Conclusion: YTHDC1 may potentially be invol", "n of migration, invasion, proliferation, and apoptosis in FLSs."], "order_basis": "paper_text_order:17", "id": "assay:1"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["ng Gene Set Enrichment Analysis (GSEA). Both in vivo and in vitro experiments were performed to c"], "order_basis": "paper_text_order:1148", "id": "assay:2"}, {"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["sing and differential expression analysis RA microarray datasets were obtained from the GEO database"], "order_basis": "paper_text_order:2214", "id": "assay:3"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["d to TC synovium ( Figure 5C ). Quantitative real-time PCR (QRT-PCR) and Western blot analyses revealed"], "order_basis": "paper_text_order:6698", "id": "assay:4"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["). Quantitative real-time PCR (QRT-PCR) and Western blot analyses revealed a reduction in YTHDC1 and"], "order_basis": "paper_text_order:6727", "id": "assay:5"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["statistically significant ( Figures 5D, E ). IHC and IF analyses further confirmed the downre", "and YTHDF2 in TC and RA samples (n = 3). (F) IHC images showing the expression of YTHDC1 and"], "order_basis": "paper_text_order:6918", "id": "assay:6"}, {"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": 1.0, "evidence": ["The “Limma” package (38) was used to identify differentially expressed genes (DEGs)."], "order_basis": "consumes_earlier_output", "id": "assay:7"}]}