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

pmid:35003215

Identification of Potential Hub Genes and miRNA-mRNA Pairs Related to the Progression and Prognosis of Cervical Cancer Through Integrated Bioinformatics Analysis.

Mingxu Fu · Yongyan Pei · Fang Lu · Huici Jiang · Yingying Bi · Jiajing Cheng · Jinlong Qin

Frontiers in genetics · 2021 doi:10.3389/fgene.2021.775006

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:35003215
kind
science-record
content_hash
sha256:f95420a541ffd574864e9e09428c3845dc5ac0be887db024ff27cb363bfa54d9
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:36:43Z
updated_at
2026-11-01T22:48:12Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Potential Hub Genes and miRNA-mRNA Pairs Related to the Progression and Prognosis of Cervical Cancer Through Integrated Bioinformatics Analysis.
doi
10.3389/fgene.2021.775006
pmid
35003215
authors array · 7 items
[0]
Mingxu Fu
[1]
Yongyan Pei
[2]
Fang Lu
[3]
Huici Jiang
[4]
Yingying Bi
[5]
Jiajing Cheng
[6]
Jinlong Qin
journal
Frontiers in genetics
year
2021
abstract
In recent years, the incidence and mortality of cervical cancer have increased worldwide. At the same time, increasing data have confirmed that miRNA-mRNA plays a positive or negative regulatory role in many cancers. This study attempted to screen effective miRNA-mRNA in the progression of cervical cancer, and to study the mechanism of miRNA-mRNA in the progression of cervical cancer. The expression profile data of GSE7410, GSE 63514, GSE 86100 and TCGA-CESC were downloaded, and 34 overlapping differentially expressed genes (22 up-regulated and 12 down-regulated) and 166 miRNAs (74 down-regulated and 92 up-regulated) were screened through limma package. Then, miR-197-3p/TYMS pairs were obtained by PPI, functional enrichment, Kaplan-Meier plotter analysis, Cox univariate and multivariate analysis, risk modeling, WGCNA, qPCR and dual-luciferase experiments. The results showed that TYMS was an independent prognostic factor of cervical cancer, and its expression level was negatively correlated with cervical cancer tissue grade (TMN), tumor grade, age, microsatellite stability and tumor mutation load, and positively correlated with methyl expression in DNMT1, DNMT2, DNMT3A and DNMT3B. Functional experiments showed that TYMS knockout could promote the proliferation, migration and invasion of HeLa cells and reduce apoptosis. Overexpression of TYMS showed the opposite trend, miR-197-3p was negatively correlated with the expression of TYMS. MiR-197-3p inhibitor reversed the effect of si-TYMS on the proliferation of HeLa cells. In conclusion, these results reveal that TYMS plays a very important role in the prognosis and progression of cervical cancer, and has the potential to be thought of as cervical cancer biomarkers. At the same time, miR-197-3p/TYMS axis can regulate the deterioration of cervical cancer cells, which lays a foundation for the molecular diagnosis and treatment of cervical cancer.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35003215
locator
sections[4] "Differentially Expressed mRNAs and miRNAs Screening" paragraph 2
quote
The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35003215
locator
sections[33] "Data Availability Statement" paragraph 2
quote
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
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:35003215
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:GSE63514
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:GSE63514
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:35003215
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fgene.2021.775006
sha256
sha256:ceb84b446fd552b74fefb3856b3ed273090bf144009609fcbcd3881009048d0e
bytes
53457
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fgene.2021.775006
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
PMC8727538
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE63514
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=GSE63514
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE63514
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 128 items
[0]
GSM1551311
[1]
GSM1551312
[2]
GSM1551313
[3]
GSM1551314
[4]
GSM1551315
[5]
GSM1551316
[6]
GSM1551317
[7]
GSM1551318
[8]
GSM1551319
[9]
GSM1551320
[10]
GSM1551321
[11]
GSM1551322
[12]
GSM1551323
[13]
GSM1551324
[14]
GSM1551325
[15]
GSM1551326
[16]
GSM1551327
[17]
GSM1551328
[18]
GSM1551329
[19]
GSM1551330
[20]
GSM1551331
[21]
GSM1551332
[22]
GSM1551333
[23]
GSM1551334
[24]
GSM1551335
[25]
GSM1551336
[26]
GSM1551337
[27]
GSM1551338
[28]
GSM1551339
[29]
GSM1551340
[30]
GSM1551341
[31]
GSM1551342
[32]
GSM1551343
[33]
GSM1551344
[34]
GSM1551345
[35]
GSM1551346
[36]
GSM1551347
[37]
GSM1551348
[38]
GSM1551349
[39]
GSM1551350
[40]
GSM1551351
[41]
GSM1551352
[42]
GSM1551353
[43]
GSM1551354
[44]
GSM1551355
[45]
GSM1551356
[46]
GSM1551357
[47]
GSM1551358
[48]
GSM1551359
[49]
GSM1551360
[50]
GSM1551361
[51]
GSM1551362
[52]
GSM1551363
[53]
GSM1551364
[54]
GSM1551365
[55]
GSM1551366
[56]
GSM1551367
[57]
GSM1551368
[58]
GSM1551369
[59]
GSM1551370
[60]
GSM1551371
[61]
GSM1551372
[62]
GSM1551373
[63]
GSM1551374
[64]
GSM1551375
[65]
GSM1551376
[66]
GSM1551377
[67]
GSM1551378
[68]
GSM1551379
[69]
GSM1551380
[70]
GSM1551381
[71]
GSM1551382
[72]
GSM1551383
[73]
GSM1551384
[74]
GSM1551385
[75]
GSM1551386
[76]
GSM1551387
[77]
GSM1551388
[78]
GSM1551389
[79]
GSM1551390
[80]
GSM1551391
[81]
GSM1551392
[82]
GSM1551393
[83]
GSM1551394
[84]
GSM1551395
[85]
GSM1551396
[86]
GSM1551397
[87]
GSM1551398
[88]
GSM1551399
[89]
GSM1551400
[90]
GSM1551401
[91]
GSM1551402
[92]
GSM1551403
[93]
GSM1551404
[94]
GSM1551405
[95]
GSM1551406
[96]
GSM1551407
[97]
GSM1551408
[98]
GSM1551409
[99]
GSM1551410
[100]
GSM1551411
[101]
GSM1551412
[102]
GSM1551413
[103]
GSM1551414
[104]
GSM1551415
[105]
GSM1551416
[106]
GSM1551417
[107]
GSM1551418
[108]
GSM1551419
[109]
GSM1551420
[110]
GSM1551421
[111]
GSM1551422
[112]
GSM1551423
[113]
GSM1551424
[114]
GSM1551425
[115]
GSM1551426
[116]
GSM1551427
[117]
GSM1551428
[118]
GSM1551429
[119]
GSM1551430
[120]
GSM1551431
[121]
GSM1551432
[122]
GSM1551433
[123]
GSM1551434
[124]
GSM1551435
[125]
GSM1551436
[126]
GSM1551437
[127]
GSM1551438
sample_count
128
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression analysis of cervical cancer progression
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE7410
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=GSE7410
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE7410
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 45 items
[0]
GSM178828
[1]
GSM178829
[2]
GSM178830
[3]
GSM178831
[4]
GSM178832
[5]
GSM178833
[6]
GSM178834
[7]
GSM178835
[8]
GSM178836
[9]
GSM178837
[10]
GSM178838
[11]
GSM178839
[12]
GSM178840
[13]
GSM178841
[14]
GSM178842
[15]
GSM178843
[16]
GSM178844
[17]
GSM178845
[18]
GSM178846
[19]
GSM178847
[20]
GSM178848
[21]
GSM178849
[22]
GSM178850
[23]
GSM178851
[24]
GSM178852
[25]
GSM178853
[26]
GSM178854
[27]
GSM178855
[28]
GSM178856
[29]
GSM178857
[30]
GSM178858
[31]
GSM178859
[32]
GSM178860
[33]
GSM178861
[34]
GSM178862
[35]
GSM178863
[36]
GSM178864
[37]
GSM178865
[38]
GSM178866
[39]
GSM178867
[40]
GSM178868
[41]
GSM178869
[42]
GSM178870
[43]
GSM178871
[44]
GSM178872
sample_count
45
group_sizes
null
group_sizes_basis
null
platform
1708
taxon
Homo sapiens
title
Gene expression in early stage cervical cancer
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE86100
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=GSE86100
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE86100
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 12 items
[0]
GSM2293546
[1]
GSM2293547
[2]
GSM2293548
[3]
GSM2293549
[4]
GSM2293550
[5]
GSM2293551
[6]
GSM2293552
[7]
GSM2293553
[8]
GSM2293554
[9]
GSM2293555
[10]
GSM2293556
[11]
GSM2293557
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
19730
taxon
Homo sapiens
title
miRNA expression profiles of HPV-infected cervical cancer patients in the Uyghur population in China
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE9750
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=GSE9750
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9750
version
null
note
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 66 items
[0]
GSM246087
[1]
GSM246088
[2]
GSM246089
[3]
GSM246090
[4]
GSM246119
[5]
GSM246120
[6]
GSM246121
[7]
GSM246122
[8]
GSM246123
[9]
GSM246422
[10]
GSM246423
[11]
GSM246484
[12]
GSM246485
[13]
GSM246486
[14]
GSM246487
[15]
GSM246488
[16]
GSM246489
[17]
GSM246490
[18]
GSM246491
[19]
GSM247162
[20]
GSM247163
[21]
GSM247164
[22]
GSM247165
[23]
GSM247166
[24]
GSM247168
[25]
GSM247169
[26]
GSM247171
[27]
GSM247173
[28]
GSM247174
[29]
GSM247175
[30]
GSM247188
[31]
GSM247189
[32]
GSM247190
[33]
GSM247650
[34]
GSM247651
[35]
GSM247652
[36]
GSM247653
[37]
GSM247654
[38]
GSM247655
[39]
GSM247656
[40]
GSM247657
[41]
GSM247658
[42]
GSM247659
[43]
GSM247660
[44]
GSM247661
[45]
GSM247662
[46]
GSM247663
[47]
GSM247856
[48]
GSM247857
[49]
GSM247859
[50]
GSM247860
[51]
GSM247862
[52]
GSM247864
[53]
GSM247865
[54]
GSM247866
[55]
GSM247876
[56]
GSM247877
[57]
GSM247878
[58]
GSM247879
[59]
GSM247881
[60]
GSM247882
[61]
GSM247883
[62]
GSM247884
[63]
GSM247885
[64]
GSM247886
[65]
GSM247887
sample_count
66
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Identification of gene expression profiles in cervical cancer
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 8 items
[0]
asset:data:geo:GSE63514 not downloaded
[1]
asset:data:geo:GSE63514 licence not read
[2]
asset:data:geo:GSE7410 not downloaded
[3]
asset:data:geo:GSE7410 licence not read
[4]
asset:data:geo:GSE86100 not downloaded
[5]
asset:data:geo:GSE86100 licence not read
[6]
asset:data:geo:GSE9750 not downloaded
[7]
asset:data:geo:GSE9750 licence not read
analysis object · 4 fields
state
complete
methods array · 6 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
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
0.7
band
medium
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
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
0.8
band
high
quote
Cox Regression
[3] object · 10 fields
id
method-4
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
[4] object · 10 fields
id
method-5
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
PPI
[5] object · 10 fields
id
method-6
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
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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
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: anova.
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]
GSE7410
[1]
GSE63514
[2]
GSE86100
[3]
GSE9750
resolved_accessions array · 4 items
[0]
GSE7410
[1]
GSE63514
[2]
GSE86100
[3]
GSE9750
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.
basis
The paper names GSE7410, GSE63514, GSE86100, GSE9750 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 2 items
[0]
source:pmid:35003215
[1]
data:geo:GSE63514
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:GSE63514
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
2026-11-01T17:15:02Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
15709
completion_tokens
1521
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:35003215
type
paper
label
pmid:35003215
[1] object · 3 fields
id
source:pmid:35003215
type
manuscript
label
PMID 35003215 full text
[2] object · 3 fields
id
data:geo:GSE63514
type
dataset
label
GEO GSE63514
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:35003215
type
paper
label
pmid:35003215
[1] object · 3 fields
id
source:pmid:35003215
type
manuscript
label
PMID 35003215 full text
[2] object · 3 fields
id
data:geo:GSE63514
type
dataset
label
GEO GSE63514
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35003215
type
extraction
used array · 1 item
[0]
source:pmid:35003215
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE63514
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE63514
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:35003215
parent_hash
sha256:f50b672c975f8a5c9973751d3468149cd611b846bdaa9be549bf3287e942d6b2
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE63514 licence not read
[1]
asset:data:geo:GSE63514 not downloaded
[2]
asset:data:geo:GSE7410 licence not read
[3]
asset:data:geo:GSE7410 not downloaded
[4]
asset:data:geo:GSE86100 licence not read
[5]
asset:data:geo:GSE86100 not downloaded
[6]
asset:data:geo:GSE9750 licence not read
[7]
asset:data:geo:GSE9750 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 5 items
[0] 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]
multivariate analysis, risk modeling, WGCNA, qPCR and dual-luciferase experiments. The results
order_basis
paper_text_order:948
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
the proliferation, migration and invasion of HeLa cells and reduce apoptosis. Overexpression o
[1]
he effect of si-TYMS on the proliferation of HeLa cells. In conclusion, these results reveal t
[2]
h Institute (Beijing, China). The cells were cultured in Dulbecco’s modified Eagle’s medium (DMEM, In
[3]
a, United States) were added. The cells were cultured in 5% CO2 at 37 C in a constant-temperature inc
order_basis
paper_text_order:1425
id
assay:2
[2] 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
0.69
evidence array · 1 item
[0]
ration and invasion of HeLa cells and reduce apoptosis. Overexpression of TYMS showed the opposite
order_basis
paper_text_order:1447
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
transfection
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]
Materials and Methods Cell Culture and Transfection HeLa cells were purchased from Beijing Beina
[1]
, United States) was used to transfect 50 nm siRNA (si-TYMS; RiboBio, China), pCDH-TYMS (RiboBi
order_basis
paper_text_order:2086
id
assay:4
[4] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package.
order_basis
consumes_earlier_output
id
assay:5
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35003215", "kind": "science-record", "revision": 5, "content_hash": "sha256:f95420a541ffd574864e9e09428c3845dc5ac0be887db024ff27cb363bfa54d9", "created_at": "2026-11-01T17:36:43Z", "updated_at": "2026-11-01T22:48:12Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Potential Hub Genes and miRNA-mRNA Pairs Related to the Progression and Prognosis of Cervical Cancer Through Integrated Bioinformatics Analysis.", "doi": "10.3389/fgene.2021.775006", "pmid": "35003215", "authors": ["Mingxu Fu", "Yongyan Pei", "Fang Lu", "Huici Jiang", "Yingying Bi", "Jiajing Cheng", "Jinlong Qin"], "journal": "Frontiers in genetics", "year": 2021, "abstract": "In recent years, the incidence and mortality of cervical cancer have increased worldwide. At the same time, increasing data have confirmed that miRNA-mRNA plays a positive or negative regulatory role in many cancers. This study attempted to screen effective miRNA-mRNA in the progression of cervical cancer, and to study the mechanism of miRNA-mRNA in the progression of cervical cancer. The expression profile data of GSE7410, GSE 63514, GSE 86100 and TCGA-CESC were downloaded, and 34 overlapping differentially expressed genes (22 up-regulated and 12 down-regulated) and 166 miRNAs (74 down-regulated and 92 up-regulated) were screened through limma package. Then, miR-197-3p/TYMS pairs were obtained by PPI, functional enrichment, Kaplan-Meier plotter analysis, Cox univariate and multivariate analysis, risk modeling, WGCNA, qPCR and dual-luciferase experiments. The results showed that TYMS was an independent prognostic factor of cervical cancer, and its expression level was negatively correlated with cervical cancer tissue grade (TMN), tumor grade, age, microsatellite stability and tumor mutation load, and positively correlated with methyl expression in DNMT1, DNMT2, DNMT3A and DNMT3B. Functional experiments showed that TYMS knockout could promote the proliferation, migration and invasion of HeLa cells and reduce apoptosis. Overexpression of TYMS showed the opposite trend, miR-197-3p was negatively correlated with the expression of TYMS. MiR-197-3p inhibitor reversed the effect of si-TYMS on the proliferation of HeLa cells. In conclusion, these results reveal that TYMS plays a very important role in the prognosis and progression of cervical cancer, and has the potential to be thought of as cervical cancer biomarkers. At the same time, miR-197-3p/TYMS axis can regulate the deterioration of cervical cancer cells, which lays a foundation for the molecular diagnosis and treatment of cervical cancer.", "claims": [{"id": "claim-method", "statement": "The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35003215", "locator": "sections[4] \"Differentially Expressed mRNAs and miRNAs Screening\" paragraph 2", "quote": "The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35003215", "locator": "sections[33] \"Data Availability Statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "", "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:35003215"], "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:GSE63514"], "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:GSE63514"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35003215", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fgene.2021.775006", "sha256": "sha256:ceb84b446fd552b74fefb3856b3ed273090bf144009609fcbcd3881009048d0e", "bytes": 53457, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fgene.2021.775006", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8727538", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE63514", "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=GSE63514", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE63514", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1551311", "GSM1551312", "GSM1551313", "GSM1551314", "GSM1551315", "GSM1551316", "GSM1551317", "GSM1551318", "GSM1551319", "GSM1551320", "GSM1551321", "GSM1551322", "GSM1551323", "GSM1551324", "GSM1551325", "GSM1551326", "GSM1551327", "GSM1551328", "GSM1551329", "GSM1551330", "GSM1551331", "GSM1551332", "GSM1551333", "GSM1551334", "GSM1551335", "GSM1551336", "GSM1551337", "GSM1551338", "GSM1551339", "GSM1551340", "GSM1551341", "GSM1551342", "GSM1551343", "GSM1551344", "GSM1551345", "GSM1551346", "GSM1551347", "GSM1551348", "GSM1551349", "GSM1551350", "GSM1551351", "GSM1551352", "GSM1551353", "GSM1551354", "GSM1551355", "GSM1551356", "GSM1551357", "GSM1551358", "GSM1551359", "GSM1551360", "GSM1551361", "GSM1551362", "GSM1551363", "GSM1551364", "GSM1551365", "GSM1551366", "GSM1551367", "GSM1551368", "GSM1551369", "GSM1551370", "GSM1551371", "GSM1551372", "GSM1551373", "GSM1551374", "GSM1551375", "GSM1551376", "GSM1551377", "GSM1551378", "GSM1551379", "GSM1551380", "GSM1551381", "GSM1551382", "GSM1551383", "GSM1551384", "GSM1551385", "GSM1551386", "GSM1551387", "GSM1551388", "GSM1551389", "GSM1551390", "GSM1551391", "GSM1551392", "GSM1551393", "GSM1551394", "GSM1551395", "GSM1551396", "GSM1551397", "GSM1551398", "GSM1551399", "GSM1551400", "GSM1551401", "GSM1551402", "GSM1551403", "GSM1551404", "GSM1551405", "GSM1551406", "GSM1551407", "GSM1551408", "GSM1551409", "GSM1551410", "GSM1551411", "GSM1551412", "GSM1551413", "GSM1551414", "GSM1551415", "GSM1551416", "GSM1551417", "GSM1551418", "GSM1551419", "GSM1551420", "GSM1551421", "GSM1551422", "GSM1551423", "GSM1551424", "GSM1551425", "GSM1551426", "GSM1551427", "GSM1551428", "GSM1551429", "GSM1551430", "GSM1551431", "GSM1551432", "GSM1551433", "GSM1551434", "GSM1551435", "GSM1551436", "GSM1551437", "GSM1551438"], "sample_count": 128, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression analysis of cervical cancer progression", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE7410", "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=GSE7410", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7410", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM178828", "GSM178829", "GSM178830", "GSM178831", "GSM178832", "GSM178833", "GSM178834", "GSM178835", "GSM178836", "GSM178837", "GSM178838", "GSM178839", "GSM178840", "GSM178841", "GSM178842", "GSM178843", "GSM178844", "GSM178845", "GSM178846", "GSM178847", "GSM178848", "GSM178849", "GSM178850", "GSM178851", "GSM178852", "GSM178853", "GSM178854", "GSM178855", "GSM178856", "GSM178857", "GSM178858", "GSM178859", "GSM178860", "GSM178861", "GSM178862", "GSM178863", "GSM178864", "GSM178865", "GSM178866", "GSM178867", "GSM178868", "GSM178869", "GSM178870", "GSM178871", "GSM178872"], "sample_count": 45, "group_sizes": null, "group_sizes_basis": null, "platform": "1708", "taxon": "Homo sapiens", "title": "Gene expression in early stage cervical cancer", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE86100", "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=GSE86100", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE86100", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2293546", "GSM2293547", "GSM2293548", "GSM2293549", "GSM2293550", "GSM2293551", "GSM2293552", "GSM2293553", "GSM2293554", "GSM2293555", "GSM2293556", "GSM2293557"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "19730", "taxon": "Homo sapiens", "title": "miRNA expression profiles of HPV-infected cervical cancer patients in the Uyghur population in China", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE9750", "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=GSE9750", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE9750", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM246087", "GSM246088", "GSM246089", "GSM246090", "GSM246119", "GSM246120", "GSM246121", "GSM246122", "GSM246123", "GSM246422", "GSM246423", "GSM246484", "GSM246485", "GSM246486", "GSM246487", "GSM246488", "GSM246489", "GSM246490", "GSM246491", "GSM247162", "GSM247163", "GSM247164", "GSM247165", "GSM247166", "GSM247168", "GSM247169", "GSM247171", "GSM247173", "GSM247174", "GSM247175", "GSM247188", "GSM247189", "GSM247190", "GSM247650", "GSM247651", "GSM247652", "GSM247653", "GSM247654", "GSM247655", "GSM247656", "GSM247657", "GSM247658", "GSM247659", "GSM247660", "GSM247661", "GSM247662", "GSM247663", "GSM247856", "GSM247857", "GSM247859", "GSM247860", "GSM247862", "GSM247864", "GSM247865", "GSM247866", "GSM247876", "GSM247877", "GSM247878", "GSM247879", "GSM247881", "GSM247882", "GSM247883", "GSM247884", "GSM247885", "GSM247886", "GSM247887"], "sample_count": 66, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Identification of gene expression profiles in cervical cancer ", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE63514 not downloaded", "asset:data:geo:GSE63514 licence not read", "asset:data:geo:GSE7410 not downloaded", "asset:data:geo:GSE7410 licence not read", "asset:data:geo:GSE86100 not downloaded", "asset:data:geo:GSE86100 licence not read", "asset:data:geo:GSE9750 not downloaded", "asset:data:geo:GSE9750 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package."}}, {"id": "method-2", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-3", "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": 0.8, "band": "high", "quote": "Cox Regression"}}, {"id": "method-4", "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"}}, {"id": "method-5", "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": "PPI"}}, {"id": "method-6", "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"}}], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE7410", "GSE63514", "GSE86100", "GSE9750"], "resolved_accessions": ["GSE7410", "GSE63514", "GSE86100", "GSE9750"], "statements": ["The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE7410, GSE63514, GSE86100, GSE9750 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:35003215", "data:geo:GSE63514"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE63514"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:15:02Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 15709, "completion_tokens": 1521, "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:35003215", "type": "paper", "label": "pmid:35003215"}, {"id": "source:pmid:35003215", "type": "manuscript", "label": "PMID 35003215 full text"}, {"id": "data:geo:GSE63514", "type": "dataset", "label": "GEO GSE63514"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35003215", "type": "paper", "label": "pmid:35003215"}, {"id": "source:pmid:35003215", "type": "manuscript", "label": "PMID 35003215 full text"}, {"id": "data:geo:GSE63514", "type": "dataset", "label": "GEO GSE63514"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35003215", "type": "extraction", "used": ["source:pmid:35003215"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE63514", "type": "accession_resolution", "used": ["data:geo:GSE63514"], "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:35003215", "parent_hash": "sha256:f50b672c975f8a5c9973751d3468149cd611b846bdaa9be549bf3287e942d6b2", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE63514 licence not read", "asset:data:geo:GSE63514 not downloaded", "asset:data:geo:GSE7410 licence not read", "asset:data:geo:GSE7410 not downloaded", "asset:data:geo:GSE86100 licence not read", "asset:data:geo:GSE86100 not downloaded", "asset:data:geo:GSE9750 licence not read", "asset:data:geo:GSE9750 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["multivariate analysis, risk modeling, WGCNA, qPCR and dual-luciferase experiments. The results"], "order_basis": "paper_text_order:948", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["the proliferation, migration and invasion of HeLa cells and reduce apoptosis. Overexpression o", "he effect of si-TYMS on the proliferation of HeLa cells. In conclusion, these results reveal t", "h Institute (Beijing, China). The cells were cultured in Dulbecco’s modified Eagle’s medium (DMEM, In", "a, United States) were added. The cells were cultured in 5% CO2 at 37 C in a constant-temperature inc"], "order_basis": "paper_text_order:1425", "id": "assay:2"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["ration and invasion of HeLa cells and reduce apoptosis. Overexpression of TYMS showed the opposite"], "order_basis": "paper_text_order:1447", "id": "assay:3"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Materials and Methods Cell Culture and Transfection HeLa cells were purchased from Beijing Beina", ", United States) was used to transfect 50 nm siRNA (si-TYMS; RiboBio, China), pCDH-TYMS (RiboBi"], "order_basis": "paper_text_order:2086", "id": "assay:4"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The differentially expressed mRNAs and miRNAs between cervical cancer and normal tissues were identified by R software limma software package."], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}