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pmid:34557356

Expression and prognosis of CDC45 in cervical cancer based on the GEO database.

Zikang He · Xiaojin Wang · Zhiming Yang · Ying Jiang · Luhui Li · Xingyun Wang · Zheyao Song · Xiuli Wang · Jiahui Wan · Shijun Jiang · Naiwen Zhang · Rongjun Cui

PeerJ · 2021 doi:10.7717/peerj.12114

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complete

Experiment

complete

Data

partial

Analysis

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title
Expression and prognosis of CDC45 in cervical cancer based on the GEO database.
doi
10.7717/peerj.12114
pmid
34557356
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[0]
Zikang He
[1]
Xiaojin Wang
[2]
Zhiming Yang
[3]
Ying Jiang
[4]
Luhui Li
[5]
Xingyun Wang
[6]
Zheyao Song
[7]
Xiuli Wang
[8]
Jiahui Wan
[9]
Shijun Jiang
[10]
Naiwen Zhang
[11]
Rongjun Cui
journal
PeerJ
year
2021
abstract
Cervical cancer is one of the most common malignant tumors in women, and its morbidity and mortality are increasing year by year worldwide. Therefore, an urgent and challenging task is to identify potential biomarkers for cervical cancer. This study aims to identify the hub genes based on the GEO database and then validate their prognostic values in cervical cancer by multiple databases. By analysis, we obtained 83 co-expressed differential genes from the GEO database (GSE63514, GSE67522 and GSE39001). GO and KEGG enrichment analysis showed that these 83 co-expressed it mainly involved differential genes in DNA replication, cell division, cell cycle, etc.. The PPI network was constructed and top 10 genes with protein-protein interaction were selected. Then, we validated ten genes using some databases such as TCGA, GTEx and oncomine. Survival analysis demonstrated significant differences in CDC45, RFC4, TOP2A. Differential expression analysis showed that these genes were highly expressed in cervical cancer tissues. Furthermore, univariate and multivariate cox regression analysis indicated that CDC45 and clinical stage IV were independent prognostic factors for cervical cancer. In addition, the HPA database validated the protein expression level of CDC45 in cervical cancer. Further studies investigated the relationship between CDC45 and tumor-infiltrating immune cells via CIBERSORT. Finally, gene set enrichment analysis (GSEA) showed CDC45 related genes were mainly enriched in cell cycle, chromosome, catalytic activity acting on DNA, etc. These results suggested CDC45 may be a potential biomarker associated with the prognosis of cervical cancer.
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The differentially expressed genes (DEGs) between cancer tissues and non-cancerous tissues were screened out using GEO2R (Davis & Meltzer, 2007) (http://www.ncbi.nlm.nih.gov/geo/geo2r).
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The differentially expressed genes (DEGs) between cancer tissues and non-cancerous tissues were screened out using GEO2R (Davis & Meltzer, 2007) (http://www.ncbi.nlm.nih.gov/geo/geo2r).
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sections[35] "Data Availability Statement" paragraphs 1-4
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The following information was supplied regarding data availability: The data is available at NCBI GEO: GSE63514, GSE67522, GSE39001, GSE52903. The R code is available upon request.
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0.318
[5] array · 3 items
[0]
Stage III
[1]
1.24 [0.58–2.66]
[2]
0.582
[6] array · 3 items
[0]
Stage IV
[1]
6.22 [2.87–13.48]
[2]
<0.001***
[7] array · 3 items
[0]
Grade 1
[1]
Ref.
[2]
[8] array · 3 items
[0]
Grade 2
[1]
1.02 [0.24–4.34]
[2]
0.973
[9] array · 3 items
[0]
Grade 3
[1]
1.00 [0.23–4.30]
[2]
0.997
[10] array · 3 items
[0]
CDC45
[1]
0.93 [0.88–0.98]
[2]
0.008**
[11] array · 3 items
[0]
RFC4
[1]
0.99 [0.96–1.01]
[2]
0.203
[12] array · 3 items
[0]
TOP2A
[1]
1.00 [0.99–1.02]
[2]
0.598
[13] array · 3 items
[0]
MultiCOX
[1]
[2]
[14] array · 3 items
[0]
Stage I
[1]
Ref.
[2]
[15] array · 3 items
[0]
Stage II
[1]
0.59 [0.25–1.37]
[2]
0.220
[16] array · 3 items
[0]
Stage III
[1]
1.12 [0.52–2.42]
[2]
0.766
[17] array · 3 items
[0]
Stage IV
[1]
5.54 [2.55–12.04]
[2]
<0.001***
[18] array · 3 items
[0]
CDC45
[1]
0.93 [0.88–0.98]
[2]
0.012*
locator
section[16]/table-wrap[1]#table-1
[6] object · 16 fields
id
asset:table:pmid:34557356:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
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null
sha256
sha256:04a0f80ae31278006c60d6198e6e4ce2c31c2894276dc10fc41086cb380bda08
bytes
1378
access
open
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verified
reader
read_table
reader_status
available
identifier
section[21]/table-wrap[1]#table-2
version
null
note
Gene sets enriched in phenotype.
structure object · 5 fields
pmcid
PMC8420875
section_index
21
section_title
Gene sets enriched in CDC45 expression phenotype
row_count
25
column_count
4
table object · 8 fields
label
Table 2
caption
Gene sets enriched in phenotype.
rows array · 25 items
[0] array · 4 items
[0]
Gene set name
[1]
NES
[2]
NOM p-val
[3]
FDR Q-val
[1] array · 4 items
[0]
KEGG
[1]
[2]
[3]
[2] array · 4 items
[0]
KEGG_PURINE_METABOLISM
[1]
−2.178
[2]
0
[3]
6.14E−04
[3] array · 4 items
[0]
KEGG_CELL_CYCLE
[1]
−2.158
[2]
0
[3]
3.07E−04
[4] array · 4 items
[0]
KEGG_OOCYTE_MEIOSIS
[1]
−2.101
[2]
0
[3]
5.53E−04
[5] array · 4 items
[0]
KEGG_PYRIMIDINE_METABOLISM
[1]
−2.075
[2]
0.002
[3]
0.001
[6] array · 4 items
[0]
KEGG_DNA_REPLICATION
[1]
−2.067
[2]
0
[3]
8.28E−04
[7] array · 4 items
[0]
GO_BP
[1]
[2]
[3]
[8] array · 4 items
[0]
GO_CHROMOSOME
[1]
−2.321
[2]
0
[3]
5.57E−04
[9] array · 4 items
[0]
GO_NUCLEAR_CHROMOSOME
[1]
−2.301
[2]
0
[3]
2.79E−04
[10] array · 4 items
[0]
GO_CHROMOSOMAL_REGION
[1]
−2.184
[2]
0
[3]
5.57E−04
[11] array · 4 items
[0]
GO_CATALYTIC_COMPLEX
[1]
−2.145
[2]
0.002
[3]
8.18E−04
[12] array · 4 items
[0]
GO_MICROTUBULE_CYTOSKELETON
[1]
−2.140
[2]
0
[3]
6.54E−04
[13] array · 4 items
[0]
GO_CC
[1]
[2]
[3]
[14] array · 4 items
[0]
GO_CELL_CYCLE
[1]
−2.460
[2]
0
[3]
0
[15] array · 4 items
[0]
GO_CELL_CYCLE_PROCESS
[1]
−2.409
[2]
0
[3]
0
[16] array · 4 items
[0]
GO_DNA_REPLICATION
[1]
−2.375
[2]
0
[3]
0
[17] array · 4 items
[0]
GO_DNA_METABOLIC_PROCESS
[1]
−2.372
[2]
0
[3]
0
[18] array · 4 items
[0]
GO_CELLULAR_RESPONSE_TO_DNA_DAMAGE_STIMULUS
[1]
−2.369
[2]
0
[3]
0
[19] array · 4 items
[0]
GO_MF
[1]
[2]
[3]
[20] array · 4 items
[0]
GO_CATALYTIC_ACTIVITY_ACTING_ON_DNA
[1]
−2.097
[2]
0
[3]
0.010
[21] array · 4 items
[0]
GO_CHROMATIN_BINDING
[1]
−2.093
[2]
0
[3]
0.005
[22] array · 4 items
[0]
GO_UBIQUITIN_LIKE_PROTEIN_BINDING
[1]
−2.092
[2]
0
[3]
0.003
[23] array · 4 items
[0]
GO_ATPASE_ACTIVITY
[1]
−2.091
[2]
0
[3]
0.002
[24] array · 4 items
[0]
GO_HYDROLASE_ACTIVITY_ACTING_ON_ACID_ANHYDRIDES
[1]
−2.085
[2]
0
[3]
0.002
locator
section[21]/table-wrap[1]#table-2
gaps array · 8 items
[0]
asset:data:geo:GSE39001 not downloaded
[1]
asset:data:geo:GSE39001 licence not read
[2]
asset:data:geo:GSE52903 not downloaded
[3]
asset:data:geo:GSE52903 licence not read
[4]
asset:data:geo:GSE63514 not downloaded
[5]
asset:data:geo:GSE63514 licence not read
[6]
asset:data:geo:GSE67522 not downloaded
[7]
asset:data:geo:GSE67522 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
cox regression
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
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
[3] object · 10 fields
id
method-4
family
null
specific
null
label
GEO2R
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The differentially expressed genes (DEGs) between cancer tissues and non-cancerous tissues were screened out using GEO2R (Davis & Meltzer, 2007) (http://www.ncbi.nlm.nih.gov/geo/geo2r).
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 4 items
[0]
GSE63514
[1]
GSE67522
[2]
GSE39001
[3]
GSE52903
resolved_accessions array · 4 items
[0]
GSE63514
[1]
GSE67522
[2]
GSE39001
[3]
GSE52903
statements array · 1 item
[0]
The following information was supplied regarding data availability: The data is available at NCBI GEO: GSE63514, GSE67522, GSE39001, GSE52903. The R code is available upon request.
basis
The paper names GSE63514, GSE67522, GSE39001, GSE52903 in NCBI 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 · 1 item
[0]
cox_ph
assets array · 4 items
[0]
source:pmid:34557356
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data:geo:GSE39001
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asset:table:pmid:34557356:1
[3]
asset:table:pmid:34557356:2
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:GSE39001
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
2026-10-31T18:35:05Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
40501
completion_tokens
2337
cached_tokens
792
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
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review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
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null
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gaps array · 1 item
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execution.not_run
provenance object · 7 fields
entities array · 3 items
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id
pmid:34557356
type
paper
label
pmid:34557356
[1] object · 3 fields
id
source:pmid:34557356
type
manuscript
label
PMID 34557356 full text
[2] object · 3 fields
id
data:geo:GSE39001
type
dataset
label
GEO GSE39001
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:34557356
type
paper
label
pmid:34557356
[1] object · 3 fields
id
source:pmid:34557356
type
manuscript
label
PMID 34557356 full text
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id
data:geo:GSE39001
type
dataset
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GEO GSE39001
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34557356
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extraction
used array · 1 item
[0]
source:pmid:34557356
agent
agent:minimax-reader
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id
activity-resolve-GSE39001
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accession_resolution
used array · 1 item
[0]
data:geo:GSE39001
agent
agent:corpus-assay-engine
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[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
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Corpus assay engine
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id
agent:minimax-reader
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software
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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:34557356
parent_hash
sha256:c2fbe8c638413c053ecbe497ba2c23ad7073d00e7525529f5739bef4d0bb04f8
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null
gaps array · 13 items
[0]
asset:data:geo:GSE39001 licence not read
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asset:data:geo:GSE39001 not downloaded
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asset:data:geo:GSE52903 licence not read
[3]
asset:data:geo:GSE52903 not downloaded
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asset:data:geo:GSE63514 licence not read
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asset:data:geo:GSE63514 not downloaded
[6]
asset:data:geo:GSE67522 licence not read
[7]
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execution.not_run
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method.reader_named_unmapped
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review.human_critique
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review.independent_reader
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role
analysis
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survival_analysis
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f2132e96ae6c7a4e
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cox_ph
support_state
supported
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dsl_catalogue
f2132e96ae6c7a4e
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cox regression
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34557356", "kind": "science-record", "revision": 7, "content_hash": "sha256:a80b60a8c4bae7b49187a2573c47ec40f8a8b13145517b8ae9035548dbe467f8", "created_at": "2026-11-01T15:41:53Z", "updated_at": "2026-11-01T22:04:47Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Expression and prognosis of CDC45 in cervical cancer based on the GEO database.", "doi": "10.7717/peerj.12114", "pmid": "34557356", "authors": ["Zikang He", "Xiaojin Wang", "Zhiming Yang", "Ying Jiang", "Luhui Li", "Xingyun Wang", "Zheyao Song", "Xiuli Wang", "Jiahui Wan", "Shijun Jiang", "Naiwen Zhang", "Rongjun Cui"], "journal": "PeerJ", "year": 2021, "abstract": "Cervical cancer is one of the most common malignant tumors in women, and its morbidity and mortality are increasing year by year worldwide. Therefore, an urgent and challenging task is to identify potential biomarkers for cervical cancer. This study aims to identify the hub genes based on the GEO database and then validate their prognostic values in cervical cancer by multiple databases. By analysis, we obtained 83 co-expressed differential genes from the GEO database (GSE63514, GSE67522 and GSE39001). GO and KEGG enrichment analysis showed that these 83 co-expressed it mainly involved differential genes in DNA replication, cell division, cell cycle, etc.. The PPI network was constructed and top 10 genes with protein-protein interaction were selected. Then, we validated ten genes using some databases such as TCGA, GTEx and oncomine. Survival analysis demonstrated significant differences in CDC45, RFC4, TOP2A. Differential expression analysis showed that these genes were highly expressed in cervical cancer tissues. Furthermore, univariate and multivariate cox regression analysis indicated that CDC45 and clinical stage IV were independent prognostic factors for cervical cancer. In addition, the HPA database validated the protein expression level of CDC45 in cervical cancer. Further studies investigated the relationship between CDC45 and tumor-infiltrating immune cells via CIBERSORT. Finally, gene set enrichment analysis (GSEA) showed CDC45 related genes were mainly enriched in cell cycle, chromosome, catalytic activity acting on DNA, etc. These results suggested CDC45 may be a potential biomarker associated with the prognosis of cervical cancer.", "claims": [{"id": "claim-method", "statement": "The differentially expressed genes (DEGs) between cancer tissues and non-cancerous tissues were screened out using GEO2R (Davis & Meltzer, 2007) (http://www.ncbi.nlm.nih.gov/geo/geo2r).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34557356", "locator": "sections[3] \"Data collection and data processing\" paragraph 3", "quote": "The differentially expressed genes (DEGs) between cancer tissues and non-cancerous tissues were screened out using GEO2R (Davis & Meltzer, 2007) (http://www.ncbi.nlm.nih.gov/geo/geo2r)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The following information was supplied regarding data availability:\nThe data is available at NCBI GEO: GSE63514, GSE67522, GSE39001, GSE52903.\nThe R code is available upon request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34557356", "locator": "sections[35] \"Data Availability Statement\" paragraphs 1-4", "quote": "The following information was supplied regarding data availability:\nThe data is available at NCBI GEO: GSE63514, GSE67522, GSE39001, GSE52903.\nThe R code is available upon request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:34557356"], "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:GSE39001"], "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:GSE39001"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34557356", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7717/peerj.12114", "sha256": "sha256:effb3728dea5e8581713ea3dbe913ca308c311fcff60fd93032dad7f007b4685", "bytes": 49315, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7717/peerj.12114", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8420875", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE39001", "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=GSE39001", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE39001", "version": null, "note": "The following information was supplied regarding data availability:\nThe data is available at NCBI GEO: GSE63514, GSE67522, GSE39001, 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