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pmid:34611432

Evaluation of Ferroptosis-related Gene AKR1C1 as a Novel Biomarker Associated with the Immune Microenvironment and Prognosis in Breast Cancer.

Zeyu Zhang · Xiangyuan Qiu · Yuanliang Yan · Qiujiu Liang · Yuan Cai · Bi Peng · Zhijie Xu · Fada Xia

International journal of general medicine · 2021 doi:10.2147/IJGM.S329031

Paper

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Experiment

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Data

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title
Evaluation of Ferroptosis-related Gene AKR1C1 as a Novel Biomarker Associated with the Immune Microenvironment and Prognosis in Breast Cancer.
doi
10.2147/IJGM.S329031
pmid
34611432
authors array · 8 items
[0]
Zeyu Zhang
[1]
Xiangyuan Qiu
[2]
Yuanliang Yan
[3]
Qiujiu Liang
[4]
Yuan Cai
[5]
Bi Peng
[6]
Zhijie Xu
[7]
Fada Xia
journal
International journal of general medicine
year
2021
abstract
BACKGROUND: Ferroptosis is the latest-discovered, iron-dependent form of regulated cell death. It has been increasingly recognized that ferroptosis-related genes participate in oncogenesis and development of cancers, including breast cancer (BRCA). Thus, It is important to explore the biofunctions of ferroptosis-related genes in BRCA. METHODS: Transcriptome microarray datasets (GSE22358, GSE9014 and GSE8977, GSE2990 and GSE2034) and TCGA-BRCA were retrieved for analyses. And a variety of computational tools were used to identify the roles and associated biological functions in BRCA. RESULTS: Two ferroptosis-related genes (AKR1C1 and AKR1C3) were significantly expressed in GSE22358, GSE9014 and GSE8977. Higher expression of AKR1C1 was related with favorable prognosis. TCGA-BRCA further confirmed the expression of AKR1C1 and the prognostic value of AKR1C1. Co-expression analyses showed the most enriched GO term and KEGG pathways were termination of DNA-templated transcription and Fanconi anemia pathway. Subsequently, immunological analyses showed AKR1C1 was significantly associated with various immune infiltration cells; among these, dendritic cells, neutrophils, macrophages were the top three infiltrating cells. Furthermore, AKR1C1 was also associated with multiple immunostimulatory molecules and chemokines, including PD-1, PD-L1, CTLA4, B7-H3, VSIR, IL-6, BTLA, CXCL2, and CCR7. These results indicated the potential roles of AKR1C1 in the immune reaction during the pathogenesis of breast cancer. CONCLUSION: This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer.
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The expression of genes were compared using one-way ANOVA or Mann–Whitney U-test.
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All data generated or analyzed during this study are included in this published article.
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This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer.
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This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer.
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This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer.
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All data generated or analyzed during this study are included in this published article.
access_statement_kind
data_availability_statement
sample_accessions array · 189 items
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GSM65316
[1]
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[2]
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[12]
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GSM65342
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[28]
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[33]
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[34]
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[35]
GSM65351
[36]
GSM65352
[37]
GSM65353
[38]
GSM65354
[39]
GSM65355
[40]
GSM65356
[41]
GSM65357
[42]
GSM65358
[43]
GSM65359
[44]
GSM65360
[45]
GSM65361
[46]
GSM65362
[47]
GSM65363
[48]
GSM65364
[49]
GSM65365
[50]
GSM65366
[51]
GSM65367
[52]
GSM65368
[53]
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[54]
GSM65370
[55]
GSM65371
[56]
GSM65372
[57]
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[58]
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[59]
GSM65375
[60]
GSM65376
[61]
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[62]
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[63]
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[64]
GSM65752
[65]
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[66]
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[67]
GSM65755
[68]
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[69]
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[70]
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[71]
GSM65760
[72]
GSM65761
[73]
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[74]
GSM65763
[75]
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[76]
GSM65765
[77]
GSM65766
[78]
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[79]
GSM65768
[80]
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[81]
GSM65770
[82]
GSM65771
[83]
GSM65772
[84]
GSM65773
[85]
GSM65774
[86]
GSM65775
[87]
GSM65776
[88]
GSM65779
[89]
GSM65780
[90]
GSM65781
[91]
GSM65782
[92]
GSM65783
[93]
GSM65784
[94]
GSM65785
[95]
GSM65786
[96]
GSM65787
[97]
GSM65788
[98]
GSM65789
[99]
GSM65790
[100]
GSM65791
[101]
GSM65792
[102]
GSM65793
[103]
GSM65794
[104]
GSM65795
[105]
GSM65796
[106]
GSM65797
[107]
GSM65798
[108]
GSM65799
[109]
GSM65800
[110]
GSM65801
[111]
GSM65802
[112]
GSM65803
[113]
GSM65804
[114]
GSM65805
[115]
GSM65806
[116]
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[117]
GSM65808
[118]
GSM65810
[119]
GSM65811
[120]
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[121]
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[122]
GSM65814
[123]
GSM65815
[124]
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[125]
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[126]
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[127]
GSM65819
[128]
GSM65820
[129]
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[130]
GSM65822
[131]
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[132]
GSM65824
[133]
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[134]
GSM65826
[135]
GSM65827
[136]
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[137]
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[138]
GSM65830
[139]
GSM65831
[140]
GSM65832
[141]
GSM65833
[142]
GSM65834
[143]
GSM65835
[144]
GSM65836
[145]
GSM65837
[146]
GSM65838
[147]
GSM65839
[148]
GSM65840
[149]
GSM65841
[150]
GSM65842
[151]
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[152]
GSM65844
[153]
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[154]
GSM65846
[155]
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[156]
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[157]
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[158]
GSM65850
[159]
GSM65851
[160]
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[161]
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[162]
GSM65854
[163]
GSM65855
[164]
GSM65856
[165]
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[166]
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[167]
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[168]
GSM65860
[169]
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[170]
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[171]
GSM65863
[172]
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[173]
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[174]
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[175]
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[176]
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[177]
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[178]
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[179]
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[180]
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[181]
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[182]
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[183]
GSM65875
[184]
GSM65876
[185]
GSM65877
[186]
GSM65878
[187]
GSM65879
[188]
GSM65880
sample_count
189
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Gene Expression Profiling in Breast Cancer: Understanding the Molecular Basis of Histologic Grade To Improve Prognosis
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:GSE8977
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=GSE8977
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE8977
version
null
note
All data generated or analyzed during this study are included in this published article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated or analyzed during this study are included in this published article.
access_statement_kind
data_availability_statement
sample_accessions array · 22 items
[0]
GSM227514
[1]
GSM227515
[2]
GSM227516
[3]
GSM227517
[4]
GSM227518
[5]
GSM227519
[6]
GSM227520
[7]
GSM227521
[8]
GSM227522
[9]
GSM227523
[10]
GSM227524
[11]
GSM227525
[12]
GSM227526
[13]
GSM227527
[14]
GSM227528
[15]
GSM227529
[16]
GSM227530
[17]
GSM227531
[18]
GSM227532
[19]
GSM227533
[20]
GSM227534
[21]
GSM227535
sample_count
22
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Bone-marrow-derived mesenchymal stem cells promote breast cancer metastasis
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE9014
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=GSE9014
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9014
version
null
note
All data generated or analyzed during this study are included in this published article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated or analyzed during this study are included in this published article.
access_statement_kind
data_availability_statement
sample_accessions array · 123 items
[0]
GSM228518
[1]
GSM228520
[2]
GSM228523
[3]
GSM228525
[4]
GSM228526
[5]
GSM228527
[6]
GSM228528
[7]
GSM228529
[8]
GSM228530
[9]
GSM228531
[10]
GSM228532
[11]
GSM228533
[12]
GSM228534
[13]
GSM228535
[14]
GSM228536
[15]
GSM228537
[16]
GSM228538
[17]
GSM228539
[18]
GSM228540
[19]
GSM228541
[20]
GSM228542
[21]
GSM228543
[22]
GSM228544
[23]
GSM228545
[24]
GSM228546
[25]
GSM228547
[26]
GSM228549
[27]
GSM228550
[28]
GSM228551
[29]
GSM228552
[30]
GSM228553
[31]
GSM228692
[32]
GSM228693
[33]
GSM228695
[34]
GSM228696
[35]
GSM228701
[36]
GSM228702
[37]
GSM228703
[38]
GSM228704
[39]
GSM228706
[40]
GSM228707
[41]
GSM228713
[42]
GSM228714
[43]
GSM228715
[44]
GSM228716
[45]
GSM228721
[46]
GSM228722
[47]
GSM228724
[48]
GSM228725
[49]
GSM228726
[50]
GSM228727
[51]
GSM228728
[52]
GSM228729
[53]
GSM228730
[54]
GSM228731
[55]
GSM228732
[56]
GSM228733
[57]
GSM228734
[58]
GSM228735
[59]
GSM228736
[60]
GSM228737
[61]
GSM228738
[62]
GSM228739
[63]
GSM228740
[64]
GSM228741
[65]
GSM228742
[66]
GSM228743
[67]
GSM228744
[68]
GSM228745
[69]
GSM228756
[70]
GSM228757
[71]
GSM228758
[72]
GSM228759
[73]
GSM228760
[74]
GSM228761
[75]
GSM228762
[76]
GSM228763
[77]
GSM228765
[78]
GSM228766
[79]
GSM228767
[80]
GSM228768
[81]
GSM228769
[82]
GSM228770
[83]
GSM228771
[84]
GSM228772
[85]
GSM228773
[86]
GSM228774
[87]
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[88]
GSM228776
[89]
GSM228777
[90]
GSM228778
[91]
GSM228779
[92]
GSM228780
[93]
GSM228791
[94]
GSM228792
[95]
GSM228793
[96]
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[97]
GSM228816
[98]
GSM228817
[99]
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[100]
GSM228819
[101]
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[102]
GSM228821
[103]
GSM228822
[104]
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[105]
GSM228824
[106]
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[107]
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[108]
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[109]
GSM228828
[110]
GSM228829
[111]
GSM312855
[112]
GSM312866
[113]
GSM312871
[114]
GSM312873
[115]
GSM312878
[116]
GSM312880
[117]
GSM312884
[118]
GSM312885
[119]
GSM312888
[120]
GSM312889
[121]
GSM312891
[122]
GSM312892
sample_count
123
group_sizes
null
group_sizes_basis
null
platform
1708
taxon
Homo sapiens
title
Tumor-associated stroma derived from primary clinical breast cancer samples
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 10 items
[0]
asset:data:geo:GSE2034 not downloaded
[1]
asset:data:geo:GSE2034 licence not read
[2]
asset:data:geo:GSE22358 not downloaded
[3]
asset:data:geo:GSE22358 licence not read
[4]
asset:data:geo:GSE2990 not downloaded
[5]
asset:data:geo:GSE2990 licence not read
[6]
asset:data:geo:GSE8977 not downloaded
[7]
asset:data:geo:GSE8977 licence not read
[8]
asset:data:geo:GSE9014 not downloaded
[9]
asset:data:geo:GSE9014 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[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 expression of genes were compared using one-way ANOVA or Mann–Whitney U-test.
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
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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 · 5 items
[0]
GSE22358
[1]
GSE9014
[2]
GSE8977
[3]
GSE2990
[4]
GSE2034
resolved_accessions array · 5 items
[0]
GSE22358
[1]
GSE9014
[2]
GSE8977
[3]
GSE2990
[4]
GSE2034
statements array · 1 item
[0]
All data generated or analyzed during this study are included in this published article.
basis
The paper names GSE22358, GSE9014, GSE8977, GSE2990, GSE2034 in Gene expression omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 2 items
[0]
source:pmid:34611432
[1]
data:geo:GSE2034
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:GSE2034
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
2026-11-01T17:03:04Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
8818
completion_tokens
2602
cached_tokens
0
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:34611432
type
paper
label
pmid:34611432
[1] object · 3 fields
id
source:pmid:34611432
type
manuscript
label
PMID 34611432 full text
[2] object · 3 fields
id
data:geo:GSE2034
type
dataset
label
GEO GSE2034
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:34611432
type
paper
label
pmid:34611432
[1] object · 3 fields
id
source:pmid:34611432
type
manuscript
label
PMID 34611432 full text
[2] object · 3 fields
id
data:geo:GSE2034
type
dataset
label
GEO GSE2034
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34611432
type
extraction
used array · 1 item
[0]
source:pmid:34611432
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE2034
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE2034
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:34611432
parent_hash
sha256:e82d52b85bd95cfaf2277cee6c2627340bcbac1cac754be70a55277dec14d417
fork_of
null
gaps array · 14 items
[0]
asset:data:geo:GSE2034 licence not read
[1]
asset:data:geo:GSE2034 not downloaded
[2]
asset:data:geo:GSE22358 licence not read
[3]
asset:data:geo:GSE22358 not downloaded
[4]
asset:data:geo:GSE2990 licence not read
[5]
asset:data:geo:GSE2990 not downloaded
[6]
asset:data:geo:GSE8977 licence not read
[7]
asset:data:geo:GSE8977 not downloaded
[8]
asset:data:geo:GSE9014 licence not read
[9]
asset:data:geo:GSE9014 not downloaded
[10]
execution.not_run
[11]
review.human_critique
[12]
review.independent_reader
[13]
review.machine_critique
assays array · 2 items
[0] 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]
elated genes in BRCA. METHODS: Transcriptome microarray datasets (GSE22358, GSE9014 and GSE8977, GSE
order_basis
paper_text_order:458
id
assay:1
[1] 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 expression of genes were compared using one-way ANOVA or Mann–Whitney U-test.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34611432", "kind": "science-record", "revision": 5, "content_hash": "sha256:3ba7a1a2cedf787381fdbd5592da825d9dbaffb158ba2a1b002adc98de957216", "created_at": "2026-11-01T17:36:15Z", "updated_at": "2026-11-01T22:47:39Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Evaluation of Ferroptosis-related Gene AKR1C1 as a Novel Biomarker Associated with the Immune Microenvironment and Prognosis in Breast Cancer.", "doi": "10.2147/IJGM.S329031", "pmid": "34611432", "authors": ["Zeyu Zhang", "Xiangyuan Qiu", "Yuanliang Yan", "Qiujiu Liang", "Yuan Cai", "Bi Peng", "Zhijie Xu", "Fada Xia"], "journal": "International journal of general medicine", "year": 2021, "abstract": "BACKGROUND: Ferroptosis is the latest-discovered, iron-dependent form of regulated cell death. It has been increasingly recognized that ferroptosis-related genes participate in oncogenesis and development of cancers, including breast cancer (BRCA). Thus, It is important to explore the biofunctions of ferroptosis-related genes in BRCA.\nMETHODS: Transcriptome microarray datasets (GSE22358, GSE9014 and GSE8977, GSE2990 and GSE2034) and TCGA-BRCA were retrieved for analyses. And a variety of computational tools were used to identify the roles and associated biological functions in BRCA.\nRESULTS: Two ferroptosis-related genes (AKR1C1 and AKR1C3) were significantly expressed in GSE22358, GSE9014 and GSE8977. Higher expression of AKR1C1 was related with favorable prognosis. TCGA-BRCA further confirmed the expression of AKR1C1 and the prognostic value of AKR1C1. Co-expression analyses showed the most enriched GO term and KEGG pathways were termination of DNA-templated transcription and Fanconi anemia pathway. Subsequently, immunological analyses showed AKR1C1 was significantly associated with various immune infiltration cells; among these, dendritic cells, neutrophils, macrophages were the top three infiltrating cells. Furthermore, AKR1C1 was also associated with multiple immunostimulatory molecules and chemokines, including PD-1, PD-L1, CTLA4, B7-H3, VSIR, IL-6, BTLA, CXCL2, and CCR7. These results indicated the potential roles of AKR1C1 in the immune reaction during the pathogenesis of breast cancer.\nCONCLUSION: This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer.", "claims": [{"id": "claim-method", "statement": "The expression of genes were compared using one-way ANOVA or Mann–Whitney U-test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34611432", "locator": "sections[3] \"Data Acquisition\" paragraph 2", "quote": "The expression of genes were compared using one-way ANOVA or Mann–Whitney U-test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data generated or analyzed during this study are included in this published article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34611432", "locator": "sections[17] \"Data Sharing Statement\" paragraph 2", "quote": "All data generated or analyzed during this study are included in this published article."}], "state": "complete"}, {"id": "claim-target-result", "statement": "This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34611432", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "This study firstly demonstrated that ferroptosis-related gene, AKR1C1, could be associated with immune microenvironment, thereby influencing the development and prognosis of patient with breast cancer.", "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:34611432"], "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:GSE2034"], "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:GSE2034"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34611432", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/IJGM.S329031", "sha256": 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