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pmid:34568051

A Five-MicroRNA Signature Predicts the Prognosis in Nasopharyngeal Carcinoma.

Shixiong Wu · Cen Zhang · Jing Xie · Shuang Li · Shuo Huang

Frontiers in oncology · 2021 doi:10.3389/fonc.2021.723362

Paper

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Experiment

partial

Data

partial

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partial

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title
A Five-MicroRNA Signature Predicts the Prognosis in Nasopharyngeal Carcinoma.
doi
10.3389/fonc.2021.723362
pmid
34568051
authors array · 5 items
[0]
Shixiong Wu
[1]
Cen Zhang
[2]
Jing Xie
[3]
Shuang Li
[4]
Shuo Huang
journal
Frontiers in oncology
year
2021
abstract
BACKGROUND: There is no effective prognostic signature that could predict the prognosis of nasopharyngeal carcinoma (NPC). METHODS: We constructed a prognostic signature based on five microRNAs using random forest and Least Absolute Shrinkage And Selection Operator (LASSO) algorithm on the GSE32960 cohort (N = 213). We verified its prognostic value using three independent external validation cohorts (GSE36682, N = 62; GSE70970, N = 246; and TCGA-HNSC, N = 523). Through principal component analysis, receiver operating characteristic curve analysis, and C-index calculation, we confirmed the predictive accuracy of this prognostic signature. RESULTS: We calculated the risk score based on the LASSO algorithm and divided the patients into high- and low-risk groups according to the calculated optimal cutoff value. The patients in the high-risk group tended to have a worse prognosis outcome and chemotherapy response. The time-dependent receiver operating characteristic curve showed that the 1-year overall survival rate of the five-microRNA signature had an area under the curve of more than 0.83. A functional annotation analysis of the five-microRNA signature showed that the patients in the high-risk group were usually accompanied by activation of DNA repair and MYC-target pathways, while the patients in the low-risk group had higher immune-related pathway signals. CONCLUSIONS: We constructed a five-microRNA prognostic signature, which could accurately predict the prognosis of nasopharyngeal carcinoma, and constructed a nomogram that could conveniently predict the overall survival of patients.
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The data of the TCGA database can be downloaded from UCSC Xena website (https://gdc.xenahubs.net). All the microarrays data (GSE32960, GSE36682, GSE70970) can be downloaded from the Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).
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microRNA profile of human nasopharyngeal tissues: nasopharyngeal carcinoma tissues vs. normal nasopharyngeal tissues
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[36]
GSM1824179
[37]
GSM1824180
[38]
GSM1824181
[39]
GSM1824182
[40]
GSM1824183
[41]
GSM1824184
[42]
GSM1824185
[43]
GSM1824186
[44]
GSM1824187
[45]
GSM1824188
[46]
GSM1824189
[47]
GSM1824190
[48]
GSM1824191
[49]
GSM1824192
[50]
GSM1824193
[51]
GSM1824194
[52]
GSM1824195
[53]
GSM1824196
[54]
GSM1824197
[55]
GSM1824198
[56]
GSM1824199
[57]
GSM1824200
[58]
GSM1824201
[59]
GSM1824202
[60]
GSM1824203
[61]
GSM1824204
[62]
GSM1824205
[63]
GSM1824206
[64]
GSM1824207
[65]
GSM1824208
[66]
GSM1824209
[67]
GSM1824210
[68]
GSM1824211
[69]
GSM1824212
[70]
GSM1824213
[71]
GSM1824214
[72]
GSM1824215
[73]
GSM1824216
[74]
GSM1824217
[75]
GSM1824218
[76]
GSM1824219
[77]
GSM1824220
[78]
GSM1824221
[79]
GSM1824222
[80]
GSM1824223
[81]
GSM1824224
[82]
GSM1824225
[83]
GSM1824226
[84]
GSM1824227
[85]
GSM1824228
[86]
GSM1824229
[87]
GSM1824230
[88]
GSM1824231
[89]
GSM1824232
[90]
GSM1824233
[91]
GSM1824234
[92]
GSM1824235
[93]
GSM1824236
[94]
GSM1824237
[95]
GSM1824238
[96]
GSM1824239
[97]
GSM1824240
[98]
GSM1824241
[99]
GSM1824242
[100]
GSM1824243
[101]
GSM1824244
[102]
GSM1824245
[103]
GSM1824246
[104]
GSM1824247
[105]
GSM1824248
[106]
GSM1824249
[107]
GSM1824250
[108]
GSM1824251
[109]
GSM1824252
[110]
GSM1824253
[111]
GSM1824254
[112]
GSM1824255
[113]
GSM1824256
[114]
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[115]
GSM1824258
[116]
GSM1824259
[117]
GSM1824260
[118]
GSM1824261
[119]
GSM1824262
[120]
GSM1824263
[121]
GSM1824264
[122]
GSM1824265
[123]
GSM1824266
[124]
GSM1824267
[125]
GSM1824268
[126]
GSM1824269
[127]
GSM1824270
[128]
GSM1824271
[129]
GSM1824272
[130]
GSM1824273
[131]
GSM1824274
[132]
GSM1824275
[133]
GSM1824276
[134]
GSM1824277
[135]
GSM1824278
[136]
GSM1824279
[137]
GSM1824280
[138]
GSM1824281
[139]
GSM1824282
[140]
GSM1824283
[141]
GSM1824284
[142]
GSM1824285
[143]
GSM1824286
[144]
GSM1824287
[145]
GSM1824288
[146]
GSM1824289
[147]
GSM1824290
[148]
GSM1824291
[149]
GSM1824292
[150]
GSM1824293
[151]
GSM1824294
[152]
GSM1824295
[153]
GSM1824296
[154]
GSM1824297
[155]
GSM1824298
[156]
GSM1824299
[157]
GSM1824300
[158]
GSM1824301
[159]
GSM1824302
[160]
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[161]
GSM1824304
[162]
GSM1824305
[163]
GSM1824306
[164]
GSM1824307
[165]
GSM1824308
[166]
GSM1824309
[167]
GSM1824310
[168]
GSM1824311
[169]
GSM1824312
[170]
GSM1824313
[171]
GSM1824314
[172]
GSM1824315
[173]
GSM1824316
[174]
GSM1824317
[175]
GSM1824318
[176]
GSM1824319
[177]
GSM1824320
[178]
GSM1824321
[179]
GSM1824322
[180]
GSM1824323
[181]
GSM1824324
[182]
GSM1824325
[183]
GSM1824326
[184]
GSM1824327
[185]
GSM1824328
[186]
GSM1824329
[187]
GSM1824330
[188]
GSM1824331
[189]
GSM1824332
[190]
GSM1824333
[191]
GSM1824334
[192]
GSM1824335
[193]
GSM1824336
[194]
GSM1824337
[195]
GSM1824338
[196]
GSM1824339
[197]
GSM1824340
[198]
GSM1824341
[199]
GSM1824342
[200]
GSM1824343
[201]
GSM1824344
[202]
GSM1824345
[203]
GSM1824346
[204]
GSM1824347
[205]
GSM1824348
[206]
GSM1824349
[207]
GSM1824350
[208]
GSM1824351
[209]
GSM1824352
[210]
GSM1824353
[211]
GSM1824354
[212]
GSM1824355
[213]
GSM1824356
[214]
GSM1824357
[215]
GSM1824358
[216]
GSM1824359
[217]
GSM1824360
[218]
GSM1824361
[219]
GSM1824362
[220]
GSM1824363
[221]
GSM1824364
[222]
GSM1824365
[223]
GSM1824366
[224]
GSM1824367
[225]
GSM1824368
[226]
GSM1824369
[227]
GSM1824370
[228]
GSM1824371
[229]
GSM1824372
[230]
GSM1824373
[231]
GSM1824374
[232]
GSM1824375
[233]
GSM1824376
[234]
GSM1824377
[235]
GSM1824378
[236]
GSM1824379
[237]
GSM1824380
[238]
GSM1824381
[239]
GSM1824382
[240]
GSM1824383
[241]
GSM1824384
[242]
GSM1824385
[243]
GSM1824386
[244]
GSM1824387
[245]
GSM1824388
[246]
GSM1824389
[247]
GSM1824390
[248]
GSM1824391
[249]
GSM1824392
[250]
GSM1824393
[251]
GSM1824394
[252]
GSM1824395
[253]
GSM1824396
[254]
GSM1824397
[255]
GSM1824398
[256]
GSM1824399
[257]
GSM1824400
[258]
GSM1824401
[259]
GSM1824402
[260]
GSM1824403
[261]
GSM1824404
[262]
GSM1824405
sample_count
263
group_sizes
null
group_sizes_basis
null
platform
20699
taxon
Homo sapiens
title
Comprehensive microRNA profiling of Nasopharyngeal Carinoma Specimens
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE70976
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=GSE70976
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE70976
version
null
note
The data of the TCGA database can be downloaded from UCSC Xena website (https://gdc.xenahubs.net). All the microarrays data (GSE32960, GSE36682, GSE70970) can be downloaded from the Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data of the TCGA database can be downloaded from UCSC Xena website (https://gdc.xenahubs.net). All the microarrays data (GSE32960, GSE36682, GSE70970) can be downloaded from the Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 10 items
[0]
GSM1824432
[1]
GSM1824433
[2]
GSM1824434
[3]
GSM1824435
[4]
GSM1824436
[5]
GSM1824437
[6]
GSM1824438
[7]
GSM1824439
[8]
GSM1824440
[9]
GSM1824441
sample_count
10
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data of LoVo cells treated by 10μM asymmetric dimethylarginine (ADMA) for 96h in serum starvation medium
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 16 fields
id
asset:table:pmid:34568051:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:11c5516e09757f4b286664ef494e8924073b60c4cc18bbc1445387cb8d889215
bytes
1329
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#T1
version
null
note
Baseline information for the cohort that we used.
structure object · 5 fields
pmcid
PMC8459682
section_index
3
section_title
Cohort Information and Data Preprocessing
row_count
32
column_count
5
table object · 8 fields
label
Table 1
caption
Baseline information for the cohort that we used.
rows array · 32 items
[0] array · 5 items
[0]
Series accession numbers
[1]
GSE32960
[2]
GSE36682
[3]
GSE70970
[4]
TCGA-HNSC
[1] array · 5 items
[0]
Platform
[1]
MicroRNA array
[2]
Human miRNA 1K
[3]
nCounter® Human miRNA assay (v1.0, Nanostring)
[4]
Illumina miRNAseq
[2] array · 5 items
[0]
Number of patients
[1]
312
[2]
62
[3]
246
[4]
523
[3] array · 1 item
[0]
T
[4] array · 5 items
[0]
Tx
[1]
–
[2]
–
[3]
2
[4]
12
[5] array · 5 items
[0]
T1
[1]
66
[2]
–
[3]
74
[4]
38
[6] array · 5 items
[0]
T2
[1]
89
[2]
–
[3]
50
[4]
149
[7] array · 5 items
[0]
T3
[1]
71
[2]
–
[3]
52
[4]
140
[8] array · 5 items
[0]
T4
[1]
86
[2]
–
[3]
67
[4]
184
[9] array · 1 item
[0]
N
[10] array · 5 items
[0]
Nx
[1]
–
[2]
–
[3]
1
[4]
19
[11] array · 5 items
[0]
N0
[1]
44
[2]
–
[3]
49
[4]
245
[12] array · 5 items
[0]
N1
[1]
148
[2]
–
[3]
83
[4]
85
[13] array · 5 items
[0]
N2
[1]
72
[2]
–
[3]
90
[4]
165
[14] array · 5 items
[0]
N3
[1]
48
[2]
–
[3]
23
[4]
9
[15] array · 1 item
[0]
M
[16] array · 5 items
[0]
Mx
[1]
–
[2]
–
[3]
–
[4]
20
[17] array · 5 items
[0]
M0
[1]
–
[2]
–
[3]
–
[4]
497
[18] array · 5 items
[0]
M1
[1]
–
[2]
–
[3]
–
[4]
6
[19] array · 1 item
[0]
Stage
[20] array · 5 items
[0]
I
[1]
12
[2]
–
[3]
–
[4]
27
[21] array · 5 items
[0]
II
[1]
86
[2]
–
[3]
–
[4]
84
[22] array · 5 items
[0]
III
[1]
91
[2]
–
[3]
–
[4]
92
[23] array · 5 items
[0]
IV
[1]
123
[2]
–
[3]
–
[4]
320
[24] array · 1 item
[0]
Age
[25] array · 5 items
[0]
≥65
[1]
–
[2]
26
[3]
35
[4]
196
[26] array · 5 items
[0]
<65
[1]
–
[2]
36
[3]
211
[4]
326
[27] array · 1 item
[0]
Chemotherapy
[28] array · 5 items
[0]
Yes
[1]
268
[2]
–
[3]
126
[4]
169
[29] array · 5 items
[0]
No
[1]
44
[2]
–
[3]
120
[4]
342
[30] array · 5 items
[0]
Unknown/not available
[1]
–
[2]
–
[3]
–
[4]
17
[31] array · 5 items
[0]
Survival outcome
[1]
Overall survival (OS), metastasis-free survival (MFS), disease-free survival (DFS), relapse-free survival (RFS)
[2]
OS
[3]
OS, MFS, DFS, RFS, DSS
[4]
OS, MFS
locator
section[3]/table-wrap[1]#T1
[6] object · 16 fields
id
asset:table:pmid:34568051:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:0839bec62aed527b9a2582553cdc6c23693c2ea2ec394f81ac49726183aa53fb
bytes
1353
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#T2
version
null
note
Gene set enrichment analysis of the risk score.
structure object · 5 fields
pmcid
PMC8459682
section_index
11
section_title
Subgroup Survival Analysis and Functional Annotation of the Five-MicroRNA Signature
row_count
20
column_count
6
table object · 8 fields
label
Table 2
caption
Gene set enrichment analysis of the risk score.
rows array · 20 items
[0] array · 6 items
[0]
Term
[1]
Set size
[2]
Enrichment score
[3]
NES
[4]
P-value
[5]
Rank
[1] array · 6 items
[0]
MYC_TARGETS_V2
[1]
28
[2]
0.67
[3]
3.95
[4]
0.00
[5]
2,139
[2] array · 6 items
[0]
DNA_REPAIR
[1]
76
[2]
0.42
[3]
3.40
[4]
0.01
[5]
1,096
[3] array · 6 items
[0]
OXIDATIVE_PHOSPHORYLATION
[1]
94
[2]
0.39
[3]
3.30
[4]
0.02
[5]
2,006
[4] array · 6 items
[0]
E2F_TARGETS
[1]
86
[2]
0.36
[3]
3.05
[4]
0.01
[5]
3,234
[5] array · 6 items
[0]
GLYCOLYSIS
[1]
85
[2]
0.23
[3]
1.99
[4]
0.01
[5]
3,083
[6] array · 6 items
[0]
MTORC1_SIGNALING
[1]
95
[2]
0.23
[3]
1.95
[4]
0.02
[5]
2,118
[7] array · 6 items
[0]
UNFOLDED_PROTEIN_RESPONSE
[1]
54
[2]
0.25
[3]
1.84
[4]
0.01
[5]
460
[8] array · 6 items
[0]
MYOGENESIS
[1]
125
[2]
-0.30
[3]
-1.73
[4]
0.00
[5]
4,863
[9] array · 6 items
[0]
TNFA_SIGNALING_VIA_NFKB
[1]
106
[2]
-0.33
[3]
-1.81
[4]
0.00
[5]
3,089
[10] array · 6 items
[0]
APICAL_SURFACE
[1]
21
[2]
-0.49
[3]
-1.89
[4]
0.00
[5]
2,934
[11] array · 6 items
[0]
APOPTOSIS
[1]
79
[2]
-0.36
[3]
-1.90
[4]
0.00
[5]
2,500
[12] array · 6 items
[0]
IL2_STAT5_SIGNALING
[1]
116
[2]
-0.46
[3]
-2.55
[4]
0.00
[5]
1,478
[13] array · 6 items
[0]
COMPLEMENT
[1]
122
[2]
-0.47
[3]
-2.66
[4]
0.00
[5]
2,436
[14] array · 6 items
[0]
KRAS_SIGNALING_UP
[1]
120
[2]
-0.48
[3]
-2.71
[4]
0.00
[5]
1,238
[15] array · 6 items
[0]
INFLAMMATORY_RESPONSE
[1]
134
[2]
-0.50
[3]
-2.89
[4]
0.00
[5]
2,565
[16] array · 6 items
[0]
IL6_JAK_STAT3_SIGNALING
[1]
60
[2]
-0.62
[3]
-3.13
[4]
0.00
[5]
1,459
[17] array · 6 items
[0]
INTERFERON_ALPHA_RESPONSE
[1]
85
[2]
-0.59
[3]
-3.14
[4]
0.00
[5]
1,682
[18] array · 6 items
[0]
INTERFERON_GAMMA_RESPONSE
[1]
163
[2]
-0.62
[3]
-3.68
[4]
0.00
[5]
1,964
[19] array · 6 items
[0]
ALLOGRAFT_REJECTION
[1]
147
[2]
-0.70
[3]
-4.08
[4]
0.00
[5]
987
locator
section[11]/table-wrap[1]#T2
gaps array · 8 items
[0]
asset:data:geo:GSE32960 not downloaded
[1]
asset:data:geo:GSE32960 licence not read
[2]
asset:data:geo:GSE36682 not downloaded
[3]
asset:data:geo:GSE36682 licence not read
[4]
asset:data:geo:GSE70970 not downloaded
[5]
asset:data:geo:GSE70970 licence not read
[6]
asset:data:geo:GSE70976 not downloaded
[7]
asset:data:geo:GSE70976 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Wilcoxon
[1] object · 10 fields
id
method-2
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.7
band
medium
quote
principal component analysis
[2] object · 10 fields
id
method-3
family
machine_learning
specific
random_forest
label
Machine learning
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
machine_learning_random_forest
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
labelled_feature_matrix
evidence object · 3 fields
score
0.7
band
medium
quote
random forest
[3] object · 10 fields
id
method-4
family
model_calibration
specific
decision_curve
label
Model calibration / clinical utility
dsl_operations array · 2 items
[0]
calibration_bins
[1]
net_benefit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
predictions_and_outcomes
evidence object · 3 fields
score
0.8
band
high
quote
decision curve analysis
targets array · 0 items
gaps array · 1 item
[0]
method.group_comparison_wilcoxon
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
false
required_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
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
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The data of the TCGA database can be downloaded from UCSC Xena website (https://gdc.xenahubs.net). All the microarrays data (GSE32960, GSE36682, GSE70970) can be downloaded from the Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/).
basis
The paper names GSE32960, GSE36682, GSE70976, GSE70970 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34568051", "kind": "science-record", "revision": 7, "content_hash": "sha256:a88205986e60986ab3c951cb7d676457f006f0e341ec2b1ff2cde26e77a593ec", "created_at": "2026-11-01T15:41:54Z", "updated_at": "2026-11-01T22:04:48Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A Five-MicroRNA Signature Predicts the Prognosis in Nasopharyngeal Carcinoma.", "doi": "10.3389/fonc.2021.723362", "pmid": "34568051", "authors": ["Shixiong Wu", "Cen Zhang", "Jing Xie", "Shuang Li", "Shuo Huang"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "BACKGROUND: There is no effective prognostic signature that could predict the prognosis of nasopharyngeal carcinoma (NPC).\nMETHODS: We constructed a prognostic signature based on five microRNAs using random forest and Least Absolute Shrinkage And Selection Operator (LASSO) algorithm on the GSE32960 cohort (N = 213). We verified its prognostic value using three independent external validation cohorts (GSE36682, N = 62; GSE70970, N = 246; and TCGA-HNSC, N = 523). Through principal component analysis, receiver operating characteristic curve analysis, and C-index calculation, we confirmed the predictive accuracy of this prognostic signature.\nRESULTS: We calculated the risk score based on the LASSO algorithm and divided the patients into high- and low-risk groups according to the calculated optimal cutoff value. The patients in the high-risk group tended to have a worse prognosis outcome and chemotherapy response. The time-dependent receiver operating characteristic curve showed that the 1-year overall survival rate of the five-microRNA signature had an area under the curve of more than 0.83. A functional annotation analysis of the five-microRNA signature showed that the patients in the high-risk group were usually accompanied by activation of DNA repair and MYC-target pathways, while the patients in the low-risk group had higher immune-related pathway signals.\nCONCLUSIONS: We constructed a five-microRNA prognostic signature, which could accurately predict the prognosis of nasopharyngeal carcinoma, and constructed a nomogram that could conveniently predict the overall survival of patients.", "claims": [{"id": "claim-data-access", "statement": "The data of the TCGA database can be downloaded from UCSC Xena website (https://gdc.xenahubs.net). 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All the microarrays data (GSE32960, GSE36682, GSE70970) can be downloaded from the Gene Expression Omnibus database (GEO, https://www.ncbi.nlm.nih.gov/geo/)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "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:34568051"], "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:GSE32960"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE32960"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34568051", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2021.723362", "sha256": "sha256:8dd34e374c44820a4651f5ba84573d40f429d588ec1d61a563a6d63d7ba0cba3", "bytes": 34286, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2021.723362", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8459682", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE32960", "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=GSE32960", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32960", "version": null, "note": "The data of the TCGA database can be downloaded from UCSC Xena website (https://gdc.xenahubs.net). 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