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pmid:34474553

Identification of abnormally high expression of POGZ as a new biomarker associated with a poor prognosis in osteosarcoma.

Sikuan Zheng · Yue Liu · Haohe Sun · Jingyu Jia · Tianlong Wu · Rui Ding · Xigao Cheng

European journal of histochemistry : EJH · 2021 doi:10.4081/ejh.2021.3264

Paper

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Experiment

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Data

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Analysis

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title
Identification of abnormally high expression of POGZ as a new biomarker associated with a poor prognosis in osteosarcoma.
doi
10.4081/ejh.2021.3264
pmid
34474553
authors array · 7 items
[0]
Sikuan Zheng
[1]
Yue Liu
[2]
Haohe Sun
[3]
Jingyu Jia
[4]
Tianlong Wu
[5]
Rui Ding
[6]
Xigao Cheng
journal
European journal of histochemistry : EJH
year
2021
abstract
Osteosarcoma (OS) is the most prevalent malignant bone tumor in children and young adults. There is an urgent need for a novel biomarker related to the prognosis of OS. We performed a meta-analysis incorporating six independent datasets and performed a survival analysis with one independent dataset GSE21257 in the GEO database for gene screening. The results revealed that one potential biomarker related to OS survival, POGZ was the most significantly upregulated gene. We also verified that the POGZ was overexpressed in clinical samples. The survival analysis revealed that POGZ is associated with a poor prognosis in OS. Moreover, flow cytometry analysis of isolated OS cells demonstrated that OS cells were arrested in the G1 phase after POGZ knockdown. The RNA-seq results indicated that POGZ was co-expressed with CCNE1 and CCNB1. Pathway analysis showed that genes associated with high expression levels of POGZ were related to the cell cycle pathway. A cell model was constructed to detect the effects of POGZ. After POGZ knockdown, OS cell proliferation, invasion and migration were all decreased. Therefore, POGZ is an important gene for evaluating the prognosis of OS patients and is a potential therapeutic target.
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Subsequently, the “mama” package was used to group OS patients and normal controls, perform a meta-analysis, and obtain the z-score value.
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Subsequently, the “mama” package was used to group OS patients and normal controls, perform a meta-analysis, and obtain the z-score value.
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After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).
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[26]
GSM717853
[27]
GSM717854
[28]
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[29]
GSM717856
[30]
GSM717857
[31]
GSM825623
[32]
GSM825624
[33]
GSM825625
[34]
GSM825626
[35]
GSM825627
[36]
GSM825628
[37]
GSM825629
[38]
GSM825630
[39]
GSM825631
[40]
GSM825632
[41]
GSM825633
[42]
GSM825634
[43]
GSM825635
[44]
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[45]
GSM825637
[46]
GSM825638
[47]
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[48]
GSM825640
[49]
GSM825641
[50]
GSM825642
[51]
GSM825643
[52]
GSM825644
[53]
GSM825645
[54]
GSM825646
[55]
GSM825647
[56]
GSM825648
[57]
GSM825649
[58]
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[59]
GSM825651
[60]
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[61]
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[62]
GSM825654
[63]
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[64]
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[65]
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[66]
GSM825658
[67]
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[68]
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[69]
GSM825661
[70]
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[71]
GSM825663
[72]
GSM825664
[73]
GSM825665
[74]
GSM825666
[75]
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[76]
GSM825668
[77]
GSM825669
[78]
GSM825670
[79]
GSM825671
[80]
GSM825672
[81]
GSM825673
[82]
GSM825674
[83]
GSM825675
[84]
GSM825676
[85]
GSM825677
[86]
GSM825678
[87]
GSM825679
[88]
GSM825680
[89]
GSM825681
[90]
GSM825682
[91]
GSM825683
[92]
GSM825684
[93]
GSM825685
[94]
GSM825686
[95]
GSM825687
[96]
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[97]
GSM825689
[98]
GSM825690
[99]
GSM825691
[100]
GSM825692
[101]
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[102]
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[103]
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[104]
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[105]
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[106]
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[107]
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[108]
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[109]
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[110]
GSM825702
[111]
GSM825703
[112]
GSM825704
[113]
GSM825705
[114]
GSM825706
[115]
GSM825707
[116]
GSM825708
[117]
GSM825709
sample_count
118
group_sizes
null
group_sizes_basis
null
platform
10295
taxon
Homo sapiens
title
Genome-wide gene expression profiling of mesenchymal stem cells, osteosarcoma cells, and osteosarcoma cell lines.
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE42572
role
raw
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geo-series
media_type
application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE42572
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null
bytes
null
access
open
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resolved
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null
reader_status
reader_required
identifier
GSE42572
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null
note
After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).
access_statement_kind
repository_route_statement
sample_accessions array · 12 items
[0]
GSM1045332
[1]
GSM1045333
[2]
GSM1045334
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[4]
GSM1045336
[5]
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[6]
GSM1045338
[7]
GSM1045339
[8]
GSM1045340
[9]
GSM1045341
[10]
GSM1045342
[11]
GSM1045343
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
13376
taxon
Homo sapiens
title
Gene expression analysis of mesenchymal stromal cells obtained from healthy donors and osteosarcoma patients
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[9] object · 15 fields
id
data:geo:GSE99671
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raw
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geo-series
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application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE99671
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null
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null
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null
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GSE99671
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null
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After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).
structure object · 15 fields
repository
GEO
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GEO accession URL
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After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).
access_statement_kind
repository_route_statement
sample_accessions array · 51 items
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GSM2649696
[1]
GSM2649697
[2]
GSM2649698
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GSM2649699
[4]
GSM2649700
[5]
GSM2649701
[6]
GSM2649702
[7]
GSM2649703
[8]
GSM2649704
[9]
GSM2649705
[10]
GSM2649706
[11]
GSM2649707
[12]
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[13]
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[14]
GSM2649710
[15]
GSM2649711
[16]
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[17]
GSM2649713
[18]
GSM2649714
[19]
GSM2649715
[20]
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[21]
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[22]
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[23]
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[24]
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[25]
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[26]
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[27]
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[28]
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[29]
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[30]
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[31]
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[32]
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[33]
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[34]
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[35]
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[36]
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[37]
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[38]
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[39]
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[40]
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[41]
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[42]
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[43]
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[44]
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[45]
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[46]
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[47]
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[48]
GSM2652438
[49]
GSM2652439
[50]
GSM2652440
sample_count
51
group_sizes
null
group_sizes_basis
null
platform
20148
taxon
Homo sapiens
title
Whole transcriptome analysis identifies differentially regulated networks between osteosarcoma and normal bone samples
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[10] object · 16 fields
id
asset:table:pmid:34474553:1
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table
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jats-table
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application/vnd.jats.table+json
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null
sha256
sha256:73b5c124a7b2dd533aa274a29be48a1265fb06194f8c226381861669a018ed34
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525
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read_table
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available
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section[8]/table-wrap[1]#table001
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null
note
Clinicopathological characteristics of OS patients.
structure object · 5 fields
pmcid
PMC8431870
section_index
8
section_title
Cell culture and transient transfection
row_count
11
column_count
3
table object · 8 fields
label
Table 1.
caption
Clinicopathological characteristics of OS patients.
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[0] array · 3 items
[0]
[1]
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[2]
Number of case (%)
[1] array · 3 items
[0]
Grade
[1]
G1~G2
[2]
17 (0.41)
[2] array · 3 items
[0]
[1]
G3~G4
[2]
24 (0.59)
[3] array · 3 items
[0]
Sex
[1]
F
[2]
14 (0.34)
[4] array · 3 items
[0]
[1]
M
[2]
27 (0.66)
[5] array · 3 items
[0]
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[1]
I~II
[2]
38 (0.93)
[6] array · 3 items
[0]
[1]
III~IV
[2]
3 (0.07)
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[0]
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[1]
<20
[2]
13 (0.32)
[8] array · 3 items
[0]
[1]
>20
[2]
28 (0.68)
[9] array · 3 items
[0]
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[1]
Lower limb bone
[2]
28 (0.68)
[10] array · 3 items
[0]
[1]
Upper limb bone
[2]
13 (0.32)
locator
section[8]/table-wrap[1]#table001
gaps array · 18 items
[0]
asset:data:geo:GSE11414 not downloaded
[1]
asset:data:geo:GSE11414 licence not read
[2]
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[3]
asset:data:geo:GSE12865 licence not read
[4]
asset:data:geo:GSE14359 not downloaded
[5]
asset:data:geo:GSE14359 licence not read
[6]
asset:data:geo:GSE16102 not downloaded
[7]
asset:data:geo:GSE16102 licence not read
[8]
asset:data:geo:GSE21257 not downloaded
[9]
asset:data:geo:GSE21257 licence not read
[10]
asset:data:geo:GSE39055 not downloaded
[11]
asset:data:geo:GSE39055 licence not read
[12]
asset:data:geo:GSE42352 not downloaded
[13]
asset:data:geo:GSE42352 licence not read
[14]
asset:data:geo:GSE42572 not downloaded
[15]
asset:data:geo:GSE42572 licence not read
[16]
asset:data:geo:GSE99671 not downloaded
[17]
asset:data:geo:GSE99671 licence not read
analysis object · 4 fields
state
partial
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[0] object · 10 fields
id
method-1
family
survival_analysis
specific
kaplan_meier
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Survival analysis
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[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
0.8
band
high
quote
Kaplan-Meier
[1] object · 10 fields
id
method-2
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differential_expression
specific
limma_voom
label
Differential expression analysis
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[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
0.8
band
high
quote
limma
[2] object · 10 fields
id
method-3
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null
specific
null
label
Meta-analysis
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
Subsequently, the “mama” package was used to group OS patients and normal controls, perform a meta-analysis, and obtain the z-score value.
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
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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]
survival_km
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: kaplan_meier.
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 · 9 items
[0]
GSE11414
[1]
GSE12865
[2]
GSE14359
[3]
GSE16102
[4]
GSE42352
[5]
GSE42572
[6]
GSE21257
[7]
GSE39055
[8]
GSE99671
resolved_accessions array · 9 items
[0]
GSE11414
[1]
GSE12865
[2]
GSE14359
[3]
GSE16102
[4]
GSE42352
[5]
GSE42572
[6]
GSE21257
[7]
GSE39055
[8]
GSE99671
statements array · 1 item
[0]
After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).
basis
The paper names GSE11414, GSE12865, GSE14359, GSE16102, GSE42352, GSE42572, GSE21257, GSE39055, GSE99671 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 · 1 item
[0]
survival_km
assets array · 3 items
[0]
source:pmid:34474553
[1]
data:geo:GSE11414
[2]
asset:table:pmid:34474553:1
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[0]
run_analysis
must_build object · 5 fields
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readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE11414
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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
2026-10-31T18:34:38Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
29862
completion_tokens
2901
cached_tokens
10120
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[0] object · 4 fields
id
extraction
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complete
reader
MiniMax-M3.1-Flash
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minimax
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review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
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absent
status
not_run
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null
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[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:34474553
type
paper
label
pmid:34474553
[1] object · 3 fields
id
source:pmid:34474553
type
manuscript
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PMID 34474553 full text
[2] object · 3 fields
id
data:geo:GSE11414
type
dataset
label
GEO GSE11414
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[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
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[0] object · 3 fields
id
pmid:34474553
type
paper
label
pmid:34474553
[1] object · 3 fields
id
source:pmid:34474553
type
manuscript
label
PMID 34474553 full text
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id
data:geo:GSE11414
type
dataset
label
GEO GSE11414
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34474553
type
extraction
used array · 1 item
[0]
source:pmid:34474553
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE11414
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE11414
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
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Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
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:34474553
parent_hash
sha256:6a3411db8c8e63b9e68ab8bdaa6dca8e7f5892cee1b9aa66397f5443d2faee0d
fork_of
null
gaps array · 23 items
[0]
asset:data:geo:GSE11414 licence not read
[1]
asset:data:geo:GSE11414 not downloaded
[2]
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[3]
asset:data:geo:GSE12865 not downloaded
[4]
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[5]
asset:data:geo:GSE14359 not downloaded
[6]
asset:data:geo:GSE16102 licence not read
[7]
asset:data:geo:GSE16102 not downloaded
[8]
asset:data:geo:GSE21257 licence not read
[9]
asset:data:geo:GSE21257 not downloaded
[10]
asset:data:geo:GSE39055 licence not read
[11]
asset:data:geo:GSE39055 not downloaded
[12]
asset:data:geo:GSE42352 licence not read
[13]
asset:data:geo:GSE42352 not downloaded
[14]
asset:data:geo:GSE42572 licence not read
[15]
asset:data:geo:GSE42572 not downloaded
[16]
asset:data:geo:GSE99671 licence not read
[17]
asset:data:geo:GSE99671 not downloaded
[18]
execution.not_run
[19]
method.reader_named_unmapped
[20]
review.human_critique
[21]
review.independent_reader
[22]
review.machine_critique
assays array · 5 items
[0] object · 11 fields
role
data_generation
definition_id
flow_cytometry
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
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assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
iated with a poor prognosis in OS. Moreover, flow cytometry analysis of isolated OS cells demonstrated t
order_basis
paper_text_order:714
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
transfection
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99e1195c7d6f
required_operations array · 0 items
support_state
partial
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assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
lls were arrested in the G1 phase after POGZ knockdown. The RNA-seq results indicated that POGZ was
[1]
ed to detect the effects of POGZ. After POGZ knockdown, OS cell proliferation, invasion and migrati
[2]
urvival analysis. Cell culture and transient transfection OS cell lines including Saos-2 and U-2OS wer
[3]
he manufacturer’s recommendations, Turbofect transfection reagent was used (Thermo Fisher Scientific I
order_basis
paper_text_order:827
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
rna_seq
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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]
ed in the G1 phase after POGZ knockdown. The RNA-seq results indicated that POGZ was co-expressed
order_basis
paper_text_order:842
id
assay:3
[3] 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
0.77
evidence array · 1 item
[0]
hanghai, China). Saos-2 and U-2OS cells were cultured in a DMEM media (Gibco, Waltham, MA) supplement
order_basis
paper_text_order:2476
id
assay:4
[4] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
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dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Kaplan-Meier
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:34474553", "kind": "science-record", "revision": 8, "content_hash": "sha256:395511be718f5cc3f4eb08cd853bab9f9d0bd1f22de69478e1b80d95e3f120af", "created_at": "2026-11-01T15:41:50Z", "updated_at": "2026-11-01T22:04:37Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of abnormally high expression of POGZ as a new biomarker associated with a poor prognosis in osteosarcoma.", "doi": "10.4081/ejh.2021.3264", "pmid": "34474553", "authors": ["Sikuan Zheng", "Yue Liu", "Haohe Sun", "Jingyu Jia", "Tianlong Wu", "Rui Ding", "Xigao Cheng"], "journal": "European journal of histochemistry : EJH", "year": 2021, "abstract": "Osteosarcoma (OS) is the most prevalent malignant bone tumor in children and young adults. There is an urgent need for a novel biomarker related to the prognosis of OS. We performed a meta-analysis incorporating six independent datasets and performed a survival analysis with one independent dataset GSE21257 in the GEO database for gene screening. The results revealed that one potential biomarker related to OS survival, POGZ was the most significantly upregulated gene. We also verified that the POGZ was overexpressed in clinical samples. The survival analysis revealed that POGZ is associated with a poor prognosis in OS. Moreover, flow cytometry analysis of isolated OS cells demonstrated that OS cells were arrested in the G1 phase after POGZ knockdown. The RNA-seq results indicated that POGZ was co-expressed with CCNE1 and CCNB1. Pathway analysis showed that genes associated with high expression levels of POGZ were related to the cell cycle pathway. A cell model was constructed to detect the effects of POGZ. After POGZ knockdown, OS cell proliferation, invasion and migration were all decreased. 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This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE11414"], "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:GSE11414"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34474553", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.4081/ejh.2021.3264", "sha256": "sha256:887f9226482efb9aaf86678e9e77ca598b2a6a39b814fe87f247905c24081b00", "bytes": 37220, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.4081/ejh.2021.3264", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8431870", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE11414", "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=GSE11414", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE11414", "version": null, "note": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM288005", "GSM288006", "GSM288007", "GSM288008", "GSM288009", "GSM288010"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Gene expression of osteosarcoma cell (U2OS, MG63) lines relative to normal human osteoblasts (HOB)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": 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in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM288005", "GSM288006", "GSM322691", "GSM322692", "GSM322693", "GSM322694", "GSM322695", "GSM322696", "GSM322697", "GSM322698", "GSM322699", "GSM322700", "GSM322701", "GSM322702"], "sample_count": 14, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Gene expression of human paediatric osteosarcoma tumour samples relative to normal human osteoblasts", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE14359", "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=GSE14359", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE14359", "version": null, "note": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM359137", "GSM359138", "GSM359139", "GSM359140", "GSM359141", "GSM359142", "GSM359143", "GSM359144", "GSM359145", "GSM359146", "GSM359147", "GSM359148", "GSM359149", "GSM359150", "GSM359151", "GSM359152", "GSM359153", "GSM359154", "GSM359155", "GSM359156"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Expression data from conventional osteosarcoma compared to primary non-neoplastic osteoblast cells", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE16102", "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=GSE16102", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE16102", "version": null, "note": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM402658", "GSM402659", "GSM402660", "GSM402661", "GSM402662", "GSM402663", "GSM402664", "GSM402665", "GSM402666", "GSM402667", "GSM402668", "GSM402669", "GSM402670", "GSM402671", "GSM402672", "GSM402673", "GSM402674", "GSM402675", "GSM402676", "GSM402677", "GSM402678", "GSM402679", "GSM402680", "GSM402684", "GSM402685", "GSM402686", "GSM402687", "GSM402688", "GSM402689", "GSM402690", "GSM402691", "GSM402692", "GSM402693", "GSM402694", "GSM402695", "GSM402696", "GSM402697", "GSM402698", "GSM402699", "GSM402700", "GSM402701", "GSM402702", "GSM402703", "GSM402704", "GSM402705", "GSM402706", "GSM402718", "GSM402719", "GSM402720", "GSM402721", "GSM402722", "GSM402723", "GSM402724", "GSM402725", "GSM402726", "GSM402727", "GSM402728", "GSM402729", "GSM402730", "GSM402731", "GSM402732", "GSM402733", "GSM402734", "GSM402735", "GSM402736", "GSM402737", "GSM402738", "GSM402739", "GSM402740", "GSM402741", "GSM402742", "GSM402743", "GSM402744", "GSM402745", "GSM402746", "GSM402747", "GSM402748", "GSM402749", "GSM402750", "GSM402751"], "sample_count": 80, "group_sizes": null, "group_sizes_basis": null, "platform": "3979;96", "taxon": "Canis lupus familiaris; Homo sapiens", "title": "Gene expression profiles of canine and human osteosarcoma", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE21257", "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=GSE21257", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE21257", "version": null, "note": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM530667", "GSM530899", "GSM531283", "GSM531284", "GSM531285", "GSM531286", "GSM531287", "GSM531288", "GSM531289", "GSM531290", "GSM531291", "GSM531292", "GSM531293", "GSM531294", "GSM531295", "GSM531296", "GSM531297", "GSM531298", "GSM531299", "GSM531300", "GSM531301", "GSM531302", "GSM531303", "GSM531304", "GSM531305", "GSM531306", "GSM531307", "GSM531308", "GSM531309", "GSM531310", "GSM531311", "GSM531312", "GSM531313", "GSM531314", "GSM531319", "GSM531320", "GSM531321", "GSM531322", "GSM531323", "GSM531324", "GSM531325", "GSM531326", "GSM531327", "GSM531328", "GSM531329", "GSM531330", "GSM531331", "GSM531332", "GSM531333", "GSM531334", "GSM531335", "GSM531351", "GSM531352"], "sample_count": 53, "group_sizes": null, "group_sizes_basis": null, "platform": "10295", "taxon": "Homo sapiens", "title": "Genome-wide gene expression profiling on pre-chemotherapy biopsies of osteosarcoma patients who developed metastases within 5yrs (n=34) and patients who did not develop metastases within 5yrs (n=19)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE39055", "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=GSE39055", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE39055", "version": null, "note": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM954790", "GSM954791", "GSM954792", "GSM954793", "GSM954794", "GSM954795", "GSM954796", "GSM954797", "GSM954798", "GSM954799", "GSM954800", "GSM954801", "GSM954802", "GSM954803", "GSM954804", "GSM954805", "GSM954806", "GSM954807", "GSM954808", "GSM954809", "GSM954810", "GSM954811", "GSM954812", "GSM954813", "GSM954814", "GSM954815", "GSM954816", "GSM954817", "GSM954818", "GSM954819", "GSM954820", "GSM954821", "GSM954822", "GSM954823", "GSM954824", "GSM954825", "GSM954826"], "sample_count": 37, "group_sizes": null, "group_sizes_basis": null, "platform": "14951", "taxon": "Homo sapiens", "title": "mRNA profiling and clinical outcomes in human osteosarcoma (biopsies)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE42352", "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=GSE42352", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42352", "version": null, "note": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1038236", "GSM1038237", "GSM1038238", "GSM1038239", "GSM1038240", "GSM1038241", "GSM1038242", "GSM1038243", "GSM1038244", "GSM1038245", "GSM1038246", "GSM1038247", "GSM1038248", "GSM1038249", "GSM1038250", "GSM1038251", "GSM1038252", "GSM1038253", "GSM1038254", "GSM717846", "GSM717847", "GSM717848", "GSM717849", "GSM717850", 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"GSM825693", "GSM825694", "GSM825695", "GSM825696", "GSM825697", "GSM825698", "GSM825699", "GSM825700", "GSM825701", "GSM825702", "GSM825703", "GSM825704", "GSM825705", "GSM825706", "GSM825707", "GSM825708", "GSM825709"], "sample_count": 118, "group_sizes": null, "group_sizes_basis": null, "platform": "10295", "taxon": "Homo sapiens", "title": "Genome-wide gene expression profiling of mesenchymal stem cells, osteosarcoma cells, and osteosarcoma cell lines.", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE42572", "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=GSE42572", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42572", "version": null, "note": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "After excluding 244 studies involving cell lines and 31 nonconforming studies in the GEO, we selected 6 studies, whose data were included in the GSE11414,15 GSE12865,16 GSE14359,17 GSE16102,18 GSE42352,19,20 GSE4257221 datasets, for inclusion in the meta-analysis (Supplementary Figure 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1045332", "GSM1045333", "GSM1045334", "GSM1045335", "GSM1045336", "GSM1045337", "GSM1045338", "GSM1045339", "GSM1045340", "GSM1045341", "GSM1045342", "GSM1045343"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, 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