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pmid:32788627

Identification of potential diagnostic gene biomarkers in patients with osteoarthritis.

Xinling Wang · Yang Yu · Yong Huang · Mingshuang Zhu · Rigao Chen · Zhanghui Liao · Shipeng Yang

Scientific reports · 2020 doi:10.1038/s41598-020-70596-9

Paper

complete

Experiment

complete

Data

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Analysis

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Execution

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title
Identification of potential diagnostic gene biomarkers in patients with osteoarthritis.
doi
10.1038/s41598-020-70596-9
pmid
32788627
authors array · 7 items
[0]
Xinling Wang
[1]
Yang Yu
[2]
Yong Huang
[3]
Mingshuang Zhu
[4]
Rigao Chen
[5]
Zhanghui Liao
[6]
Shipeng Yang
journal
Scientific reports
year
2020
abstract
The current study was aimed to identify diagnostic gene signature for osteoarthritis (OA). The differentially expressed genes (DEGs) in synovial membrane samples and blood samples were respectively identified from the GEO dataset. The intersection DEGs between synovial membrane and blood were further screened out, followed by the functional annotation of these common DEGs. The optimal intersection gene biomarkers for OA diagnostics were determined. The GSE51588 dataset of articular cartilage was used for expression validation and further diagnostic analysis validation of identified gene biomarkers for OA diagnostics. There were 379 intersection DEGs were obtained between the synovial membrane and blood samples of OA. 22 DEGs had a diagnostic value for OA. After further screening, a total of 9 DEGs including TLR7, RTP4, CRIP1, ZNF688, TOP1, EIF1AY, RAB2A, ZNF281 and UIMC1 were identified for OA diagnostic. The identified DEGs could be considered as potential diagnostic biomarkers for OA.
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The limma package in R software was used to identify the DEGs in OA synovial membrane and blood samples. Benjamini and Hochberg test was used to adjust the p value. The p < 0.05 was considered as the cutoff criterion.
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sections[4] "Data processing and identification of DEGs" paragraph 2
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The limma package in R software was used to identify the DEGs in OA synovial membrane and blood samples. Benjamini and Hochberg test was used to adjust the p value. The p < 0.05 was considered as the cutoff criterion.
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Identification of inter-individual and gene-specific variances in mRNA expression profiles in the RA SM
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Gene expression profiles from peripheral blood mononuclear cells (PBMCs) of osteoarthritis patients and healthy controls
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open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE63359
version
null
note
4 datasets of synovial membrane including GSE82107, GSE55457, GSE55235 and GSE12021 and 2 datasets of blood including GSE63359 and GSE48556 were used for gene expression profiles analysis. All these datasets were downloaded from the GEO database, which based on GPL 570, GPL96 and GPL6947 platforms.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
4 datasets of synovial membrane including GSE82107, GSE55457, GSE55235 and GSE12021 and 2 datasets of blood including GSE63359 and GSE48556 were used for gene expression profiles analysis. All these datasets were downloaded from the GEO database, which based on GPL 570, GPL96 and GPL6947 platforms.
access_statement_kind
repository_route_statement
sample_accessions array · 72 items
[0]
GSM1546587
[1]
GSM1546588
[2]
GSM1546589
[3]
GSM1546590
[4]
GSM1546591
[5]
GSM1546592
[6]
GSM1546593
[7]
GSM1546594
[8]
GSM1546595
[9]
GSM1546596
[10]
GSM1546597
[11]
GSM1546598
[12]
GSM1546599
[13]
GSM1546600
[14]
GSM1546601
[15]
GSM1546602
[16]
GSM1546603
[17]
GSM1546604
[18]
GSM1546605
[19]
GSM1546606
[20]
GSM1546607
[21]
GSM1546608
[22]
GSM1546609
[23]
GSM1546610
[24]
GSM1546611
[25]
GSM1546612
[26]
GSM1546613
[27]
GSM1546614
[28]
GSM1546615
[29]
GSM1546616
[30]
GSM1546617
[31]
GSM1546618
[32]
GSM1546619
[33]
GSM1546620
[34]
GSM1546621
[35]
GSM1546622
[36]
GSM1546623
[37]
GSM1546624
[38]
GSM1546625
[39]
GSM1546626
[40]
GSM1546627
[41]
GSM1546628
[42]
GSM1546629
[43]
GSM1546630
[44]
GSM1546631
[45]
GSM1546632
[46]
GSM1546633
[47]
GSM1546634
[48]
GSM1546635
[49]
GSM1546636
[50]
GSM1546637
[51]
GSM1546638
[52]
GSM1546639
[53]
GSM1546640
[54]
GSM1546641
[55]
GSM1546642
[56]
GSM1546643
[57]
GSM1546644
[58]
GSM1546645
[59]
GSM1546646
[60]
GSM1546647
[61]
GSM1546648
[62]
GSM1546649
[63]
GSM1546650
[64]
GSM1546651
[65]
GSM1546652
[66]
GSM1546653
[67]
GSM1546654
[68]
GSM1546655
[69]
GSM1546656
[70]
GSM1546657
[71]
GSM1546658
sample_count
72
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data for peripheral human blood leukocytes gene expression
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 15 fields
id
data:geo:GSE82107
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=GSE82107
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE82107
version
null
note
4 datasets of synovial membrane including GSE82107, GSE55457, GSE55235 and GSE12021 and 2 datasets of blood including GSE63359 and GSE48556 were used for gene expression profiles analysis. All these datasets were downloaded from the GEO database, which based on GPL 570, GPL96 and GPL6947 platforms.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
4 datasets of synovial membrane including GSE82107, GSE55457, GSE55235 and GSE12021 and 2 datasets of blood including GSE63359 and GSE48556 were used for gene expression profiles analysis. All these datasets were downloaded from the GEO database, which based on GPL 570, GPL96 and GPL6947 platforms.
access_statement_kind
repository_route_statement
sample_accessions array · 17 items
[0]
GSM2183532
[1]
GSM2183533
[2]
GSM2183534
[3]
GSM2183535
[4]
GSM2183536
[5]
GSM2183537
[6]
GSM2183538
[7]
GSM2183539
[8]
GSM2183540
[9]
GSM2183541
[10]
GSM2183542
[11]
GSM2183543
[12]
GSM2183544
[13]
GSM2183545
[14]
GSM2183546
[15]
GSM2183547
[16]
GSM2183548
sample_count
17
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Synovial biopsies of osteoarthritis patients
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 16 fields
id
asset:table:pmid:32788627:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:6cc27f771c5d035e7557fe36f56d4f6ee15944650bbac505a06a655cb9fd7206
bytes
783
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#Tab1
version
null
note
Six datasets used for gene expression profiles analysis.
structure object · 5 fields
pmcid
PMC7424510
section_index
3
section_title
Microarray data information
row_count
7
column_count
7
table object · 8 fields
label
Table 1
caption
Six datasets used for gene expression profiles analysis.
rows array · 7 items
[0] array · 7 items
[0]
GEO ID
[1]
Author
[2]
Platform
[3]
Samples
[4]
Year
[5]
Type
[6]
Omics
[1] array · 7 items
[0]
GSE82107
[1]
Marieke de Vries
[2]
GPL 570
[3]
OA: Normal = 10:7
[4]
2016
[5]
Synovial membrane
[6]
mRNA
[2] array · 7 items
[0]
GSE55457
[1]
Woetzel D
[2]
GPL 96
[3]
OA: Normal = 10:10
[4]
2014
[5]
Synovial membrane
[6]
mRNA
[3] array · 7 items
[0]
GSE55235
[1]
Woetzel D
[2]
GPL 96
[3]
OA: Normal = 10:10
[4]
2014
[5]
Synovial membrane
[6]
mRNA
[4] array · 7 items
[0]
GSE12021
[1]
Huber R
[2]
GPL 96
[3]
OA: Normal = 10:9
[4]
2008
[5]
Synovial membrane
[6]
mRNA
[5] array · 7 items
[0]
GSE63359
[1]
Attur M
[2]
GPL 96
[3]
OA: Normal = 44:26
[4]
2017
[5]
Blood
[6]
mRNA
[6] array · 7 items
[0]
GSE48556
[1]
Ramos YF
[2]
GPL 6,947
[3]
OA: Normal = 106:33
[4]
2013
[5]
Blood
[6]
mRNA
locator
section[3]/table-wrap[1]#Tab1
[9] object · 16 fields
id
asset:table:pmid:32788627:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:8e9bd315b4a2464379892c6d79f01645c6c66b02ccf8143c81eb6996bc3518eb
bytes
1167
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[2]#Tab2
version
null
note
The clinical information of patients in datasets.
structure object · 5 fields
pmcid
PMC7424510
section_index
3
section_title
Microarray data information
row_count
38
column_count
3
table object · 8 fields
label
Table 2
caption
The clinical information of patients in datasets.
rows array · 38 items
[0] array · 3 items
[0]
[1]
OA
[2]
Normal
[1] array · 3 items
[0]
GSE82107
[1]
10
[2]
7
[2] array · 3 items
[0]
Age, years (mean ± SD)
[1]
NA
[2]
NA
[3] array · 1 item
[0]
Sex
[4] array · 3 items
[0]
Male
[1]
NA
[2]
NA
[5] array · 3 items
[0]
Female
[1]
NA
[2]
NA
[6] array · 3 items
[0]
GSE55457
[1]
10
[2]
10
[7] array · 3 items
[0]
Age, years (mean ± SD)
[1]
72.4 ± 5.9
[2]
51.0 ± 19.7
[8] array · 1 item
[0]
Sex
[9] array · 3 items
[0]
Male
[1]
2
[2]
8
[10] array · 3 items
[0]
Female
[1]
8
[2]
2
[11] array · 3 items
[0]
GSE55235
[1]
10
[2]
10
[12] array · 1 item
[0]
Sex
[13] array · 3 items
[0]
Male
[1]
2
[2]
7
[14] array · 3 items
[0]
Female
[1]
8
[2]
3
[15] array · 3 items
[0]
GSE12021
[1]
10
[2]
9
[16] array · 3 items
[0]
Age, years (mean ± SD)
[1]
71.9 ± 2.0
[2]
49.9 ± 6.7
[17] array · 1 item
[0]
Sex
[18] array · 3 items
[0]
Male
[1]
2
[2]
7
[19] array · 3 items
[0]
Female
[1]
8
[2]
2
[20] array · 3 items
[0]
Disease duration, years (mean ± SD)
[1]
6.2 ± 2.7
[2]
0.4 ± 0.3
[21] array · 3 items
[0]
CRP(mg/L)
[1]
7.6 ± 2.9
[2]
NA
[22] array · 3 items
[0]
GSE63359
[1]
46
[2]
26
[23] array · 3 items
[0]
Age, years (mean ± SD)
[1]
65.6 ± 10.7
[2]
54.6 ± 9.5
[24] array · 1 item
[0]
Sex
[25] array · 3 items
[0]
Male
[1]
14
[2]
7
[26] array · 3 items
[0]
Female
[1]
32
[2]
19
[27] array · 3 items
[0]
BMI (mean ± SD)
[1]
27.4 ± 4.1
[2]
24.9 ± 3.9
[28] array · 3 items
[0]
GSE48556
[1]
106
[2]
33
[29] array · 3 items
[0]
Age, years (mean ± SD)
[1]
58.2 ± 7.6
[2]
60.9 ± 7.7
[30] array · 1 item
[0]
Sex
[31] array · 3 items
[0]
Male
[1]
1
[2]
9
[32] array · 3 items
[0]
Female
[1]
105
[2]
24
[33] array · 3 items
[0]
GSE51588
[1]
40
[2]
10
[34] array · 3 items
[0]
Age, years (mean ± SD)
[1]
69.7 ± 8.8
[2]
38.4 ± 12.7
[35] array · 1 item
[0]
Sex
[36] array · 3 items
[0]
Male
[1]
18
[2]
4
[37] array · 3 items
[0]
Female
[1]
22
[2]
6
locator
section[3]/table-wrap[2]#Tab2
[10] object · 16 fields
id
asset:table:pmid:32788627:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:d2d6b4cc9b09ebf8012b193700043854d70150f80246656b41f1426e6e48df18
bytes
1367
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#Tab3
version
null
note
The clinical information of OA patients normal individuals in QRT-PCR.
structure object · 5 fields
pmcid
PMC7424510
section_index
14
section_title
QRT-PCR validation of diagnostic gene biomarkers
row_count
9
column_count
11
table object · 8 fields
label
Table 3
caption
The clinical information of OA patients normal individuals in QRT-PCR.
rows array · 9 items
[0] array · 11 items
[0]
[1]
Age
[2]
Gender
[3]
BMI
[4]
Duration of disease
[5]
Kellgren-Lawrance classification
[6]
Site
[7]
White blood cell count (cells/ml)
[8]
Platelet count (cells/ml)
[9]
C-reactive protein (mg/l)
[10]
X-ray results
[1] array · 11 items
[0]
OA
[1]
55
[2]
Female
[3]
25.4
[4]
30 years
[5]
I
[6]
Left knee
[7]
5.83 × 109
[8]
2.55 × 1011
[9]
< 0.5
[10]
Mild degeneration of the left knee joint
[2] array · 10 items
[0]
29
[1]
Male
[2]
24.8
[3]
2 months
[4]
I
[5]
Left knee
[6]
4.58 × 109
[7]
3.07 × 1011
[8]
< 0.5
[9]
Mild degeneration of the left knee joint
[3] array · 10 items
[0]
65
[1]
Female
[2]
20
[3]
1 month
[4]
I
[5]
Left knee
[6]
2.01 × 109
[7]
1.35 × 1011
[8]
< 0.5
[9]
Mild degeneration of the left knee joint
[4] array · 10 items
[0]
76
[1]
Male
[2]
28.3
[3]
5 years
[4]
III
[5]
Right knee
[6]
8.36 × 109
[7]
2.16 × 1011
[8]
< 0.5
[9]
Degenerative changes in both knees
[5] array · 11 items
[0]
NA
[1]
60
[2]
Female
[3]
24
[4]
3 days
[5]
I
[6]
Left knee
[7]
5.33 × 109
[8]
9.5 × 1011
[9]
9.5
[10]
Patellar fractures
[6] array · 10 items
[0]
48
[1]
Male
[2]
22
[3]
5 days
[4]
Normal
[5]
Right knee
[6]
7.8 × 109
[7]
1.54 × 1011
[8]
11.1
[9]
Fracture of the upper tibia
[7] array · 10 items
[0]
45
[1]
Male
[2]
27
[3]
1 days
[4]
Normal
[5]
Right knee
[6]
8.8 × 109
[7]
1.87 × 1011
[8]
14.2
[9]
Platform fractures
[8] array · 10 items
[0]
37
[1]
Female
[2]
24
[3]
1 days
[4]
Normal
[5]
Left knee
[6]
9.1 × 109
[7]
2.01 × 1011
[8]
11.9
[9]
Patellar fractures
locator
section[14]/table-wrap[1]#Tab3
gaps array · 14 items
[0]
asset:data:geo:GSE12021 not downloaded
[1]
asset:data:geo:GSE12021 licence not read
[2]
asset:data:geo:GSE48556 not downloaded
[3]
asset:data:geo:GSE48556 licence not read
[4]
asset:data:geo:GSE51588 not downloaded
[5]
asset:data:geo:GSE51588 licence not read
[6]
asset:data:geo:GSE55235 not downloaded
[7]
asset:data:geo:GSE55235 licence not read
[8]
asset:data:geo:GSE55457 not downloaded
[9]
asset:data:geo:GSE55457 licence not read
[10]
asset:data:geo:GSE63359 not downloaded
[11]
asset:data:geo:GSE63359 licence not read
[12]
asset:data:geo:GSE82107 not downloaded
[13]
asset:data:geo:GSE82107 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
The limma package in R software was used to identify the DEGs in OA synovial membrane and blood samples. Benjamini and Hochberg test was used to adjust the p value. The p < 0.05 was considered as the cutoff criterion.
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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 · 7 items
[0]
GSE82107
[1]
GSE55457
[2]
GSE55235
[3]
GSE12021
[4]
GSE63359
[5]
GSE48556
[6]
GSE51588
resolved_accessions array · 7 items
[0]
GSE82107
[1]
GSE55457
[2]
GSE55235
[3]
GSE12021
[4]
GSE63359
[5]
GSE48556
[6]
GSE51588
statements array · 1 item
[0]
4 datasets of synovial membrane including GSE82107, GSE55457, GSE55235 and GSE12021 and 2 datasets of blood including GSE63359 and GSE48556 were used for gene expression profiles analysis. All these datasets were downloaded from the GEO database, which based on GPL 570, GPL96 and GPL6947 platforms.
basis
The paper names GSE82107, GSE55457, GSE55235, GSE12021, GSE63359, GSE48556, GSE51588 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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 5 items
[0]
source:pmid:32788627
[1]
data:geo:GSE12021
[2]
asset:table:pmid:32788627:1
[3]
asset:table:pmid:32788627:2
[4]
asset:table:pmid:32788627:3
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:GSE12021
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:21:50Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
22793
completion_tokens
2228
cached_tokens
785
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:32788627
type
paper
label
pmid:32788627
[1] object · 3 fields
id
source:pmid:32788627
type
manuscript
label
PMID 32788627 full text
[2] object · 3 fields
id
data:geo:GSE12021
type
dataset
label
GEO GSE12021
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:32788627
type
paper
label
pmid:32788627
[1] object · 3 fields
id
source:pmid:32788627
type
manuscript
label
PMID 32788627 full text
[2] object · 3 fields
id
data:geo:GSE12021
type
dataset
label
GEO GSE12021
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32788627
type
extraction
used array · 1 item
[0]
source:pmid:32788627
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE12021
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE12021
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:32788627
parent_hash
sha256:ad556ce177bca8712ac754dd2af74429fe4c83230b8c8758ec1a0731a1a7a37c
fork_of
null
gaps array · 18 items
[0]
asset:data:geo:GSE12021 licence not read
[1]
asset:data:geo:GSE12021 not downloaded
[2]
asset:data:geo:GSE48556 licence not read
[3]
asset:data:geo:GSE48556 not downloaded
[4]
asset:data:geo:GSE51588 licence not read
[5]
asset:data:geo:GSE51588 not downloaded
[6]
asset:data:geo:GSE55235 licence not read
[7]
asset:data:geo:GSE55235 not downloaded
[8]
asset:data:geo:GSE55457 licence not read
[9]
asset:data:geo:GSE55457 not downloaded
[10]
asset:data:geo:GSE63359 licence not read
[11]
asset:data:geo:GSE63359 not downloaded
[12]
asset:data:geo:GSE82107 licence not read
[13]
asset:data:geo:GSE82107 not downloaded
[14]
execution.not_run
[15]
review.human_critique
[16]
review.independent_reader
[17]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The limma package in R software was used to identify the DEGs in OA synovial membrane and blood samples. Benjamini and Hochberg test was used to adjust the p value. The p < 0.05 was considered as the cutoff criterion.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32788627", "kind": "science-record", "revision": 9, "content_hash": "sha256:e78ad0eec16092062071f0910e1becd2d399cc13da7a08e2a557c704da14d7ed", "created_at": "2026-11-01T15:41:07Z", "updated_at": "2026-11-01T22:45:11Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of potential diagnostic gene biomarkers in patients with osteoarthritis.", "doi": "10.1038/s41598-020-70596-9", "pmid": "32788627", "authors": ["Xinling Wang", "Yang Yu", "Yong Huang", "Mingshuang Zhu", "Rigao Chen", "Zhanghui Liao", "Shipeng Yang"], "journal": "Scientific reports", "year": 2020, "abstract": "The current study was aimed to identify diagnostic gene signature for osteoarthritis (OA). The differentially expressed genes (DEGs) in synovial membrane samples and blood samples were respectively identified from the GEO dataset. The intersection DEGs between synovial membrane and blood were further screened out, followed by the functional annotation of these common DEGs. The optimal intersection gene biomarkers for OA diagnostics were determined. The GSE51588 dataset of articular cartilage was used for expression validation and further diagnostic analysis validation of identified gene biomarkers for OA diagnostics. There were 379 intersection DEGs were obtained between the synovial membrane and blood samples of OA. 22 DEGs had a diagnostic value for OA. After further screening, a total of 9 DEGs including TLR7, RTP4, CRIP1, ZNF688, TOP1, EIF1AY, RAB2A, ZNF281 and UIMC1 were identified for OA diagnostic. The identified DEGs could be considered as potential diagnostic biomarkers for OA.", "claims": [{"id": "claim-method", "statement": "The limma package in R software was used to identify the DEGs in OA synovial membrane and blood samples. Benjamini and Hochberg test was used to adjust the p value. 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years (mean ± SD)", "NA", "NA"], ["Sex"], ["Male", "NA", "NA"], ["Female", "NA", "NA"], ["GSE55457", "10", "10"], ["Age, years (mean ± SD)", "72.4 ± 5.9", "51.0 ± 19.7"], ["Sex"], ["Male", "2", "8"], ["Female", "8", "2"], ["GSE55235", "10", "10"], ["Sex"], ["Male", "2", "7"], ["Female", "8", "3"], ["GSE12021", "10", "9"], ["Age, years (mean ± SD)", "71.9 ± 2.0", "49.9 ± 6.7"], ["Sex"], ["Male", "2", "7"], ["Female", "8", "2"], ["Disease duration, years (mean ± SD)", "6.2 ± 2.7", "0.4 ± 0.3"], ["CRP(mg/L)", "7.6 ± 2.9", "NA"], ["GSE63359", "46", "26"], ["Age, years (mean ± SD)", "65.6 ± 10.7", "54.6 ± 9.5"], ["Sex"], ["Male", "14", "7"], ["Female", "32", "19"], ["BMI (mean ± SD)", "27.4 ± 4.1", "24.9 ± 3.9"], ["GSE48556", "106", "33"], ["Age, years (mean ± SD)", "58.2 ± 7.6", "60.9 ± 7.7"], ["Sex"], ["Male", "1", "9"], ["Female", "105", "24"], ["GSE51588", "40", "10"], ["Age, years (mean ± SD)", "69.7 ± 8.8", "38.4 ± 12.7"], ["Sex"], ["Male", "18", "4"], ["Female", "22", "6"]], 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