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pmid:33333372

Analysis of genomics and immune infiltration patterns of epithelial-mesenchymal transition related to metastatic breast cancer to bone.

Shuzhong Liu · An Song · Yunxiao Wu · Siyuan Yao · Muchuan Wang · Tong Niu · Chengao Gao · Ziquan Li · Xi Zhou · Zhen Huo · Bo Yang · Yong Liu · Yipeng Wang

Translational oncology · 2021 doi:10.1016/j.tranon.2020.100993

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title
Analysis of genomics and immune infiltration patterns of epithelial-mesenchymal transition related to metastatic breast cancer to bone.
doi
10.1016/j.tranon.2020.100993
pmid
33333372
authors array · 13 items
[0]
Shuzhong Liu
[1]
An Song
[2]
Yunxiao Wu
[3]
Siyuan Yao
[4]
Muchuan Wang
[5]
Tong Niu
[6]
Chengao Gao
[7]
Ziquan Li
[8]
Xi Zhou
[9]
Zhen Huo
[10]
Bo Yang
[11]
Yong Liu
[12]
Yipeng Wang
journal
Translational oncology
year
2021
abstract
OBJECTIVE: This study aimed to design a weighted co-expression network and a breast cancer (BC) prognosis evaluation system using a specific whole-genome expression profile combined with epithelial-mesenchymal transition (EMT)-related genes; thus, providing the basis and reference for assessing the prognosis risk of spreading of metastatic breast cancer (MBC) to the bone. METHODS: Four gene expression datasets of a large number of samples from GEO were downloaded and combined with the dbEMT database to screen out EMT differentially expressed genes (DEGs). Using the GSE20685 dataset as a training set, we designed a weighted co-expression network for EMT DEGs, and the hub genes most relevant to metastasis were selected. We chose eight hub genes to build prognostic assessment models to estimate the 3-, 5-, and 10-year survival rates. We evaluated the models' independent predictive abilities using univariable and multivariable Cox regression analyses. Two GEO datasets related to bone metastases from BC were downloaded and used to perform differential genetic analysis. We used CIBERSORT to distinguish 22 immune cell types based on tumor transcripts. RESULTS: Differential expression analysis showed a total of 304 DEGs, which were mainly related to proteoglycans in cancer, and the PI3K/Akt and the TGF-β signaling pathways, as well as mesenchyme development, focal adhesion, and cytokine binding functionally. The 50 hub genes were selected, and a survival-related linear risk assessment model consisting of eight genes (FERMT2, ITGA5, ITGB1, MCAM, CEMIP, HGF, TGFBR1, F2RL2) was constructed. The survival rate of patients in the high-risk group (HRG) was substantially lower than that of the low-risk group (LRG), and the 3-, 5-, and 10-year AUCs were 0.68, 0.687, and 0.672, respectively. In addition, we explored the DEGs of BC bone metastasis, and BMP2, BMPR2, and GREM1 were differentially expressed in both data sets. In GSE20685, memory B cells, resting memory T cell CD4 cells, T regulatory cells (Tregs), γδ T cells, monocytes, M0 macrophages, M2 macrophages, resting dendritic cells (DCs), resting mast cells, and neutrophils exhibited substantially different distribution between HRG and LRG. In GSE45255, there was a considerable difference in abundance of activated NK cells, monocytes, M0 macrophages, M2 macrophages, resting DCs, and neutrophils in HRG and LRG. CONCLUSIONS: Based on the weighted co-expression network for breast-cancer-metastasis-related DEGs, we screened hub genes to explore a prognostic model and the immune infiltration patterns of MBC. The results of this study provided a factual basis to bioinformatically explore the molecular mechanisms of the spread of MBC to the bone and the possibility of predicting the survival of patients.
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The Wilcox rank-sum test was used for difference analysis, with a P-value < 0.05 as the filtering condition.
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sample_count
120
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Multifactorial Approach to Predicting Resistance to Anthracyclines
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE2034
role
raw
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geo-series
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application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE2034
sha256
null
bytes
null
access
open
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resolved
reader
null
reader_status
reader_required
identifier
GSE2034
version
null
note
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
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[284]
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GSM37062
sample_count
286
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Breast cancer relapse free survival
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE20685
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=GSE20685
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE20685
version
null
note
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 327 items
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[1]
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[2]
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[3]
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[5]
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[6]
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[43]
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[46]
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[48]
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[50]
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[54]
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[68]
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[69]
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[70]
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[71]
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[73]
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[75]
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[78]
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[80]
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[82]
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[83]
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[84]
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[85]
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[87]
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[90]
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[91]
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[92]
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[93]
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[94]
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[95]
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[97]
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[98]
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[99]
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[100]
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[101]
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[102]
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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]
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[111]
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[112]
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[113]
GSM519230
[114]
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[115]
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[116]
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[117]
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[118]
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[119]
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[120]
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[121]
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[122]
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[123]
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[124]
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[125]
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[126]
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[127]
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[128]
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[129]
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[130]
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[131]
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[132]
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[133]
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[134]
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[135]
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[137]
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[138]
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[139]
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[140]
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[141]
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[142]
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[143]
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[144]
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[145]
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[146]
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[147]
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[148]
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[149]
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[150]
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[151]
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[152]
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[153]
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[154]
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[161]
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[162]
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[163]
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[167]
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[168]
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[170]
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[171]
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[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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[179]
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[180]
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[182]
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[183]
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[184]
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[185]
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[186]
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[211]
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[214]
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[215]
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[216]
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[217]
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[218]
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[219]
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[220]
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[221]
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[222]
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[223]
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[225]
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[229]
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[230]
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[232]
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[234]
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[236]
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[237]
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[239]
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[240]
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[241]
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[244]
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[245]
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[252]
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[255]
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[256]
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[314]
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[322]
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[324]
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GSM519442
[326]
GSM519443
sample_count
327
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Microarray-based molecular subtyping of breast cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE45255
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=GSE45255
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE45255
version
null
note
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 139 items
[0]
GSM1100037
[1]
GSM1100038
[2]
GSM1100039
[3]
GSM1100040
[4]
GSM1100041
[5]
GSM1100042
[6]
GSM1100043
[7]
GSM1100044
[8]
GSM1100045
[9]
GSM1100046
[10]
GSM1100047
[11]
GSM1100048
[12]
GSM1100049
[13]
GSM1100050
[14]
GSM1100051
[15]
GSM1100052
[16]
GSM1100053
[17]
GSM1100054
[18]
GSM1100055
[19]
GSM1100056
[20]
GSM1100057
[21]
GSM1100058
[22]
GSM1100059
[23]
GSM1100060
[24]
GSM1100061
[25]
GSM1100062
[26]
GSM1100063
[27]
GSM1100064
[28]
GSM1100065
[29]
GSM1100066
[30]
GSM1100067
[31]
GSM1100068
[32]
GSM1100069
[33]
GSM1100070
[34]
GSM1100071
[35]
GSM1100072
[36]
GSM1100073
[37]
GSM1100074
[38]
GSM1100075
[39]
GSM1100076
[40]
GSM1100077
[41]
GSM1100078
[42]
GSM1100079
[43]
GSM1100080
[44]
GSM1100081
[45]
GSM1100082
[46]
GSM1100083
[47]
GSM1100084
[48]
GSM1100085
[49]
GSM1100086
[50]
GSM1100087
[51]
GSM1100088
[52]
GSM1100089
[53]
GSM1100090
[54]
GSM1100091
[55]
GSM1100092
[56]
GSM1100093
[57]
GSM1100094
[58]
GSM1100095
[59]
GSM1100096
[60]
GSM1100097
[61]
GSM1100098
[62]
GSM1100099
[63]
GSM1100100
[64]
GSM1100101
[65]
GSM1100102
[66]
GSM1100103
[67]
GSM1100104
[68]
GSM1100105
[69]
GSM1100106
[70]
GSM1100107
[71]
GSM1100108
[72]
GSM1100109
[73]
GSM1100110
[74]
GSM1100111
[75]
GSM1100112
[76]
GSM1100113
[77]
GSM1100114
[78]
GSM1100115
[79]
GSM1100116
[80]
GSM1100117
[81]
GSM1100118
[82]
GSM1100119
[83]
GSM1100120
[84]
GSM1100121
[85]
GSM1100122
[86]
GSM1100123
[87]
GSM1100124
[88]
GSM1100125
[89]
GSM1100126
[90]
GSM1100127
[91]
GSM1100128
[92]
GSM1100129
[93]
GSM1100130
[94]
GSM1100131
[95]
GSM1100132
[96]
GSM1100133
[97]
GSM1100134
[98]
GSM1100135
[99]
GSM1100136
[100]
GSM1100137
[101]
GSM1100138
[102]
GSM1100139
[103]
GSM1100140
[104]
GSM1100141
[105]
GSM1100142
[106]
GSM1100143
[107]
GSM1100144
[108]
GSM1100145
[109]
GSM1100146
[110]
GSM1100147
[111]
GSM1100148
[112]
GSM1100149
[113]
GSM1100150
[114]
GSM1100151
[115]
GSM1100152
[116]
GSM1100153
[117]
GSM1100154
[118]
GSM1100155
[119]
GSM1100156
[120]
GSM1100157
[121]
GSM1100158
[122]
GSM1100159
[123]
GSM1100160
[124]
GSM1100161
[125]
GSM1100162
[126]
GSM1100163
[127]
GSM1100164
[128]
GSM1100165
[129]
GSM1100166
[130]
GSM1100167
[131]
GSM1100168
[132]
GSM1100169
[133]
GSM1100170
[134]
GSM1100171
[135]
GSM1100172
[136]
GSM1100173
[137]
GSM1100174
[138]
GSM1100175
sample_count
139
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression Profiles of Breast Tumors from Singapore and Europe
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 16 fields
id
asset:table:pmid:33333372:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c5ea4c70d2d0c2a74878873fcfdce7be23a99bb763761b255a5d34754e28ea21
bytes
2321
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[19]/table-wrap[1]#tbl0001
version
null
note
BMP-related genes.
structure object · 5 fields
pmcid
PMC7736716
section_index
19
section_title
Screening of DEGs in bone metastasis and enrichment analysis of KEGG signaling pathway
row_count
33
column_count
3
table object · 8 fields
label
Table 1
caption
BMP-related genes.
rows array · 33 items
[0] array · 3 items
[0]
Symbol
[1]
Entrez Gene Name
[2]
Location
[1] array · 3 items
[0]
BMP8B
[1]
bone morphogenetic protein 8b
[2]
Extracellular Space
[2] array · 3 items
[0]
BMP2
[1]
bone morphogenetic protein 2
[2]
Extracellular Space
[3] array · 3 items
[0]
BMP3
[1]
bone morphogenetic protein 3
[2]
Extracellular Space
[4] array · 3 items
[0]
BMP4
[1]
bone morphogenetic protein 4
[2]
Extracellular Space
[5] array · 3 items
[0]
BMP5
[1]
bone morphogenetic protein 5
[2]
Extracellular Space
[6] array · 3 items
[0]
BMP6
[1]
bone morphogenetic protein 6
[2]
Extracellular Space
[7] array · 3 items
[0]
BMP7
[1]
bone morphogenetic protein 7
[2]
Extracellular Space
[8] array · 3 items
[0]
GDF2
[1]
growth differentiation factor 2
[2]
Extracellular Space
[9] array · 3 items
[0]
BMP10
[1]
bone morphogenetic protein 10
[2]
Extracellular Space
[10] array · 3 items
[0]
BMP15
[1]
bone morphogenetic protein 15
[2]
Extracellular Space
[11] array · 3 items
[0]
BMP2K
[1]
BMP2 inducible kinase
[2]
Nucleus
[12] array · 3 items
[0]
BMP8A
[1]
bone morphogenetic protein 8a
[2]
Extracellular Space
[13] array · 3 items
[0]
BMPR2
[1]
bone morphogenetic protein receptor type 2
[2]
Plasma Membrane
[14] array · 3 items
[0]
GDF10
[1]
growth differentiation factor 10
[2]
Extracellular Space
[15] array · 3 items
[0]
GDF7
[1]
growth differentiation factor 7
[2]
Extracellular Space
[16] array · 3 items
[0]
GDF11
[1]
growth differentiation factor 11
[2]
Extracellular Space
[17] array · 3 items
[0]
GDF5
[1]
growth differentiation factor 5
[2]
Extracellular Space
[18] array · 3 items
[0]
GDF6
[1]
growth differentiation factor 6
[2]
Extracellular Space
[19] array · 3 items
[0]
DAND5
[1]
DAN domain BMP antagonist family member 5
[2]
Extracellular Space
[20] array · 3 items
[0]
BMPER
[1]
BMP binding endothelial regulator
[2]
Extracellular Space
[21] array · 3 items
[0]
BAMBI
[1]
BMP and activin membrane bound inhibitor
[2]
Plasma Membrane
[22] array · 3 items
[0]
CER1
[1]
cerberus 1, DAN family BMP antagonist
[2]
Extracellular Space
[23] array · 3 items
[0]
GREM1
[1]
gremlin 1, DAN family BMP antagonist
[2]
Extracellular Space
[24] array · 3 items
[0]
GREM2
[1]
gremlin 2, DAN family BMP antagonist
[2]
Extracellular Space
[25] array · 3 items
[0]
HJV
[1]
hemojuvelin BMP co-receptor
[2]
Plasma Membrane
[26] array · 3 items
[0]
MICOS10
[1]
NBL1, DAN family BMP antagonist
[2]
Nucleus
[27] array · 3 items
[0]
KCP
[1]
kielin cysteine rich BMP regulator
[2]
Extracellular Space
[28] array · 3 items
[0]
CRIM1
[1]
cysteine rich transmembrane BMP regulator 1
[2]
Extracellular Space
[29] array · 3 items
[0]
RGMA
[1]
repulsive guidance molecule BMP co-receptor a
[2]
Plasma Membrane
[30] array · 3 items
[0]
RGMB
[1]
repulsive guidance molecule BMP co-receptor b
[2]
Plasma Membrane
[31] array · 3 items
[0]
TWSG1
[1]
twisted gastrulation BMP signaling modulator 1
[2]
Extracellular Space
[32] array · 3 items
[0]
NBL1
[1]
NBL1, DAN family BMP antagonist
[2]
Nucleus
locator
section[19]/table-wrap[1]#tbl0001
gaps array · 12 items
[0]
asset:data:geo:GSE12276 not downloaded
[1]
asset:data:geo:GSE12276 licence not read
[2]
asset:data:geo:GSE124647 not downloaded
[3]
asset:data:geo:GSE124647 licence not read
[4]
asset:data:geo:GSE16446 not downloaded
[5]
asset:data:geo:GSE16446 licence not read
[6]
asset:data:geo:GSE2034 not downloaded
[7]
asset:data:geo:GSE2034 licence not read
[8]
asset:data:geo:GSE20685 not downloaded
[9]
asset:data:geo:GSE20685 licence not read
[10]
asset:data:geo:GSE45255 not downloaded
[11]
asset:data:geo:GSE45255 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Cox regression
[1] object · 10 fields
id
method-2
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Pearson's correlation
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
Pathway enrichment
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Wilcox rank-sum test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The Wilcox rank-sum test was used for difference analysis, with a P-value < 0.05 as the filtering condition.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 6 items
[0]
GSE20685
[1]
GSE12276
[2]
GSE16446
[3]
GSE45255
[4]
GSE2034
[5]
GSE124647
resolved_accessions array · 6 items
[0]
GSE20685
[1]
GSE12276
[2]
GSE16446
[3]
GSE45255
[4]
GSE2034
[5]
GSE124647
statements array · 1 item
[0]
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
basis
The paper names GSE20685, GSE12276, GSE16446, GSE45255, GSE2034, GSE124647 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]
cox_ph
assets array · 3 items
[0]
source:pmid:33333372
[1]
data:geo:GSE12276
[2]
asset:table:pmid:33333372:1
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:GSE12276
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
2026-10-31T18:25:29Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
32343
completion_tokens
2125
cached_tokens
10752
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:33333372
type
paper
label
pmid:33333372
[1] object · 3 fields
id
source:pmid:33333372
type
manuscript
label
PMID 33333372 full text
[2] object · 3 fields
id
data:geo:GSE12276
type
dataset
label
GEO GSE12276
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:33333372
type
paper
label
pmid:33333372
[1] object · 3 fields
id
source:pmid:33333372
type
manuscript
label
PMID 33333372 full text
[2] object · 3 fields
id
data:geo:GSE12276
type
dataset
label
GEO GSE12276
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33333372
type
extraction
used array · 1 item
[0]
source:pmid:33333372
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE12276
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE12276
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:33333372
parent_hash
sha256:15df4b94c9853d80458d207d3a2ee8da80a37cbfe530bf96d3bbfb3f7415681f
fork_of
null
gaps array · 17 items
[0]
asset:data:geo:GSE12276 licence not read
[1]
asset:data:geo:GSE12276 not downloaded
[2]
asset:data:geo:GSE124647 licence not read
[3]
asset:data:geo:GSE124647 not downloaded
[4]
asset:data:geo:GSE16446 licence not read
[5]
asset:data:geo:GSE16446 not downloaded
[6]
asset:data:geo:GSE2034 licence not read
[7]
asset:data:geo:GSE2034 not downloaded
[8]
asset:data:geo:GSE20685 licence not read
[9]
asset:data:geo:GSE20685 not downloaded
[10]
asset:data:geo:GSE45255 licence not read
[11]
asset:data:geo:GSE45255 not downloaded
[12]
execution.not_run
[13]
method.reader_named_unmapped
[14]
review.human_critique
[15]
review.independent_reader
[16]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Cox regression
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:33333372", "kind": "science-record", "revision": 6, "content_hash": "sha256:005e8ed7056ccfdbfe83305c16fb5cc2666e49b0f9c79be1568d6e9d570a3e90", "created_at": "2026-11-01T15:41:20Z", "updated_at": "2026-11-01T21:24:20Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Analysis of genomics and immune infiltration patterns of epithelial-mesenchymal transition related to metastatic breast cancer to bone.", "doi": "10.1016/j.tranon.2020.100993", "pmid": "33333372", "authors": ["Shuzhong Liu", "An Song", "Yunxiao Wu", "Siyuan Yao", "Muchuan Wang", "Tong Niu", "Chengao Gao", "Ziquan Li", "Xi Zhou", "Zhen Huo", "Bo Yang", "Yong Liu", "Yipeng Wang"], "journal": "Translational oncology", "year": 2021, "abstract": "OBJECTIVE: This study aimed to design a weighted co-expression network and a breast cancer (BC) prognosis evaluation system using a specific whole-genome expression profile combined with epithelial-mesenchymal transition (EMT)-related genes; thus, providing the basis and reference for assessing the prognosis risk of spreading of metastatic breast cancer (MBC) to the bone.\nMETHODS: Four gene expression datasets of a large number of samples from GEO were downloaded and combined with the dbEMT database to screen out EMT differentially expressed genes (DEGs). Using the GSE20685 dataset as a training set, we designed a weighted co-expression network for EMT DEGs, and the hub genes most relevant to metastasis were selected. We chose eight hub genes to build prognostic assessment models to estimate the 3-, 5-, and 10-year survival rates. We evaluated the models' independent predictive abilities using univariable and multivariable Cox regression analyses. Two GEO datasets related to bone metastases from BC were downloaded and used to perform differential genetic analysis. We used CIBERSORT to distinguish 22 immune cell types based on tumor transcripts.\nRESULTS: Differential expression analysis showed a total of 304 DEGs, which were mainly related to proteoglycans in cancer, and the PI3K/Akt and the TGF-β signaling pathways, as well as mesenchyme development, focal adhesion, and cytokine binding functionally. The 50 hub genes were selected, and a survival-related linear risk assessment model consisting of eight genes (FERMT2, ITGA5, ITGB1, MCAM, CEMIP, HGF, TGFBR1, F2RL2) was constructed. The survival rate of patients in the high-risk group (HRG) was substantially lower than that of the low-risk group (LRG), and the 3-, 5-, and 10-year AUCs were 0.68, 0.687, and 0.672, respectively. In addition, we explored the DEGs of BC bone metastasis, and BMP2, BMPR2, and GREM1 were differentially expressed in both data sets. In GSE20685, memory B cells, resting memory T cell CD4 cells, T regulatory cells (Tregs), γδ T cells, monocytes, M0 macrophages, M2 macrophages, resting dendritic cells (DCs), resting mast cells, and neutrophils exhibited substantially different distribution between HRG and LRG. In GSE45255, there was a considerable difference in abundance of activated NK cells, monocytes, M0 macrophages, M2 macrophages, resting DCs, and neutrophils in HRG and LRG.\nCONCLUSIONS: Based on the weighted co-expression network for breast-cancer-metastasis-related DEGs, we screened hub genes to explore a prognostic model and the immune infiltration patterns of MBC. The results of this study provided a factual basis to bioinformatically explore the molecular mechanisms of the spread of MBC to the bone and the possibility of predicting the survival of patients.", "claims": [{"id": "claim-method", "statement": "The Wilcox rank-sum test was used for difference analysis, with a P-value < 0.05 as the filtering condition.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33333372", "locator": "sections[3] \"GEO data download and preprocessing\" paragraph 3", "quote": "The Wilcox rank-sum test was used for difference analysis, with a P-value < 0.05 as the filtering condition."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33333372", "locator": "sections[27] \"Data availability statement\" paragraph 2", "quote": "The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:33333372"], "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. 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