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pmid:30613165

Transcriptomic analyses identify key differentially expressed genes and clinical outcomes between triple-negative and non-triple-negative breast cancer.

Bo Chen · Hailin Tang · Xi Chen · Guochun Zhang · Yulei Wang · Xiaoming Xie · Ning Liao

Cancer management and research · 2019 doi:10.2147/CMAR.S187151

Paper

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Experiment

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Data

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Analysis

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pmid:30613165
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2026-11-01T15:40:40Z
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title
Transcriptomic analyses identify key differentially expressed genes and clinical outcomes between triple-negative and non-triple-negative breast cancer.
doi
10.2147/CMAR.S187151
pmid
30613165
authors array · 7 items
[0]
Bo Chen
[1]
Hailin Tang
[2]
Xi Chen
[3]
Guochun Zhang
[4]
Yulei Wang
[5]
Xiaoming Xie
[6]
Ning Liao
journal
Cancer management and research
year
2019
abstract
PURPOSE: There are significant differences in the biological behavior between triple-negative breast cancer (TNBC) and non-triple-negative breast cancer (non-TNBC). In the present study, we identify key differential genes and clinical outcomes between TNBC and non-TNBC. MATERIALS AND METHODS: Transcriptomic analyses used GEO datasets (GSE76275), gene ontology, KEGG pathway analysis and cBioPortal. Quantitative RT-PCR analysis (qRT-PCR) was used to validate the differentially expressed genes. We used the KM Plotter Online Tool and 240 patients with TNBC tissue microarray to assay the prognostic value of HORMAD1. RESULTS: The upregulated differentially expressed genes were enriched in transcription factor activity, sequence-specific DNA binding and nucleic acid binding transcription factor activity. Only 16 genes were upregulated when further screened for fold change >4-fold change. HORMAD1 and SOX8 exhibited high frequencies of change of greater than 10% (HORMAD1 was close to 20%). qRT-PCR results indicated that HORMAD1 and SOX8 mRNA levels were significantly upregulated in TNBC samples. In KM Plotter Online Tool, high HORMAD1 was associated with worse outcome. In our tissue microarray (including 240 TNBC tissues), IHC analysis revealed that 29.7% (55/240) of the tumor samples exhibited high HORMAD1 expression and 70.3% (185/240) of the tumor samples exhibited low HORMAD1 expression levels. Meanwhile, high HORMAD1 group has a bad prognosis. CONCLUSION: The status of transcriptional activation is an important difference between TNBC and non-TNBC. HORMAD1 is a key differential gene associated with poor outcome in TNBC. Epigenetic therapy and agents targeting cancer/testis antigens might potentially help to customize therapies of TNBC.
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Differentially expressed genes were analyzed by GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/).
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sections[3] "Microarray data" paragraph 2
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Differentially expressed genes were analyzed by GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/).
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We extracted gene expression profiles of TNBC and non-TNBC from a GEO database (GSE76275) that contained 265 samples, including 198 TNBC samples and 67 non-TNBC samples.
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sections[3] "Microarray data" paragraph 2
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We extracted gene expression profiles of TNBC and non-TNBC from a GEO database (GSE76275) that contained 265 samples, including 198 TNBC samples and 67 non-TNBC samples.
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title
Comprehensive genomic analysis identify novel subtypes and targets of triple-negative breast cancer
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Gene ontology analysis and KEGG pathway analysis of differentially expressed genes
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GO term enrichment analysis and KEGG pathway analysis
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Table 1
caption
Gene ontology analysis and KEGG pathway analysis of differentially expressed genes
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[0] array · 6 items
[0]
Expression
[1]
Category
[2]
Term
[3]
Gene count
[4]
%
[5]
P-value
[1] array · 1 item
[0]
[2] array · 6 items
[0]
Upregulated
[1]
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GO:0010468–regulation of gene expression
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67
[4]
29.78
[5]
4.33E-02
[3] array · 6 items
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[1]
GOTERM_BP_FAT
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[4]
27.56
[5]
1.76E-12
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[0]
[1]
GOTERM_BP_FAT
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1.12E-13
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[1]
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[5]
1.79E-13
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1.85E-02
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13.33
[5]
9.13E-04
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13.33
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9.13E-04
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4.28E-03
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11.56
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2.74E-03
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[1]
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10.67
[5]
2.29E-02
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25.33
[5]
1.38E-03
[13] array · 6 items
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25.33
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3.22E-02
[14] array · 6 items
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12.44
[5]
6.51E-05
[15] array · 6 items
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[1]
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[4]
12.00
[5]
2.06E-05
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[1]
GOTERM_CC_FAT
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GO:0030054–cell junction
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[4]
11.56
[5]
4.76E-02
[17] array · 6 items
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[1]
KEGG_PATHWAY
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hsa04110: cell cycle
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12
[4]
5.33
[5]
3.12E-07
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[1]
KEGG_PATHWAY
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hsa05206: microRNAs in cancer
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9
[4]
4.00
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2.49E-02
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[1]
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[4]
3.11
[5]
7.24E-03
[20] array · 6 items
[0]
Downregulated
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GO:0023051–regulation of signaling
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[4]
22.01
[5]
2.92E-04
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GOTERM_BP_FAT
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[4]
21.77
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2.67E-04
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1.24E-03
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3.57E-03
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1.50E-02
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GO:0042802–identical protein binding
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1.88E-02
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GO:0044877–macromolecular complex binding
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[4]
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3.48E-02
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GO:0046983–protein dimerization activity
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8.13
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3.11E-02
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GO:0008289–lipid binding
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[4]
6.46
[5]
1.19E-03
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GOTERM_CC_FAT
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GO:0005576–extracellular region
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[4]
33.73
[5]
1.42E-05
[31] array · 6 items
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[1]
GOTERM_CC_FAT
[2]
GO:0044421–extracellular region part
[3]
131
[4]
31.34
[5]
1.43E-07
[32] array · 6 items
[0]
[1]
GOTERM_CC_FAT
[2]
GO:0031988–membrane-bounded vesicle
[3]
126
[4]
30.14
[5]
4.59E-08
[33] array · 6 items
[0]
[1]
GOTERM_CC_FAT
[2]
GO:0043230–extracellular organelle
[3]
98
[4]
23.44
[5]
4.37E-06
[34] array · 6 items
[0]
[1]
GOTERM_CC_FAT
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GO:1903561–extracellular vesicle
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98
[4]
23.44
[5]
4.30E-06
[35] array · 6 items
[0]
[1]
KEGG_PATHWAY
[2]
hsa04022: cGMP–PKG signaling pathway
[3]
10
[4]
2.39
[5]
1.36E-02
[36] array · 6 items
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[1]
KEGG_PATHWAY
[2]
hsa04152: AMPK signaling pathway
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9
[4]
2.15
[5]
6.66E-03
[37] array · 6 items
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[1]
KEGG_PATHWAY
[2]
hsa04972: pancreatic secretion
[3]
8
[4]
1.91
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5.23E-03
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The 16 upregulation identified genes
structure object · 5 fields
pmcid
PMC6306052
section_index
13
section_title
HORMAD1 and SOX8 are key differential genes that are upregulated in TNBC
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column_count
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table object · 8 fields
label
Table 2
caption
The 16 upregulation identified genes
rows array · 20 items
[0] array · 6 items
[0]
Gene symbol
[1]
Gene name
[2]
Probe set
[3]
Log2 FC
[4]
P-value
[5]
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[1] array · 1 item
[0]
[2] array · 6 items
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PROM1
[1]
Prominin 1
[2]
204304_s_at
[3]
2.87
[4]
5.67E-16
[5]
1.27E-14
[3] array · 6 items
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GABRP
[1]
Gamma-aminobutyric acid type A receptor pi subunit
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205044_at
[3]
2.86
[4]
1.79E-13
[5]
2.71E-12
[4] array · 6 items
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FABP7
[1]
Fatty acid binding protein 7
[2]
205030_at
[3]
2.82
[4]
1.91E-11
[5]
2.06E-10
[5] array · 6 items
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[1]
[2]
205029_s_at
[3]
2.09
[4]
5.40E-11
[5]
5.40E-10
[6] array · 6 items
[0]
ROPN1
[1]
Rhophilin associated tail protein 1
[2]
231535_x_at
[3]
2.71
[4]
3.17E-22
[5]
1.63E-20
[7] array · 6 items
[0]
VGLL1
[1]
Vestigial like family member 1
[2]
215729_s_at
[3]
2.64
[4]
1.18E-17
[5]
3.36E-16
[8] array · 6 items
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SHC4
[1]
SHC adaptor protein 4
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235238_at
[3]
2.54
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2.87E-19
[5]
1.01E-17
[9] array · 6 items
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[1]
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230538_at
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2.04
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8.23E-22
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4.00E-20
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HORMAD1
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HORMA domain containing 1
[2]
223861_at
[3]
2.51
[4]
1.55E-18
[5]
4.93E-17
[11] array · 6 items
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FOXC1
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Forkhead box C1
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1553613_s_at
[3]
2.47
[4]
4.22E-23
[5]
2.42E-21
[12] array · 6 items
[0]
EN1
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Engrailed homeobox 1
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220559_at
[3]
2.46
[4]
2.10E-29
[5]
2.39E-27
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PSAT1
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Phosphoserine aminotransferase 1
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223062_s_at
[3]
2.45
[4]
8.26E-18
[5]
2.41E-16
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FERMT1
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Fermitin family member 1
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2.42
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3.64E-42
[5]
1.45E-39
[15] array · 6 items
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ART3
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ADP-ribosyltransferase 3
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210147_at
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2.35
[4]
7.36E-18
[5]
2.17E-16
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ELF5
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E74 like ETS transcription factor 5
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220625_s_at
[3]
2.33
[4]
2.10E-11
[5]
2.25E-10
[17] array · 6 items
[0]
ROPN1B
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Rhophilin associated tail protein 1B
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220425_x_at
[3]
2.32
[4]
4.39E-20
[5]
1.73E-18
[18] array · 6 items
[0]
SOX8
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SRY-box 8
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226913_s_at
[3]
2.15
[4]
2.99E-17
[5]
8.04E-16
[19] array · 6 items
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KRT6B
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213680_at
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2.1
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8.73E-09
[5]
5.92E-08
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Association between HORMAD1 and clinicopathological characteristics in triple-negative breast cancer
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PMC6306052
section_index
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section_title
HORMAD1 predicts prognosis in TNBC
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caption
Association between HORMAD1 and clinicopathological characteristics in triple-negative breast cancer
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[0] array · 3 items
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HORMAD1
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P-value
[1] array · 2 items
[0]
Low
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High
[2] array · 2 items
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No. ()
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No. ()
[3] array · 1 item
[0]
[4] array · 4 items
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Age (years)
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[2]
[3]
0.273
[5] array · 4 items
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≤50
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37 (25.5)
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77 (81.1)
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18 (18.9)
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Menopause
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[2]
[3]
0.272
[8] array · 4 items
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No
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37 (25.7)
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78 (81.3)
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[3]
<0.001a
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123 (70.7)
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51 (29.3)
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Lymph node infiltrated
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[3]
0.002a
[14] array · 4 items
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No
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105 (85.4)
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18 (14.6)
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80 (68.4)
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37 (31.6)
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TNM staging
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[3]
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157 (83.5)
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31 (16.5)
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24 (46.2)
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0.321b
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G1
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0 (0)
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112 (79.4)
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section[15]/table-wrap[1]#t3-cmar-11-179
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We extracted gene expression profiles of TNBC and non-TNBC from a GEO database (GSE76275) that contained 265 samples, including 198 TNBC samples and 67 non-TNBC samples.
basis
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:30613165", "kind": "science-record", "revision": 7, "content_hash": "sha256:a9c01a505b26fd1cf969ef0225e8ec0e32683a299eafa7609512a2cff5583110", "created_at": "2026-11-01T15:40:40Z", "updated_at": "2026-11-01T21:21:51Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Transcriptomic analyses identify key differentially expressed genes and clinical outcomes between triple-negative and non-triple-negative breast cancer.", "doi": "10.2147/CMAR.S187151", "pmid": "30613165", "authors": ["Bo Chen", "Hailin Tang", "Xi Chen", "Guochun Zhang", "Yulei Wang", "Xiaoming Xie", "Ning Liao"], "journal": "Cancer management and research", "year": 2019, "abstract": "PURPOSE: There are significant differences in the biological behavior between triple-negative breast cancer (TNBC) and non-triple-negative breast cancer (non-TNBC). In the present study, we identify key differential genes and clinical outcomes between TNBC and non-TNBC.\nMATERIALS AND METHODS: Transcriptomic analyses used GEO datasets (GSE76275), gene ontology, KEGG pathway analysis and cBioPortal. Quantitative RT-PCR analysis (qRT-PCR) was used to validate the differentially expressed genes. We used the KM Plotter Online Tool and 240 patients with TNBC tissue microarray to assay the prognostic value of HORMAD1.\nRESULTS: The upregulated differentially expressed genes were enriched in transcription factor activity, sequence-specific DNA binding and nucleic acid binding transcription factor activity. Only 16 genes were upregulated when further screened for fold change >4-fold change. HORMAD1 and SOX8 exhibited high frequencies of change of greater than 10% (HORMAD1 was close to 20%). qRT-PCR results indicated that HORMAD1 and SOX8 mRNA levels were significantly upregulated in TNBC samples. In KM Plotter Online Tool, high HORMAD1 was associated with worse outcome. In our tissue microarray (including 240 TNBC tissues), IHC analysis revealed that 29.7% (55/240) of the tumor samples exhibited high HORMAD1 expression and 70.3% (185/240) of the tumor samples exhibited low HORMAD1 expression levels. Meanwhile, high HORMAD1 group has a bad prognosis.\nCONCLUSION: The status of transcriptional activation is an important difference between TNBC and non-TNBC. HORMAD1 is a key differential gene associated with poor outcome in TNBC. Epigenetic therapy and agents targeting cancer/testis antigens might potentially help to customize therapies of TNBC.", "claims": [{"id": "claim-method", "statement": "Differentially expressed genes were analyzed by GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:30613165", "locator": "sections[3] \"Microarray data\" paragraph 2", "quote": "Differentially expressed genes were analyzed by GEO2R (https://www.ncbi.nlm.nih.gov/geo/geo2r/)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "We extracted gene expression profiles of TNBC and non-TNBC from a GEO database (GSE76275) that contained 265 samples, including 198 TNBC samples and 67 non-TNBC samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:30613165", "locator": "sections[3] \"Microarray data\" paragraph 2", "quote": "We extracted gene expression profiles of TNBC and non-TNBC from a GEO database (GSE76275) that contained 265 samples, including 198 TNBC samples and 67 non-TNBC samples."}], "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:30613165"], "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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differentially expressed genes", "structure": {"pmcid": "PMC6306052", "section_index": 12, "section_title": "GO term enrichment analysis and KEGG pathway analysis", "row_count": 38, "column_count": 6}, "table": {"label": "Table 1", "caption": "Gene ontology analysis and KEGG pathway analysis of differentially expressed genes", "rows": [["Expression", "Category", "Term", "Gene count", "%", "P-value"], [""], ["Upregulated", "GOTERM_BP_FAT", "GO:0010468–regulation of gene expression", "67", "29.78", "4.33E-02"], ["", "GOTERM_BP_FAT", "GO:0008283–cell proliferation", "62", "27.56", "1.76E-12"], ["", "GOTERM_BP_FAT", "GO:0007049–cell cycle", "60", "26.67", "1.12E-13"], ["", "GOTERM_BP_FAT", "GO:0022402–cell cycle process", "53", "23.56", "1.79E-13"], ["", "GOTERM_BP_FAT", "GO:0009893–positive regulation of metabolic process", "52", "23.11", "1.85E-02"], ["", "GOTERM_MF_FAT", "GO:0003700–transcription factor activity, sequence-specific DNA binding", "30", "13.33", "9.13E-04"], ["", 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"bytes": 1658, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#t2-cmar-11-179", "version": null, "note": "The 16 upregulation identified genes", "structure": {"pmcid": "PMC6306052", "section_index": 13, "section_title": "HORMAD1 and SOX8 are key differential genes that are upregulated in TNBC", "row_count": 20, "column_count": 6}, "table": {"label": "Table 2", "caption": "The 16 upregulation identified genes", "rows": [["Gene symbol", "Gene name", "Probe set", "Log2 FC", "P-value", "Adj. P-value"], [""], ["PROM1", "Prominin 1", "204304_s_at", "2.87", "5.67E-16", "1.27E-14"], ["GABRP", "Gamma-aminobutyric acid type A receptor pi subunit", "205044_at", "2.86", "1.79E-13", "2.71E-12"], ["FABP7", "Fatty acid binding protein 7", "205030_at", "2.82", "1.91E-11", "2.06E-10"], ["", "", "205029_s_at", "2.09", "5.40E-11", "5.40E-10"], ["ROPN1", "Rhophilin associated tail protein 1", "231535_x_at", "2.71", "3.17E-22", "1.63E-20"], ["VGLL1", "Vestigial like family member 1", "215729_s_at", "2.64", "1.18E-17", "3.36E-16"], ["SHC4", "SHC adaptor protein 4", "235238_at", "2.54", "2.87E-19", "1.01E-17"], ["", "", "230538_at", "2.04", "8.23E-22", "4.00E-20"], ["HORMAD1", "HORMA domain containing 1", "223861_at", "2.51", "1.55E-18", "4.93E-17"], ["FOXC1", "Forkhead box C1", "1553613_s_at", "2.47", "4.22E-23", "2.42E-21"], ["EN1", "Engrailed homeobox 1", "220559_at", "2.46", "2.10E-29", "2.39E-27"], ["PSAT1", "Phosphoserine aminotransferase 1", "223062_s_at", "2.45", "8.26E-18", 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