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pmid:31151151

Estrogen Receptor Positive Breast Cancer with High Expression of Androgen Receptor has Less Cytolytic Activity and Worse Response to Neoadjuvant Chemotherapy but Better Survival.

Maiko Okano · Masanori Oshi · Ali Linsk Butash · Mariko Asaoka · Eriko Katsuta · Xuan Peng · Qianya Qi · Li Yan · Kazuaki Takabe

International journal of molecular sciences · 2019 doi:10.3390/ijms20112655

Paper

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Experiment

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Data

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Analysis

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Execution

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title
Estrogen Receptor Positive Breast Cancer with High Expression of Androgen Receptor has Less Cytolytic Activity and Worse Response to Neoadjuvant Chemotherapy but Better Survival.
doi
10.3390/ijms20112655
pmid
31151151
authors array · 9 items
[0]
Maiko Okano
[1]
Masanori Oshi
[2]
Ali Linsk Butash
[3]
Mariko Asaoka
[4]
Eriko Katsuta
[5]
Xuan Peng
[6]
Qianya Qi
[7]
Li Yan
[8]
Kazuaki Takabe
journal
International journal of molecular sciences
year
2019
abstract
Estrogen receptor (ER) positive breast cancer (BC), the most abundant BC subtype, is notorious for poor response to neoadjuvant chemotherapy (NAC). The androgen receptor (AR) was reported to support estradiol-mediated ER activity in an in vitro system. Recently, ER-positive BC with fewer tumor infiltrating lymphocytes (TILs) was shown to have a better prognosis, opposite to the trend seen with ER-negative BC. We hypothesized that ER-positive BC with high expression of AR will have fewer TILs and an inferior response to NAC, but with a better prognosis. In both TCGA and METABRIC cohorts, AR expression was significantly higher in ER-positive BCs compared to ER-negatives (p < 0.001, p < 0.001, respectively) and it correlated with ER expression (R = 0.630, R = 0.509, respectively). In ER-positive tumors, AR high tumors enriched UV response down (NES = 2.01, p < 0.001), and AR low tumors enriched DNA repair (NES = -2.02, p < 0.001). AR high tumors were significantly associated with procancer regulatory T-cells, and AR low tumors were associated with anticancer immune cells, such as CD4, CD8, and Gamma-Delta T-cells and memory B-cells in ER-positive BC (p < 0.01). Further, cytolytic activity was significantly lower in AR high BC in both cohorts. Finally, AR high tumors had a significantly lower rate of attaining pathological complete response to NAC (GSE22358), but better survival. In conclusion, our results demonstrated that high AR has fewer tumor infiltrating lymphocytes as well as cytolytic activity and an inferior response to NAC, but better survival in ER-positive BC.
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Fisher’s exact test was used to determine if there were nonrandom associations between two categorical variables.
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sections[11] "4.1. The Cancer Genome Atlas (TCGA) and Molecular Taxonomy of Breast Cancer International Consortium (METABRIC) Patient Cohorts" paragraph 2
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[99]
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[100]
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[101]
GSM750753
[102]
GSM750754
sample_count
103
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null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from breast cancer FNA biopsies from patients
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
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data:geo:GSE22226
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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=GSE22226
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null
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GSE22226
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null
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The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
structure object · 15 fields
repository
GEO
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GEO accession URL
access_statement_verbatim
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
access_statement_kind
repository_route_statement
sample_accessions array · 150 items
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[7]
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[8]
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[10]
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[11]
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[12]
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[14]
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[16]
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[19]
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[24]
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[26]
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[27]
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[28]
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[29]
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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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[38]
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[39]
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[40]
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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]
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[49]
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[50]
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[51]
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[52]
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[53]
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[54]
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[55]
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[56]
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[57]
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[58]
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[59]
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[60]
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[61]
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[62]
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[63]
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[64]
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[65]
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[66]
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[67]
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[68]
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[69]
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[70]
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[71]
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[72]
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[73]
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[74]
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[75]
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[76]
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[77]
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[78]
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[79]
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[80]
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[81]
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[82]
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[83]
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[84]
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[85]
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[86]
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[95]
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[98]
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[99]
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[100]
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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]
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[111]
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[112]
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[113]
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[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]
GSM508330
[136]
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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]
GSM508342
[148]
GSM508343
[149]
GSM556171
sample_count
150
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null
group_sizes_basis
null
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1708;4133
taxon
Homo sapiens
title
Heterogeneity of Response to Chemotherapy and Recurrence-free Survival in Neoadjuvant Breast Cancer: Results from the I-SPY 1 TRIAL
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
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[5] object · 15 fields
id
data:geo:GSE22358
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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=GSE22358
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null
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null
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GSE22358
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null
note
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
structure object · 15 fields
repository
GEO
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GEO accession URL
access_statement_verbatim
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
access_statement_kind
repository_route_statement
sample_accessions array · 158 items
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[1]
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[6]
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[8]
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[9]
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[10]
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[11]
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[12]
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[13]
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[14]
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[15]
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[16]
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[17]
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[18]
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[19]
GSM508553
[20]
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[21]
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[22]
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[23]
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[24]
GSM508558
[25]
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[26]
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[27]
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[28]
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[29]
GSM508563
[30]
GSM508564
[31]
GSM508565
[32]
GSM508566
[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]
GSM508573
[40]
GSM508574
[41]
GSM508575
[42]
GSM508576
[43]
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[44]
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[45]
GSM508579
[46]
GSM508580
[47]
GSM508581
[48]
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[49]
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[50]
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[51]
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[52]
GSM508586
[53]
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[54]
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[55]
GSM508589
[56]
GSM508590
[57]
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[58]
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[59]
GSM508630
[60]
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[61]
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[62]
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[63]
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[64]
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[65]
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[66]
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[67]
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[68]
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[69]
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[70]
GSM508641
[71]
GSM508642
[72]
GSM508643
[73]
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[74]
GSM508645
[75]
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[76]
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[77]
GSM508648
[78]
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[79]
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[80]
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[81]
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[82]
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[83]
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[84]
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[85]
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[86]
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[87]
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[88]
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[89]
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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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[96]
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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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GSM508678
[107]
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GSM508680
[109]
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[110]
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[111]
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[112]
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[113]
GSM508738
[114]
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[115]
GSM508740
[116]
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[117]
GSM508742
[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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[136]
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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]
GSM517353
[153]
GSM517354
[154]
GSM556167
[155]
GSM556168
[156]
GSM556169
[157]
GSM556170
sample_count
158
group_sizes
null
group_sizes_basis
null
platform
5325
taxon
Homo sapiens
title
Clinical and Pathologic Response of the Primary Tumor in Women Receiving Neoadjuvant Docetaxel-Capecitabine (+/- Trastuzumab) Chemotherapy
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:GSE23988
role
raw
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geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE23988
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null
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null
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GSE23988
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null
note
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
access_statement_kind
repository_route_statement
sample_accessions array · 61 items
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GSM590840
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[4]
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[11]
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[12]
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[13]
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[14]
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[15]
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[16]
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[17]
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[18]
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[19]
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[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]
GSM590882
[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]
GSM590888
[49]
GSM590889
[50]
GSM590890
[51]
GSM590891
[52]
GSM590892
[53]
GSM590893
[54]
GSM590894
[55]
GSM590895
[56]
GSM590896
[57]
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[58]
GSM590898
[59]
GSM590899
[60]
GSM590900
sample_count
61
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from breast cancer FNA biopsies from patients (US samples)
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 · 15 fields
id
data:geo:GSE25055
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=GSE25055
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null
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null
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null
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identifier
GSE25055
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null
note
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
access_statement_kind
repository_route_statement
sample_accessions array · 310 items
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GSM615096
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[8]
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[9]
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[10]
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[11]
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[12]
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[13]
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[14]
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[15]
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[16]
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[17]
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[18]
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[19]
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[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]
GSM615131
[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]
GSM615140
[45]
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[46]
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[47]
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[48]
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[49]
GSM615145
[50]
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[51]
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[52]
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[53]
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[54]
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[55]
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[56]
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[57]
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[58]
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[59]
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[60]
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[61]
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[62]
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[63]
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[64]
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[65]
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[66]
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[67]
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[68]
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[69]
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[70]
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[71]
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[72]
GSM615168
[73]
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[74]
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[75]
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[76]
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[77]
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[78]
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[79]
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[80]
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[81]
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[82]
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[83]
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[84]
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[85]
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[86]
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[87]
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[88]
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[89]
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[90]
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[92]
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[93]
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[94]
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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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[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]
GSM615204
[109]
GSM615205
[110]
GSM615206
[111]
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[112]
GSM615208
[113]
GSM615209
[114]
GSM615210
[115]
GSM615211
[116]
GSM615212
[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]
GSM615220
[125]
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[126]
GSM615222
[127]
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[128]
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[129]
GSM615225
[130]
GSM615226
[131]
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[132]
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[133]
GSM615229
[134]
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[136]
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[137]
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[138]
GSM615234
[139]
GSM615235
[140]
GSM615236
[141]
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[142]
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[143]
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[144]
GSM615240
[145]
GSM615241
[146]
GSM615242
[147]
GSM615243
[148]
GSM615244
[149]
GSM615245
[150]
GSM615246
[151]
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[152]
GSM615248
[153]
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[154]
GSM615250
[155]
GSM615251
[156]
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[157]
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[158]
GSM615254
[159]
GSM615255
[160]
GSM615256
[161]
GSM615257
[162]
GSM615258
[163]
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[164]
GSM615260
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GSM615261
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GSM615262
[167]
GSM615263
[168]
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96
taxon
Homo sapiens
title
Discovery cohort for genomic predictor of response and survival following neoadjuvant taxane-anthracycline chemotherapy in breast cancer
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
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[8] object · 15 fields
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data:geo:GSE25066
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The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
structure object · 15 fields
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GEO
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GEO accession URL
access_statement_verbatim
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
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Homo sapiens
title
Genomic predictor of response and survival following neoadjuvant taxane-anthracycline chemotherapy in 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
[9] object · 15 fields
id
data:geo:GSE42822
role
raw
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geo-series
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null
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The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
structure object · 15 fields
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GEO
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GEO accession URL
access_statement_verbatim
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
access_statement_kind
repository_route_statement
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91
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null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from breast cancer FNA biopsies from patients ( (USO samples)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
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[10] object · 15 fields
id
data:geo:GSE50948
role
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=GSE50948
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null
bytes
null
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GSE50948
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null
note
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
access_statement_kind
repository_route_statement
sample_accessions array · 156 items
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[23]
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[26]
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GSM1233020
[29]
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[30]
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[31]
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[35]
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[52]
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[54]
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[55]
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[56]
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[64]
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[65]
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[66]
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[67]
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[68]
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[69]
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[70]
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[71]
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[72]
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[73]
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[74]
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[75]
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sample_count
156
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression Data from transNOAH breast cancer trial
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
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[11] object · 16 fields
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asset:table:pmid:31151151:1
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null
note
Significant gene sets that associated with high expression of AR using Gene Set Enrichment Analysis (GSEA)(TCGA).
structure object · 5 fields
pmcid
PMC6600230
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5
section_title
2.3. UV Response Down and DNA Repair Gene Sets Were Enriched in AR High and AR Low Tumors, Respectively, in ER-Positive BC
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2
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table object · 8 fields
label
Table 1
caption
Significant gene sets that associated with high expression of AR using Gene Set Enrichment Analysis (GSEA)(TCGA).
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[0] array · 7 items
[0]
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ES
[3]
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FDR q-val
[6]
FWER p-val
[1] array · 7 items
[0]
HALLMARK_UV_RESPONSE_DN
[1]
140
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0.5521
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section[5]/table-wrap[1]#ijms-20-02655-t001
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null
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Significant gene sets that associated with low expression of AR using Gene Set Enrichment Analysis (GSEA)(TCGA).
structure object · 5 fields
pmcid
PMC6600230
section_index
5
section_title
2.3. UV Response Down and DNA Repair Gene Sets Were Enriched in AR High and AR Low Tumors, Respectively, in ER-Positive BC
row_count
2
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table object · 8 fields
label
Table 2
caption
Significant gene sets that associated with low expression of AR using Gene Set Enrichment Analysis (GSEA)(TCGA).
rows array · 2 items
[0] array · 7 items
[0]
Name
[1]
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ES
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NOM p-val
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FWER p-val
[1] array · 7 items
[0]
HALLMARK_DNA_REPAIR
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142
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section[5]/table-wrap[2]#ijms-20-02655-t002
[13] object · 16 fields
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read_table
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section[16]/table-wrap[1]#array1
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null
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PMC6600230
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16
section_title
Abbreviations
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10
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2
table object · 8 fields
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null
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null
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[0] array · 2 items
[0]
BC
[1]
Breast Cancer
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[0]
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[1]
Estrogen Receptor
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[0]
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[1]
Androgen Receptor
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[0]
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[1]
Neo-adjuvant Chemotherapy
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[0]
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[1]
Tumor Infiltrating Lymphocytes
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[0]
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[1]
The Cancer Genome Atlas
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[0]
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[1]
Molecular Taxonomy of Breast Cancer International Consortium
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[0]
GSEA
[1]
Gene Set Enrichment Analysis
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[0]
CYT
[1]
Cytolytic Activity
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[0]
MATH
[1]
Mutant-Allele Tumor Heterogeneity
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section[16]/table-wrap[1]#array1
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[13]
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[17]
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[18]
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[19]
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method-1
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survival_analysis
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Survival analysis
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[0]
logrank_test
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data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
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0.8
band
high
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log-rank
[1] object · 10 fields
id
method-2
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null
specific
null
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Fisher’s exact test
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missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
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verbatim
quote
Fisher’s exact test was used to determine if there were nonrandom associations between two categorical variables.
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gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
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[0] object · 6 fields
capability_id
capability:computational_analysis
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Computational analysis platform
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[0]
meta_analysis
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survival_analysis
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statistical_regression
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differential_expression
[8]
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candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
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complete
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[0]
logrank_test
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: log_rank_test.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
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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
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[0]
GSE22358
[1]
GSE20194
[2]
GSE21974
[3]
GSE22093
[4]
GSE22226
[5]
GSE23988
[6]
GSE25055
[7]
GSE25066
[8]
GSE42822
[9]
GSE50948
resolved_accessions array · 10 items
[0]
GSE22358
[1]
GSE20194
[2]
GSE21974
[3]
GSE22093
[4]
GSE22226
[5]
GSE23988
[6]
GSE25055
[7]
GSE25066
[8]
GSE42822
[9]
GSE50948
statements array · 1 item
[0]
The gene expression level quantification data (mRNA Z-score of RNA-sequence) of 1093 breast cancer patients, and level three Z-score normalized gene expression data of 1904 patients from METABRIC data were downloaded through cBioPortal as described previously [35,36,37,38].
basis
The paper names GSE22358, GSE20194, GSE21974, GSE22093, GSE22226, GSE23988, GSE25055, GSE25066, GSE42822, GSE50948 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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dsl_operations array · 1 item
[0]
logrank_test
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[0]
source:pmid:31151151
[1]
data:geo:GSE20194
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asset:table:pmid:31151151:1
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asset:table:pmid:31151151:2
[4]
asset:table:pmid:31151151:3
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
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converters array · 0 items
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capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE20194
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review object · 5 fields
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partial
machine_critique object · 5 fields
kind
extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
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independence
single_reader
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verbatim
availability
null
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29232
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3916
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784
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[0] object · 4 fields
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extraction
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minimax
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review.human_critique
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execution.not_run
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pmid:31151151
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source:pmid:31151151
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PMID 31151151 full text
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data:geo:GSE20194
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dataset
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GEO GSE20194
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[0] object · 4 fields
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paper
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pmid:31151151
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source:pmid:31151151
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PMID 31151151 full text
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data:geo:GSE20194
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GEO GSE20194
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agent:corpus-assay-engine
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extraction
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source:pmid:31151151
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agent:minimax-reader
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activity-resolve-GSE20194
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data:geo:GSE20194
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agent:corpus-assay-engine
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[3]
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[4]
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[5]
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[6]
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[7]
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[8]
asset:data:geo:GSE22358 licence not read
[9]
asset:data:geo:GSE22358 not downloaded
[10]
asset:data:geo:GSE23988 licence not read
[11]
asset:data:geo:GSE23988 not downloaded
[12]
asset:data:geo:GSE25055 licence not read
[13]
asset:data:geo:GSE25055 not downloaded
[14]
asset:data:geo:GSE25066 licence not read
[15]
asset:data:geo:GSE25066 not downloaded
[16]
asset:data:geo:GSE42822 licence not read
[17]
asset:data:geo:GSE42822 not downloaded
[18]
asset:data:geo:GSE50948 licence not read
[19]
asset:data:geo:GSE50948 not downloaded
[20]
execution.not_run
[21]
method.reader_named_unmapped
[22]
review.human_critique
[23]
review.independent_reader
[24]
review.machine_critique
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confidence
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Complete file
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The androgen receptor (AR) was reported to support estradiol-mediated ER activity in an in vitro system. Recently, ER-positive BC with fewer tumor infiltrating lymphocytes (TILs) was shown to have a better prognosis, opposite to the trend seen with ER-negative BC. We hypothesized that ER-positive BC with high expression of AR will have fewer TILs and an inferior response to NAC, but with a better prognosis. In both TCGA and METABRIC cohorts, AR expression was significantly higher in ER-positive BCs compared to ER-negatives (p < 0.001, p < 0.001, respectively) and it correlated with ER expression (R = 0.630, R = 0.509, respectively). In ER-positive tumors, AR high tumors enriched UV response down (NES = 2.01, p < 0.001), and AR low tumors enriched DNA repair (NES = -2.02, p < 0.001). 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