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Saidy B, Vasan R, Durant R, Greener MR, Immanuel A, Green AR, Rakha E, Ellis I, Ball G, Martin SG, Storr SJ. Unravelling transcriptomic complexity in breast cancer through modulation of DARPP-32 expression and signalling pathways. Sci Rep 2023; 13:21163. [PMID: 38036593 PMCID: PMC10689788 DOI: 10.1038/s41598-023-48198-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 11/23/2023] [Indexed: 12/02/2023] Open
Abstract
DARPP-32 is a key regulator of protein-phosphatase-1 (PP-1) and protein kinase A (PKA), with its function dependent upon its phosphorylation state. We previously identified DKK1 and GRB7 as genes with linked expression using Artificial Neural Network (ANN) analysis; here, we determine protein expression in a large cohort of early-stage breast cancer patients. Low levels of DARPP-32 Threonine-34 phosphorylation and DKK1 expression were significantly associated with poor patient prognosis, while low levels of GRB7 expression were linked to better survival outcomes. To gain insight into mechanisms underlying these associations, we analysed the transcriptome of T47D breast cancer cells following DARPP-32 knockdown. We identified 202 differentially expressed transcripts and observed that some overlapped with genes implicated in the ANN analysis, including PTK7, TRAF5, and KLK6, amongst others. Furthermore, we found that treatment of DARPP-32 knockdown cells with 17β-estradiol or PKA inhibitor fragment (6-22) amide led to the differential expression of 193 and 181 transcripts respectively. These results underscore the importance of DARPP-32, a central molecular switch, and its downstream targets, DKK1 and GRB7 in breast cancer. The discovery of common genes identified by a combined patient/cell line transcriptomic approach provides insights into the molecular mechanisms underlying differential breast cancer prognosis and highlights potential targets for therapeutic intervention.
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Affiliation(s)
- Behnaz Saidy
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Richa Vasan
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Rosie Durant
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Megan-Rose Greener
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Adelynn Immanuel
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Andrew R Green
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Emad Rakha
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Ian Ellis
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Graham Ball
- Medical Technology Research Centre, Anglia Ruskin University, Bishop Hall Lane, Chelmsford, CM1 1SQ, UK
| | - Stewart G Martin
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Sarah J Storr
- Nottingham Breast Cancer Research Centre, Biodiscovery Institute, School of Medicine, University of Nottingham, University Park, Nottingham, NG7 2RD, UK.
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2
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Bobbitt JR, Seachrist DD, Keri RA. Chromatin Organization and Transcriptional Programming of Breast Cancer Cell Identity. Endocrinology 2023; 164:bqad100. [PMID: 37394919 PMCID: PMC10370366 DOI: 10.1210/endocr/bqad100] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 06/26/2023] [Accepted: 06/28/2023] [Indexed: 07/04/2023]
Abstract
The advent of sequencing technologies for assessing chromosome conformations has provided a wealth of information on the organization of the 3-dimensional genome and its role in cancer progression. It is now known that changes in chromatin folding and accessibility can promote aberrant activation or repression of transcriptional programs that can drive tumorigenesis and progression in diverse cancers. This includes breast cancer, which comprises several distinct subtypes defined by their unique transcriptomes that dictate treatment response and patient outcomes. Of these, basal-like breast cancer is an aggressive subtype controlled by a pluripotency-enforcing transcriptome. Meanwhile, the more differentiated luminal subtype of breast cancer is driven by an estrogen receptor-dominated transcriptome that underlies its responsiveness to antihormone therapies and conveys improved patient outcomes. Despite the clear differences in molecular signatures, the genesis of each subtype from normal mammary epithelial cells remains unclear. Recent technical advances have revealed key distinctions in chromatin folding and organization between subtypes that could underlie their transcriptomic and, hence, phenotypic differences. These studies also suggest that proteins controlling particular chromatin states may be useful targets for treating aggressive disease. In this review, we explore the current state of understanding of chromatin architecture in breast cancer subtypes and its potential role in defining their phenotypic characteristics.
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Affiliation(s)
- Jessica R Bobbitt
- Department of Cancer Biology, Cleveland Clinic Lerner Research Institute, Cleveland, OH 44195, USA
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
| | - Darcie D Seachrist
- Department of Cancer Biology, Cleveland Clinic Lerner Research Institute, Cleveland, OH 44195, USA
| | - Ruth A Keri
- Department of Cancer Biology, Cleveland Clinic Lerner Research Institute, Cleveland, OH 44195, USA
- Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
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3
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Shen K, Ke S, Chen B, Zhang T, Wang H, Lv J, Gao W. Identification and validation of biomarkers for epithelial-mesenchymal transition-related cells to estimate the prognosis and immune microenvironment in primary gastric cancer by the integrated analysis of single-cell and bulk RNA sequencing data. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2023; 20:13798-13823. [PMID: 37679111 DOI: 10.3934/mbe.2023614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/09/2023]
Abstract
BACKGROUND The epithelial-mesenchymal transition (EMT) is associated with gastric cancer (GC) progression and immune microenvironment. To better understand the heterogeneity underlying EMT, we integrated single-cell RNA-sequencing (scRNA-seq) data and bulk sequencing data from GC patients to evaluate the prognostic utility of biomarkers for EMT-related cells (ERCs), namely, cancer-associated fibroblasts (CAFs) and epithelial cells (ECs). METHODS scRNA-seq data from primary GC tumor samples were obtained from the Gene Expression Omnibus (GEO) database to identify ERC marker genes. Bulk GC datasets from the Cancer Genome Atlas (TCGA) and GEO were used as training and validation sets, respectively. Differentially expressed markers were identified from the TCGA database. Univariate Cox, least-absolute shrinkage, and selection operator regression analyses were performed to identify EMT-related cell-prognostic genes (ERCPGs). Kaplan-Meier, Cox regression, and receiver-operating characteristic (ROC) curve analyses were adopted to evaluate the prognostic utility of the ERCPG signature. An ERCPG-based nomogram was constructed by integrating independent prognostic factors. Finally, we evaluated the correlations between the ERCPG signature and immune-cell infiltration and verified the expression of ERCPG prognostic signature genes by in vitro cellular assays. RESULTS The ERCPG signature was comprised of seven genes (COL4A1, F2R, MMP11, CAV1, VCAN, FKBP10, and APOD). Patients were divided into high- and low-risk groups based on the ERCPG risk scores. Patients in the high-risk group showed a poor prognosis. ROC and calibration curves suggested that the ERCPG signature and nomogram had a good prognostic utility. An immune cell-infiltration analysis suggested that the abnormal expression of ERCPGs induced the formation of an unfavorable tumor immune microenvironment. In vitro cellular assays showed that ERCPGs were more abundantly expressed in GC cell lines compared to normal gastric tissue cell lines. CONCLUSIONS We constructed and validated an ERCPG signature using scRNA-seq and bulk sequencing data from ERCs of GC patients. Our findings support the estimation of patient prognosis and tumor treatment in future clinical practice.
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Affiliation(s)
- Kaiyu Shen
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Shuaiyi Ke
- Department of Internal Medicine, XianJu People's Hospital, XianJu 317399, China
| | - Binyu Chen
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Tiantian Zhang
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou 310053, China
| | - Hongtai Wang
- Department of General Surgery, XianJu People' Hospital, XianJu 317399, China
| | - Jianhui Lv
- Department of General Surgery, XianJu People' Hospital, XianJu 317399, China
| | - Wencang Gao
- Department of Oncology, Zhejiang Chinese Medical University, Hangzhou 310005, China
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4
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Gámez-Chiachio M, Sarrió D, Moreno-Bueno G. Novel Therapies and Strategies to Overcome Resistance to Anti-HER2-Targeted Drugs. Cancers (Basel) 2022; 14:4543. [PMID: 36139701 PMCID: PMC9496705 DOI: 10.3390/cancers14184543] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 09/09/2022] [Accepted: 09/15/2022] [Indexed: 11/17/2022] Open
Abstract
The prognosis and quality of life of HER2 breast cancer patients have significantly improved due to the crucial clinical benefit of various anti-HER2 targeted therapies. However, HER2 tumors can possess or develop several resistance mechanisms to these treatments, thus leaving patients with a limited set of additional therapeutic options. Fortunately, to overcome this problem, in recent years, multiple different and complementary approaches have been developed (such as antibody-drug conjugates (ADCs)) that are in clinical or preclinical stages. In this review, we focus on emerging strategies other than on ADCs that are either aimed at directly target the HER2 receptor (i.e., novel tyrosine kinase inhibitors) or subsequent intracellular signaling (e.g., PI3K/AKT/mTOR, CDK4/6 inhibitors, etc.), as well as on innovative approaches designed to attack other potential tumor weaknesses (such as immunotherapy, autophagy blockade, or targeting of other genes within the HER2 amplicon). Moreover, relevant technical advances such as anti-HER2 nanotherapies and immunotoxins are also discussed. In brief, this review summarizes the impact of novel therapeutic approaches on current and future clinical management of aggressive HER2 breast tumors.
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Affiliation(s)
- Manuel Gámez-Chiachio
- Biochemistry Department, Medicine Faculty, Universidad Autónoma Madrid-CSIC, IdiPaz, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red-Oncología (CIBERONC), 28029 Madrid, Spain
| | - David Sarrió
- Biochemistry Department, Medicine Faculty, Universidad Autónoma Madrid-CSIC, IdiPaz, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red-Oncología (CIBERONC), 28029 Madrid, Spain
| | - Gema Moreno-Bueno
- Biochemistry Department, Medicine Faculty, Universidad Autónoma Madrid-CSIC, IdiPaz, 28029 Madrid, Spain
- Centro de Investigación Biomédica en Red-Oncología (CIBERONC), 28029 Madrid, Spain
- MD Anderson International Foundation, 28033 Madrid, Spain
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Kuhlmann L, Govindarajan M, Mejia-Guerrero S, Ignatchenko V, Liu LY, Grünwald BT, Cruickshank J, Berman H, Khokha R, Kislinger T. Glycoproteomics Identifies Plexin-B3 as a Targetable Cell Surface Protein Required for the Growth and Invasion of Triple-Negative Breast Cancer Cells. J Proteome Res 2022; 21:2224-2236. [PMID: 35981243 PMCID: PMC9442790 DOI: 10.1021/acs.jproteome.2c00332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
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Driven by the lack of targeted therapies, triple-negative
breast cancers
(TNBCs) have the worst overall survival of all breast cancer subtypes.
Considering that cell surface proteins are favorable drug targets
and are predominantly glycosylated, glycoproteome profiling has significant
potential to facilitate the identification of much-needed drug targets
for TNBCs. Here, we performed N-glycoproteomics on
six TNBCs and five normal control (NC) cell lines using hydrazide-based
enrichment. Quantitative proteomics and integrative data mining led
to the discovery of Plexin-B3 (PLXNB3), a previously undescribed TNBC-enriched
cell surface protein. Furthermore, siRNA knockdown and CRISPR-Cas9
editing of in vitro and in vivo models show that PLXNB3 is required
for TNBC cell line growth, invasion, and migration. Altogether, we
provide insights into N-glycoproteome remodeling
associated with TNBCs and functional evaluation of an extracted target,
which indicate the surface protein PLXNB3 as a potential therapeutic
target for TNBCs.
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Affiliation(s)
- Laura Kuhlmann
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Meinusha Govindarajan
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Salvador Mejia-Guerrero
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Vladimir Ignatchenko
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Lydia Y Liu
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Barbara T Grünwald
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Jennifer Cruickshank
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada
| | - Hal Berman
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario M5S 1A8, Canada
| | - Rama Khokha
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Thomas Kislinger
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario M5G 1L7, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5G 1L7, Canada
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6
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Ding X, Sharko AC, McDermott MSJ, Schools GP, Chumanevich A, Ji H, Li J, Zhang L, Mack ZT, Sikirzhytski V, Shtutman M, Ivers L, O’Donovan N, Crown J, Győrffy B, Chen M, Roninson IB, Broude EV. Inhibition of CDK8/19 Mediator kinase potentiates HER2-targeting drugs and bypasses resistance to these agents in vitro and in vivo. Proc Natl Acad Sci U S A 2022; 119:e2201073119. [PMID: 35914167 PMCID: PMC9371674 DOI: 10.1073/pnas.2201073119] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Accepted: 06/28/2022] [Indexed: 02/03/2023] Open
Abstract
Breast cancers (BrCas) that overexpress oncogenic tyrosine kinase receptor HER2 are treated with HER2-targeting antibodies (such as trastuzumab) or small-molecule kinase inhibitors (such as lapatinib). However, most patients with metastatic HER2+ BrCa have intrinsic resistance and nearly all eventually become resistant to HER2-targeting therapy. Resistance to HER2-targeting drugs frequently involves transcriptional reprogramming associated with constitutive activation of different signaling pathways. We have investigated the role of CDK8/19 Mediator kinase, a regulator of transcriptional reprogramming, in the response of HER2+ BrCa to HER2-targeting drugs. CDK8 was in the top 1% of all genes ranked by correlation with shorter relapse-free survival among treated HER2+ BrCa patients. Selective CDK8/19 inhibitors (senexin B and SNX631) showed synergistic interactions with lapatinib and trastuzumab in a panel of HER2+ BrCa cell lines, overcoming and preventing resistance to HER2-targeting drugs. The synergistic effects were mediated in part through the PI3K/AKT/mTOR pathway and reduced by PI3K inhibition. Combination of HER2- and CDK8/19-targeting agents inhibited STAT1 and STAT3 phosphorylation at S727 and up-regulated tumor suppressor BTG2. The growth of xenograft tumors formed by lapatinib-sensitive or -resistant HER2+ breast cancer cells was partially inhibited by SNX631 alone and strongly suppressed by the combination of SNX631 and lapatinib, overcoming lapatinib resistance. These effects were associated with decreased tumor cell proliferation and altered recruitment of stromal components to the xenograft tumors. These results suggest potential clinical benefit of combining HER2- and CDK8/19-targeting drugs in the treatment of metastatic HER2+ BrCa.
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Affiliation(s)
- Xiaokai Ding
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Amanda C. Sharko
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Martina S. J. McDermott
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Gary P. Schools
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Alexander Chumanevich
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Hao Ji
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Jing Li
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Li Zhang
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Zachary T. Mack
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Vitali Sikirzhytski
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Michael Shtutman
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Laura Ivers
- National Institute for Cellular Biotechnology, Dublin City University, Dublin 9, Ireland
| | - Norma O’Donovan
- National Institute for Cellular Biotechnology, Dublin City University, Dublin 9, Ireland
| | - John Crown
- National Institute for Cellular Biotechnology, Dublin City University, Dublin 9, Ireland
| | - Balázs Győrffy
- Department of Bioinformatics, Semmelweis University, Budapest, H-1085, Hungary
- Oncology Biomarker Research Group, Research Center for Natural Sciences, H-1117, Budapest, Hungary
| | - Mengqian Chen
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
- Senex Biotechnology, Inc., 715 Sumter St., Columbia, SC, 29208
| | - Igor B. Roninson
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
| | - Eugenia V. Broude
- Department of Drug Discovery and Biomedical Sciences, University of South Carolina College of Pharmacy, 715 Sumter St., Columbia, SC, 29208
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7
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Lee S, Osmanbeyoglu HU. Chromatin accessibility landscape and active transcription factors in primary human invasive lobular and ductal breast carcinomas. BREAST CANCER RESEARCH : BCR 2022; 24:54. [PMID: 35906698 PMCID: PMC9338552 DOI: 10.1186/s13058-022-01550-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 07/25/2022] [Indexed: 11/10/2022]
Abstract
BACKGROUND Invasive lobular breast carcinoma (ILC), the second most prevalent histological subtype of breast cancer, exhibits unique molecular features compared with the more common invasive ductal carcinoma (IDC). While genomic and transcriptomic features of ILC and IDC have been characterized, genome-wide chromatin accessibility pattern differences between ILC and IDC remain largely unexplored. METHODS Here, we characterized tumor-intrinsic chromatin accessibility differences between ILC and IDC using primary tumors from The Cancer Genome Atlas (TCGA) breast cancer assay for transposase-accessible chromatin with sequencing (ATAC-seq) dataset. RESULTS We identified distinct patterns of genome-wide chromatin accessibility in ILC and IDC. Inferred patient-specific transcription factor (TF) motif activities revealed regulatory differences between and within ILC and IDC tumors. EGR1, RUNX3, TP63, STAT6, SOX family, and TEAD family TFs were higher in ILC, while ATF4, PBX3, SPDEF, PITX family, and FOX family TFs were higher in IDC. CONCLUSIONS This study reveals the distinct epigenomic features of ILC and IDC and the active TFs driving cancer progression that may provide valuable information on patient prognosis.
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Affiliation(s)
- Sanghoon Lee
- Department of Biomedical Informatics, School of Medicine, University of Pittsburgh, Pittsburgh, USA.,UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, USA
| | - Hatice Ulku Osmanbeyoglu
- Department of Biomedical Informatics, School of Medicine, University of Pittsburgh, Pittsburgh, USA. .,Department of Bioengineering, School of Engineering, University of Pittsburgh, Pittsburgh, USA. .,UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, USA. .,Department of Biostatistics, School of Public Health, University of Pittsburgh, Pittsburgh, USA.
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