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Single cell atlas identifies lipid-processing and immunomodulatory endothelial cells in healthy and malignant breast. Nat Commun 2022; 13:5511. [PMID: 36127427 PMCID: PMC9489707 DOI: 10.1038/s41467-022-33052-y] [Citation(s) in RCA: 71] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 08/30/2022] [Indexed: 01/03/2023] Open
Abstract
Since a detailed inventory of endothelial cell (EC) heterogeneity in breast cancer (BC) is lacking, here we perform single cell RNA-sequencing of 26,515 cells (including 8433 ECs) from 9 BC patients and compare them to published EC taxonomies from lung tumors. Angiogenic ECs are phenotypically similar, while other EC subtypes are different. Predictive interactome analysis reveals known but also previously unreported receptor-ligand interactions between ECs and immune cells, suggesting an involvement of breast EC subtypes in immune responses. We also identify a capillary EC subtype (LIPEC (Lipid Processing EC)), which expresses genes involved in lipid processing that are regulated by PPAR-γ and is more abundant in peri-tumoral breast tissue. Retrospective analysis of 4648 BC patients reveals that treatment with metformin (an indirect PPAR-γ signaling activator) provides long-lasting clinical benefit and is positively associated with LIPEC abundance. Our findings warrant further exploration of this LIPEC/PPAR-γ link for BC treatment. Tumor blood vessels contribute to cancer growth, invasion and metastasis. Here, by using single cell transcriptomics, the authors report an inventory of endothelial cell heterogeneity in patients with breast cancer, including a subtype that expresses genes involved in lipid processing and is regulated by PPAR-γ.
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Nguyen TTA, Postlewait LM, Zhang C, Meisel JL, O'Regan R, Badve S, Kalinsky K, Li X. Utility of Oncotype DX score in clinical management for T1 estrogen receptor positive, HER2 negative, and lymph node negative breast cancer. Breast Cancer Res Treat 2022; 192:509-516. [PMID: 35084624 DOI: 10.1007/s10549-022-06530-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 01/17/2022] [Indexed: 12/16/2022]
Abstract
BACKGROUND The management of estrogen receptor positive (ER+)/HER2- and lymph node (LN) negative breast cancers can be influenced by Oncotype DX recurrence score (RS) in the USA. However, the benefit of RS in T1 tumors (≤ 1 cm) is not clear. METHODS We retrieved 199 T1 ER+/HER2-/LN- breast cancer diagnosed between 1993 and 2016 that had undergone RS testing. The median follow-up time was 51 months. We examined the disease-free survival (DFS) and distant metastasis and their association with RS and other clinicopathologic features. RESULTS Of the 199 cases, 40 were T1a (≤ 0.5 cm) and 159 were T1b (> 0.5 cm to 1 cm) tumors. In the 40 T1a tumors, 11 would benefit from chemotherapy by the TAILORx study results. Of these T1a tumors, 36 were Nottingham grade 1/2, 3 were grade 3, and 1 was microinvasive carcinoma; 2 (5%) had local recurrence and 1 (2.5%) had distant metastasis to the bone. The only patient with T1a tumor (Nottingham grade 3, RS = 42) and distant metastasis to bone had received adjuvant chemotherapy. In the 159 T1b tumors, 25 would benefit chemotherapy by the TAILORx results. Of the T1b tumors, 149 were Nottingham grade 1/2 and 10 were grade 3. Nine (5.7%) had local recurrence and 2 (1.3%) had distant metastasis to bone and mediastinum, respectively. The two T1b tumors with distant metastasis had a RS 20 and Nottingham grade 2, and RS 27 and Nottingham grade 3, respectively. Both patients received adjuvant chemotherapy. In multivariate analysis of the entire cohort (T1a and T1b tumors), Nottingham tumor grade and receiving chemotherapy were significantly associated with DFS. In univariate analysis of the entire cohort, Nottingham tumor grade, receiving adjuvant chemotherapy, and RS were significantly associated with distant metastasis. CONCLUSION This study demonstrates that the metastatic rate of T1a and T1b ER+/HER2-/LN- breast cancer is very low. Patients with low grade (1 or 2), T1a ER+/HER2-/LN- breast cancer may not need RS for treatment decision-making; however, in patients with high-grade T1a or T1b ER+/HER2-/LN- breast cancer, RS analysis should be strongly considered.
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Affiliation(s)
- Thi Truc Anh Nguyen
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Lauren M Postlewait
- Division of Surgical Oncology, Department of Surgery, Emory University, Atlanta, GA, USA
| | - Chao Zhang
- Pediatric Biostatistics Core, Department of Pediatrics, Emory University, Atlanta, GA, USA
| | - Jane L Meisel
- Department of Hematology and Oncology, Emory University, Atlanta, GA, USA
| | - Ruth O'Regan
- Department of Medicine, University of Rochester Medical Center, Rochester, NY, USA
| | - Sunil Badve
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA
| | - Kevin Kalinsky
- Department of Hematology and Oncology, Emory University, Atlanta, GA, USA
| | - Xiaoxian Li
- Department of Pathology and Laboratory Medicine, Emory University, Atlanta, GA, USA.
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Zhao J, Meisel J, Guo Y, Nahta R, Hsieh KL, Peng L, Wei Z, O'Regan R, Li X. Evaluation of PD-L1, tumor-infiltrating lymphocytes, and CD8+ and FOXP3+ immune cells in HER2-positive breast cancer treated with neoadjuvant therapies. Breast Cancer Res Treat 2020; 183:599-606. [PMID: 32715443 DOI: 10.1007/s10549-020-05819-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 07/17/2020] [Indexed: 12/21/2022]
Abstract
BACKGROUND The tumor immune microenvironment plays a critical role in the prognosis and outcome of breast cancers. This study examined the role of tumor-infiltrating lymphocytes (TILs), CD8+, FOXP3+ lymphocytes, PD-L1 expression, and other clinicopathological parameters in HER2+ breast cancer and correlate with tumor response to neoadjuvant therapy. METHODS We included 173 HER2+ patients treated with neoadjuvant HER2-targeted chemotherapy regimens from 2010 to 2016. 67 cases had biopsy blocks to evaluate TIL, CD8, FOXP3, and PD-L1 immunohistochemistry staining. Tumors were classified as pCR vs non-pCR group. Clinicopathological parameters, TIL, CD8+ and FOXP3+ cell count, and PD-L1 expression were correlated with pCR rate. RESULTS Univariate analyses showed that pCR rate was significantly correlated with low PR, low ER, high Ki-67, high FOXP3, HER2 IHC3+ , high HER2 ratio and copy number. By multivariate analysis, Ki-67 was the only variable significantly correlated with pCR. PD-L1 expression was detected in 9.2% cases. TIL hotspot has a non-significant correlation with pCR rate (p = 0.096). CONCLUSIONS High Ki-67 is a strong predictor for pCR in HER2+ breast cancer. TIL and FOXP3 T cells may play a role in tumor response in HER2+ cancer. PD-L1 is expressed in a subset of HER2+ breast cancer, supporting a role of immunotherapy in treating a subset of HER2+ breast cancers. The role of PD-L1, TIL, and other markers of immunogenicity as predictors of response to neoadjuvant chemotherapy in HER2+ breast cancer should be further evaluated.
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Affiliation(s)
- Jing Zhao
- Department of Pathology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Jane Meisel
- Department of Hematology and Oncology, Emory University, Atlanta, GA, USA
| | - Yi Guo
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, USA
| | - Rita Nahta
- Department of Pharmacology, Emory University, Atlanta, GA, USA
| | - Kung Lin Hsieh
- Department of Pathology and Laboratory Medicine, Emory University, 1364 Clifton Road, Atlanta, GA, 30322, USA
| | - Limin Peng
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, USA
| | - Zhimin Wei
- Department of Pathology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Ruth O'Regan
- Department of Medicine, University of Wisconsin, Madison, WI, USA
| | - Xiaoxian Li
- Department of Pathology and Laboratory Medicine, Emory University, 1364 Clifton Road, Atlanta, GA, 30322, USA.
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Bai J, Zhang X, Kang X, Jin L, Wang P, Wang Z. Screening of core genes and pathways in breast cancer development via comprehensive analysis of multi gene expression datasets. Oncol Lett 2019; 18:5821-5830. [PMID: 31788055 PMCID: PMC6865771 DOI: 10.3892/ol.2019.10979] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2018] [Accepted: 08/13/2019] [Indexed: 01/16/2023] Open
Abstract
Breast cancer has been the leading cause of cancer-associated mortality in women worldwide. Perturbation of oncogene and tumor suppressor gene expression is generally considered as the fundamental cause of cancer initiation and progression. In the present study, three gene expression datasets containing information of breast cancer and adjacent normal tissues that were detected using traditional gene microarrays were downloaded and batch effects were removed with R programming software. The differentially expressed genes between breast cancer and normal tissue groups were closely associated with cancer development pathways. Interestingly, five pathways, including ‘extracellular matrix-receptor interaction’, ‘peroxisome proliferator-activated receptors signaling pathway’, ‘propanoate metabolism’, ‘pyruvate metabolism’ and ‘regulation of lipolysis in adipocytes’, were thoroughly connected by 10 genes. Patients with upregulation of six of these hub genes (acetyl-CoA carboxylase β, acyl-CoA dehydrogenase medium chain, adiponectin, C1Q and collagen domain containing, acyl-CoA synthetase short chain family member 2, phosphoenolpyruvate carboxykinase 1 and perilipin 1) exhibited improved breast cancer prognosis. Additionally, breast cancer-specific network analysis identified several gene-gene interaction modules. These gene clusters had strong interactions according to the scoring in the whole network, which may be important to the development of breast cancer. In conclusion, the present study may improve the understanding of the mechanisms of breast cancer and provide several valuable prognosis and treatment signatures.
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Affiliation(s)
- Jie Bai
- Department of Thyroid and Breast III, Cangzhou Central Hospital, Cangzhou, Hebei 061001, P.R. China
| | - Xiaoyu Zhang
- Department of Thyroid and Breast III, Cangzhou Central Hospital, Cangzhou, Hebei 061001, P.R. China
| | - Xiaoning Kang
- Department of Ultrasound II, Cangzhou Central Hospital, Cangzhou, Hebei 061001, P.R. China
| | - Lijun Jin
- Department of Thyroid and Breast III, Cangzhou Central Hospital, Cangzhou, Hebei 061001, P.R. China
| | - Peng Wang
- Department of Thyroid and Breast III, Cangzhou Central Hospital, Cangzhou, Hebei 061001, P.R. China
| | - Zunyi Wang
- Department of Thyroid and Breast III, Cangzhou Central Hospital, Cangzhou, Hebei 061001, P.R. China
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Li X, Zhang Y, Meisel J, Jiang R, Behera M, Peng L. Validation of the newly proposed American Joint Committee on Cancer (AJCC) breast cancer prognostic staging group and proposing a new staging system using the National Cancer Database. Breast Cancer Res Treat 2018; 171:303-313. [PMID: 29948405 DOI: 10.1007/s10549-018-4832-9] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Accepted: 05/19/2018] [Indexed: 12/14/2022]
Abstract
BACKGROUND The eighth edition of AJCC cancer staging manual incorporated biomarker status into the prognostic staging group (PSG). We used data from National Cancer Database (NCDB) to validate and improve the PSG. METHODS All patients had surgery and at least some systemic treatment (endocrine therapy, chemotherapy or HER2 targeted therapy). Information from 420,520 patients was assessed for potential predictors of overall survival (OS), including age at diagnosis (age), tumor grade (G), hormonal receptor and HER2 status, and presence of lymph vascular invasion (LVI), stratified by stage or sub-stages. Based on the multivariate Cox analyses, we built different point systems to predict OS and evaluated the different point systems by Akaike's information criterion (AIC), Harrell's concordance index (C-index), and Uno's concordance index. RESULTS Age, G, hormonal receptor and HER2 status, LVI and being TNBC were significantly associated with OS (all P < 0.0001). Three staging systems were correlated with OS: system 1 was the conventional anatomic TNM staging; system 2 included TNM, age, G, hormonal receptor, HER2, and LVI; system 3 included TNM, age, G, TNBC versus non-TNBC, and LVI. System 3 (C-index; 0.7316; AIC: 488138.91) achieved the best balance between predictive performance and goodness-of-fit to the NCDB data as compared to system 2 (C-index: 0.7325; AIC: 498087.73) and system 1 (C-index: 0.716; AIC: 688536.49). CONCLUSIONS The new PSG is a better staging system than the conventional anatomic TNM system. Grouping breast cancer into TNBC versus non-TNBC may be simpler while retaining similar accuracy as using ER/PR/HER2 status to predict OS.
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Affiliation(s)
- Xiaoxian Li
- Department of Pathology and Laboratory Medicine, Emory University, 1364 Clifton Road, Suite H175, Atlanta, GA, 30322, USA.
| | - Yiran Zhang
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, USA
| | - Jane Meisel
- Department of Hematology and Medical Oncology, Emory University, Atlanta, GA, USA
| | - Renjian Jiang
- Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | | | - Limin Peng
- Department of Biostatistics and Bioinformatics, Emory University, Atlanta, GA, USA
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