1
|
Li X, Zhang Y, Gong J, Liu W, Zhao H, Xue W, Ren Z, Bao J, Lin Z. Development of a breast cancer invasion score to predict tumor aggressiveness and prognosis via PI3K/AKT/mTOR pathway analysis. Cell Death Discov 2025; 11:157. [PMID: 40204712 PMCID: PMC11982538 DOI: 10.1038/s41420-025-02422-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2024] [Revised: 03/05/2025] [Accepted: 03/20/2025] [Indexed: 04/11/2025] Open
Abstract
Invasiveness is a key indicator of tumor malignancy and is often linked to poor prognosis in breast cancer (BC). To explore the diverse characteristics of invasive cells, single-cell RNA sequencing (scRNA-seq) data from three ductal carcinoma stages were analyzed, classifying samples into invasion and non-invasion groups. Nine genes (MCTS1, PGK1, PCMT1, C8orf76, TMEM242, QPRT, SLC16A2, AFG1L, and SPINK8) were identified as key discriminators between these groups. A breast cancer invasion score (BCIS) model was developed using LASSO Cox regression, revealed that high BCIS correlated with poorer overall survival in TCGA-BRCA patients and was validated across GSE20685 and METABRIC datasets (five-year and ten-year survival). Functional experiments demonstrated that knockdown of PGK1 or PCMT1 inhibited tumor cell proliferation and reduced the phosphorylation levels of mTORC, P70S6K, S6, and AKT, indicating suppression of the PI3K/AKT/mTOR pathways. High-BCIS tumors exhibited enrichment in protein secretion and PI3K/AKT/mTOR pathways, associated with aggressiveness and therapy resistance. This study introduced the BCIS score, distinguishing invasion from non-invasion cells, linked to PI3K/AKT/mTOR pathways, offering insights into BRCA prognosis and tumor aggressiveness.
Collapse
Affiliation(s)
- Xiujuan Li
- Department of General Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, The Affiliated Cancer Hospital of Nanjing Medical University, Nanjing, 210000, China
| | - Ya Zhang
- Shanghai Key Laboratory of Maternal and Fetal Medicine, Clinical and Translational Research Center of Shanghai First Maternity and Infant Hospital, Frontier Science Center for Stem Cell Research, School of Life Sciences and Technology, Tongji University, Shanghai, 200092, China
| | - Jianping Gong
- Department of General Surgery, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, The Affiliated Cancer Hospital of Nanjing Medical University, Nanjing, 210000, China
| | - Wenjia Liu
- OmixScience Research Institute, OmixScience Co., Ltd., Hangzhou, 311199, China
| | - Hanchen Zhao
- OmixScience Research Institute, OmixScience Co., Ltd., Hangzhou, 311199, China
- The Second Affiliated Hospital, Nanjing Medical University, Nanjing, 210011, China
| | - Wei Xue
- OmixScience Research Institute, OmixScience Co., Ltd., Hangzhou, 311199, China
| | - Zhaojun Ren
- Department of Pathology, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, Nanjing Medical University Affiliated Cancer Hospital, Nanjing, 210000, China.
| | - Jun Bao
- Department of Medical Oncology, Jiangsu Cancer Hospital, Jiangsu Institute of Cancer Research, The Affiliated Cancer Hospital of Nanjing Medical University, Nanjing, 210000, China.
| | - Ziao Lin
- OmixScience Research Institute, OmixScience Co., Ltd., Hangzhou, 311199, China.
- Liangzhu Laboratory, Zhejiang University, Hangzhou, 311100, China.
| |
Collapse
|
2
|
Hulahan TS, Angel PM. From ductal carcinoma in situ to invasive breast cancer: the prognostic value of the extracellular microenvironment. J Exp Clin Cancer Res 2024; 43:329. [PMID: 39716322 DOI: 10.1186/s13046-024-03236-z] [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: 08/19/2024] [Accepted: 11/19/2024] [Indexed: 12/25/2024] Open
Abstract
Ductal carcinoma in situ (DCIS) is a noninvasive breast disease that variably progresses to invasive breast cancer (IBC). Given the unpredictability of this progression, most DCIS patients are aggressively managed similar to IBC patients. Undoubtedly, this treatment paradigm places many DCIS patients at risk of overtreatment and its significant consequences. Historically, prognostic modeling has included the assessment of clinicopathological features and genomic markers. Although these provide valuable insights into tumor biology, they remain insufficient to predict which DCIS patients will progress to IBC. Contemporary work has begun to focus on the microenvironment surrounding the ductal cells for molecular patterns that might predict progression. In this review, extracellular microenvironment alterations occurring with the malignant transformation from DCIS to IBC are detailed. Not only do changes in collagen abundance, organization, and localization mediate the transition to IBC, but also the discrete post-translational regulation of collagen fibers is understood to promote invasion. Other extracellular matrix proteins, such as matrix metalloproteases, decorin, and tenascin C, have been characterized for their role in invasive transformation and further demonstrate the prognostic value of the extracellular matrix. Importantly, these extracellular matrix proteins influence immune cells and fibroblasts toward pro-tumorigenic phenotypes. Thus, the progressive changes in the extracellular microenvironment play a key role in invasion and provide promise for prognostic development.
Collapse
Affiliation(s)
- Taylor S Hulahan
- Department of Pharmacology and Immunology, Medical University of South Carolina, Charleston, SC, USA
| | - Peggi M Angel
- Department of Pharmacology and Immunology, Medical University of South Carolina, Charleston, SC, USA.
| |
Collapse
|
3
|
Greenwood HI, Maldonado Rodas CK, Freimanis RI, Glencer AC, Miller PN, Mukhtar RA, Brabham C, Yau C, Rosenbluth JM, Hirst GL, Campbell MJ, Borowsky A, Hylton N, Esserman LJ, Basu A. Magnetic resonance imaging insights from active surveillance of women with ductal carcinoma in situ. NPJ Breast Cancer 2024; 10:71. [PMID: 39098868 PMCID: PMC11298531 DOI: 10.1038/s41523-024-00677-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Accepted: 07/18/2024] [Indexed: 08/06/2024] Open
Abstract
New approaches are needed to determine which ductal carcinoma in situ (DCIS) is at high risk for progression to invasive ductal carcinoma (IDC). We retrospectively studied DCIS patients who declined surgery (2002-2019), and received endocrine therapy (ET) and breast MRI. Baseline MRI and changes at 3 months and 6 months were analyzed by recursive partitioning to stratify IDC risk. Sixty-two patients (63 DCIS; 1 bilateral) with a mean follow-up of 8.5 years were included. Fifty-one percent remained on active surveillance (AS) without evidence of IDC, with a mean duration of 7.6 years. A decision tree based on MRI features of lesion distinctness and background parenchymal enhancement (BPE) at baseline and change after 3 months of ET stratified patients into low, intermediate, and high risk for progression to IDC. MRI imaging features in patients treated with ET and undergoing AS, may help determine which DCIS lesions are at low versus high risk for IDC.
Collapse
Affiliation(s)
- Heather I Greenwood
- University of California San Francisco Department of Radiology, San Francisco, CA, USA
| | | | - Rita I Freimanis
- University of California San Francisco Department of Radiology, San Francisco, CA, USA
| | - Alexa C Glencer
- University of California San Francisco Department of Surgery, San Francisco, CA, USA
| | - Phoebe N Miller
- University of California San Francisco Department of Surgery, San Francisco, CA, USA
| | - Rita A Mukhtar
- University of California San Francisco Department of Surgery, San Francisco, CA, USA
| | | | - Christina Yau
- University of California San Francisco Department of Surgery, San Francisco, CA, USA
| | - Jennifer M Rosenbluth
- University of California San Francisco Department of Medicine, San Francisco, CA, USA
| | - Gillian L Hirst
- University of California San Francisco Department of Surgery, San Francisco, CA, USA
| | - Michael J Campbell
- University of California San Francisco Department of Surgery, San Francisco, CA, USA
| | - Alexander Borowsky
- University of California Davis Department of Pathology, Sacramento, CA, USA
| | - Nola Hylton
- University of California San Francisco Department of Radiology, San Francisco, CA, USA
| | - Laura J Esserman
- University of California San Francisco Department of Surgery, San Francisco, CA, USA.
| | - Amrita Basu
- University of California San Francisco Department of Surgery, San Francisco, CA, USA
| |
Collapse
|
4
|
Abbasi AB, Wu V, Lang JE, Esserman LJ. Precision Oncology in Breast Cancer Surgery. Surg Oncol Clin N Am 2024; 33:293-310. [PMID: 38401911 DOI: 10.1016/j.soc.2023.12.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2024]
Abstract
Outcomes for patients with breast cancer have improved over time due to increased screening and the availability of more effective therapies. It is important to recognize that breast cancer is a heterogeneous disease that requires treatment based on molecular characteristics. Early endpoints such as pathologic complete response correlate with event-free survival, allowing the opportunity to consider de-escalation of certain cancer treatments to avoid overtreatment. This article discusses clinical trials of tailoring treatment (eg, I-SPY2) and screening (eg, WISDOM) to individual patients based on their unique risk features.
Collapse
Affiliation(s)
- Ali Benjamin Abbasi
- Department of Surgery, San Francisco Breast Care Center, University of California, Box 1710, UCSF, San Francisco, CA 94143, USA
| | - Vincent Wu
- Department of Surgery, Cleveland Clinic Breast Services, 9500 Euclid Avenue, A80, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Julie E Lang
- Department of Surgery, Cleveland Clinic Breast Services, 9500 Euclid Avenue, A80, Cleveland Clinic, Cleveland, OH 44195, USA.
| | - Laura J Esserman
- Department of Surgery, San Francisco Breast Care Center, University of California, Box 1710, UCSF, San Francisco, CA 94143, USA
| |
Collapse
|
5
|
Wang T, Che M, Huilgol YS, Keane H, Goodman D, Soonavala R, Ozanne E, Shieh Y, Belkora JK, Fiscalini AS, Esserman LJ. Validation Study on Risk-Reduction Activities after Exposure to a Personalized Breast Cancer Risk-Assessment Education Tool in High-Risk Women in the WISDOM Study. RESEARCH SQUARE 2023:rs.3.rs-2787493. [PMID: 37214889 PMCID: PMC10197747 DOI: 10.21203/rs.3.rs-2787493/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
We performed a 318-participant validation study of an individualized risk assessment tool in women identified as having high- or highest-risk of breast cancer in the personalized arm of the Women Informed to Screen Depending on Measures of risk (WISDOM) trial. Per protocol, these women were educated about their risk and risk reducing options using the Breast Health Decisions (BHD) tool, which uses patient-friendly visuals and 8th grade reading level language to convey risk and prevention options. Prior to exposure to the educational tool, 4.7% of women were already taking endocrine risk reduction, 38.7% were reducing alcohol intake, and 62.6% were exercising. Three months after initial use of BHD, 8.4% of women who considered endocrine risk reduction, 33% of women who considered alcohol reduction, and 46% of women who considered exercise pursued the risk-reducing activities. Unlike lifestyle interventions which are under the control of the patient, additional barriers at the level of the healthcare provider may be impeding the targeted use of endocrine risk reduction medications in women with elevated breast cancer risk.
Collapse
Affiliation(s)
- Tianyi Wang
- UC San Francisco Department of Surgery, San Francisco, USA
- University of Michigan Medical School, Ann Arbor, USA
| | - Mandy Che
- UC San Francisco Department of Surgery, San Francisco, USA
- Rush University Medical College, Chicago, USA
| | | | - Holly Keane
- Peter MacCallum Cancer Centre, Melbourne, Australia
| | | | | | - Elissa Ozanne
- University of Utah School of Medicine Department of Population Health Sciences, Salt Lake City, USA
| | - Yiwey Shieh
- Weill Cornell Medicine Department of Population Health Sciences, New York, NY, USA
| | | | | | | |
Collapse
|