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Valentino S, Ortega-Sandoval K, Houston KD, Houston JP. Correlating NAD(P)H lifetime shifts to tamoxifen resistance in breast cancer cells: A metabolic screening study with time-resolved flow cytometry. JOURNAL OF INNOVATIVE OPTICAL HEALTH SCIENCES 2025; 18:2450020. [PMID: 39980603 PMCID: PMC11841857 DOI: 10.1142/s1793545824500202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/22/2025]
Abstract
Time-resolved flow cytometry (TRFC) was used to measure metabolic differences in estrogen receptor-positive breast cancer cells. This specialty cytometry technique measures fluorescence lifetimes as a single-cell parameter thereby providing a unique approach for high-throughput cell counting and screening. Differences in fluorescence lifetime were detected and this was associated with sensitivity to the commonly prescribed therapeutic tamoxifen. Differences in fluorescence lifetime are attributed to the binding states of the autofluorescent metabolite NAD(P)H. The function of NAD(P)H is well described and in general involves cycling from a reduced to oxidized state to facilitate electron transport for the conversion of pyruvate to lactate. NAD(P)H fluorescence lifetimes depend on the bound or unbound state of the metabolite, which also relates to metabolic transitions between oxidative phosphorylation and glycolysis. To determine if fundamental metabolic profiles differ for cells that are sensitive to tamoxifen compared to those that are resistant, large populations of MCF-7 breast cancer cells were screened and fluorescence lifetimes were quantified. Additionally, metabolic differences associated with tamoxifen sensitivity were measured with a Seahorse HS mini metabolic analyzer (Agilent Technologies Inc. Santa Clara, CA) and confocal imaging. Results show that tamoxifen-resistant breast cancer cells have increased utilization of glycolysis for energy production compared to tamoxifen-sensitive breast cancer cells. This work is impacting because it establishes an early step toward developing a reliable screening technology in which large cell censuses can be differentiated for drug sensitivity in a label-free fashion.
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Affiliation(s)
- Samantha Valentino
- Chemical and Materials Engineering, New Mexico State University 1040 S Horseshoe Dr., Las Cruces, NM 88003, USA
| | - Karla Ortega-Sandoval
- Chemical and Materials Engineering, New Mexico State University 1040 S Horseshoe Dr., Las Cruces, NM 88003, USA
| | - Kevin D. Houston
- Chemistry and Biochemistry, New Mexico State University 1175 N Horseshoe Dr., Las Cruces, NM 88003, USA
| | - Jessica P. Houston
- Chemical and Materials Engineering, New Mexico State University 1040 S Horseshoe Dr., Las Cruces, NM 88003, USA
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Rossi V, Hochkoeppler A, Govoni M, Di Stefano G. Lactate-Induced HBEGF Shedding and EGFR Activation: Paving the Way to a New Anticancer Therapeutic Opportunity. Cells 2024; 13:1533. [PMID: 39329717 PMCID: PMC11430493 DOI: 10.3390/cells13181533] [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: 07/17/2024] [Revised: 09/03/2024] [Accepted: 09/11/2024] [Indexed: 09/28/2024] Open
Abstract
Cancer cells can release EGF-like peptides, acquiring the capacity of autocrine stimulation via EGFR-mediated signaling. One of these peptides (HBEGF) was found to be released from a membrane-bound precursor protein and is critically implicated in the proliferative potential of cancer cells. We observed that the increased lactate levels characterizing neoplastic tissues can induce the release of uPA, a protease promoting HBEGF shedding. This effect led to EGFR activation and increased ERK1/2 phosphorylation. Since EGFR-mediated signaling potentiates glycolytic metabolism, this phenomenon can induce a self-sustaining deleterious loop, favoring tumor growth. A well characterized HBEGF inhibitor is CRM197, a single-site variant of diphtheria toxin. We observed that, when administered individually, CRM197 did not trigger evident antineoplastic effects. However, its association with a uPA inhibitor caused dampening of EGFR-mediated signaling and apoptosis induction. Overall, our study highlights that the increased glycolytic metabolism and lactate production can foster the activated state of EGFR receptor and suggests that the inhibition of EGFR-mediated signaling can be attempted by means of CRM197 administered with an appropriate protease inhibitor. This attempt could help in overcoming the problem of the acquired resistance to the conventionally used EGFR inhibitors.
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Affiliation(s)
- Valentina Rossi
- Department of Medical and Surgical Sciences (DIMEC), Section of General Pathology, University of Bologna, 40126 Bologna, Italy; (V.R.); (M.G.)
| | - Alejandro Hochkoeppler
- Department of Pharmacy and Biotechnology (FaBiT), University of Bologna, 40126 Bologna, Italy;
| | - Marzia Govoni
- Department of Medical and Surgical Sciences (DIMEC), Section of General Pathology, University of Bologna, 40126 Bologna, Italy; (V.R.); (M.G.)
| | - Giuseppina Di Stefano
- Department of Medical and Surgical Sciences (DIMEC), Section of General Pathology, University of Bologna, 40126 Bologna, Italy; (V.R.); (M.G.)
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3
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Papulino C, Chianese U, Ali A, Favale G, Tuccillo C, Ciardiello F, Di Mauro A, Mignogna C, Ferrara G, Budillon A, Megchelenbrink WL, Del Gaudio N, Conte M, Merciai F, Campiglia P, Altucci L, Carafa V, Sommella E, Benedetti R. Inverse FASN and LDHA correlation drives metabolic resistance in breast cancer. J Transl Med 2024; 22:676. [PMID: 39044184 PMCID: PMC11267768 DOI: 10.1186/s12967-024-05517-9] [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: 06/12/2024] [Accepted: 07/18/2024] [Indexed: 07/25/2024] Open
Abstract
BACKGROUND Breast cancer manifests as a heterogeneous pathology marked by complex metabolic reprogramming essential to satisfy its energy demands. Oncogenic signals boost the metabolism, modifying fatty acid synthesis and glucose use from the onset to progression and therapy resistant-forms. However, the exact contribution of metabolic dependencies during tumor evolution remains unclear. METHODS In this study, we elucidate the connection between FASN and LDHA, pivotal metabolic genes, and their correlation with tumor grade and therapy response using datasets from public repositories. Subsequently, we evaluated the metabolic and proliferative functions upon FASN and LDHA inhibition in breast cancer models. Lastly, we integrated metabolomic and lipidomic analysis to define the contributions of metabolites, lipids, and precursors to the metabolic phenotypes. RESULTS Collectively, our findings indicate metabolic shifts during breast cancer progression, unvealling two distinct functional energy phenotypes associated with aggressiveness and therapy response. Specifically, FASN exhibits reduced expression in advance-grade tumors and therapy-resistant forms, whereas LDHA demonstrates higher expression. Additionally, the biological and metabolic impact of blocking the enzymatic activity of FASN and LDHA was correlated with resistant conditions. CONCLUSIONS These observations emphasize the intrinsic metabolic heterogeneity within breast cancer, thereby highlighting the relevance of metabolic interventions in the field of precision medicine.
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Affiliation(s)
- Chiara Papulino
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Ugo Chianese
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Ahmad Ali
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Gregorio Favale
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Concetta Tuccillo
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Fortunato Ciardiello
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Annabella Di Mauro
- Pathology Unit, Istituto Nazionale Tumori IRCCS Fondazione G. Pascale, 80131, Naples, Italy
| | - Chiara Mignogna
- Pathology Unit, Istituto Nazionale Tumori IRCCS Fondazione G. Pascale, 80131, Naples, Italy
| | - Gerardo Ferrara
- Pathology Unit, Istituto Nazionale Tumori IRCCS Fondazione G. Pascale, 80131, Naples, Italy
| | - Alfredo Budillon
- Scientific Directorate, Istituto Nazionale Tumori IRCCS Fondazione G. Pascale, 80131, Naples, Italy
| | | | - Nunzio Del Gaudio
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Mariarosaria Conte
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
| | - Fabrizio Merciai
- Department of Pharmacy (DIFARMA), University of Salerno, 84084, Salerno, Italy
| | - Pietro Campiglia
- Department of Pharmacy (DIFARMA), University of Salerno, 84084, Salerno, Italy
| | - Lucia Altucci
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy
- Biogem Institute of Molecular and Genetic Biology, 83031, Ariano Irpino, Italy
- Institute of Endocrinology and Oncology "Gaetano Salvatore" (IEOS), 80131, Naples, Italy
- Program of Medical Epigenetics, Vanvitelli Hospital, Naples, Italy
| | - Vincenzo Carafa
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy.
- Biogem Institute of Molecular and Genetic Biology, 83031, Ariano Irpino, Italy.
| | - Eduardo Sommella
- Department of Pharmacy (DIFARMA), University of Salerno, 84084, Salerno, Italy.
| | - Rosaria Benedetti
- Department of Precision Medicine, University of Campania "Luigi Vanvitelli", 80138, Naples, Italy.
- Program of Medical Epigenetics, Vanvitelli Hospital, Naples, Italy.
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Ma NY, Li Q, Li XL, Zeng YJ, Huang DZ, Duan YS, Xia J, Liu BD, Rao LY, Rao J, Zhang X. Lactate Decreases Bortezomib Sensitivity and Predicts Poor Clinical Outcomes of Multiple Myeloma. Curr Med Sci 2023; 43:679-688. [PMID: 37326888 DOI: 10.1007/s11596-023-2747-0] [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] [Received: 11/29/2022] [Accepted: 03/10/2023] [Indexed: 06/17/2023]
Abstract
OBJECTIVE Metabolic disorders are regarded as hallmarks of multiple myeloma (MM) and are responsible for rapid cancer cell proliferation and tumor growth. However, the exact biological roles of metabolites in MM cells have not been fully explored. This study aimed to explore the feasibility and clinical significance of lactate for MM and investigate the molecular mechanism of lactic acid (Lac) in the proliferation of myeloma cells and cell sensitivity to bortezomib (BTZ). METHODS Metabolomic analysis of the serum was carried out to obtain metabolites expression and clinical characteristics in MM patients. The CCK8 assay and flow cytometry were used to detect cell proliferation, apoptosis, and cell cycle changes. Western blotting was used to detect the potential mechanism and apoptosis- and cycle-related protein changes. RESULTS Lactate was highly expressed in both the peripheral blood and bone marrow of MM patients. It was significantly correlated with Durie-Salmon Staging (DS Staging) and the International Staging System (ISS Staging) and the serum and urinary involved/uninvolved free light chain ratios. Patients with relatively high lactate levels had a poor treatment response. Moreover, in vitro experiments showed that Lac could promote the proliferation of tumor cells and decrease the proportion of G0/G1-phase cells, which was accompanied by an increased proportion of S-phase cells. In addition, Lac could decrease tumor sensitivity to BTZ by disrupting the expression of nuclear factor kappa B subunit 2 (NFkB2) and RelB. CONCLUSION Metabolic changes are important in MM cell proliferation and treatment response; lactate could be used as a biomarker in MM and as a therapeutic target to overcome cell resistance to BTZ.
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Affiliation(s)
- Na-Ya Ma
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Qiong Li
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Xin-Lei Li
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Yun-Jing Zeng
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - De-Zhi Huang
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Yi-Shuo Duan
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Jing Xia
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Bang-Dong Liu
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Ling-Yi Rao
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China
| | - Jun Rao
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China.
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China.
- National Clinical Research Center for Hematologic Diseases, First Affiliated Hospital of Soochow University, Soochow, 215031, China.
| | - Xi Zhang
- Medical Center of Hematology, Xinqiao Hospital, Army Medical University, Chongqing, 400037, China.
- State Key Laboratory of Trauma, Burns and Combined Injury, Army Medical University, Chongqing, 400037, China.
- National Clinical Research Center for Hematologic Diseases, First Affiliated Hospital of Soochow University, Soochow, 215031, China.
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Rossi V, Govoni M, Di Stefano G. Lactate Can Modulate the Antineoplastic Effects of Doxorubicin and Relieve the Drug's Oxidative Damage on Cardiomyocytes. Cancers (Basel) 2023; 15:3728. [PMID: 37509389 PMCID: PMC10378253 DOI: 10.3390/cancers15143728] [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: 05/24/2023] [Revised: 07/17/2023] [Accepted: 07/20/2023] [Indexed: 07/30/2023] Open
Abstract
BACKGROUND Doxorubicin (DOXO) is currently administered as the first-choice therapy for a variety of malignancies. Cancer cells exhibit enhanced glycolysis and lactate production. This metabolite affects gene expression and can play a role in chemoresistance. AIM OF THIS STUDY We investigated whether the enhanced lactate levels that characterize neoplastic tissues can modify the response of cancer cells to DOXO. METHODS After exposing cancer cells to increased lactate levels, we examined whether this metabolite could interfere with the principal mechanisms responsible for the DOXO antineoplastic effect. RESULTS Increased lactate levels did not affect DOXO-induced topoisomerase poisoning but offered protection against the oxidative damage caused by the drug. This protection was related to changes in gene expression caused by the combined action of DOXO and lactate. Oxidative damage significantly contributed to the heavy cardiotoxicity following DOXO treatment. In cultured cardiomyocytes, we confirmed that DOXO-induced DNA damage and oxidative stress can be significantly mitigated by exposing the cells to increased lactate levels. CONCLUSIONS In addition to contributing to elucidating the effects of the combined action of DOXO and lactate, our results suggest a possible method to reduce the heavy drug cardiotoxicity, a major side effect leading to therapy discontinuation.
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Affiliation(s)
- Valentina Rossi
- Department of Medical and Surgical Sciences (DIMEC), Section of General Pathology, University of Bologna, 40126 Bologna, Italy
| | - Marzia Govoni
- Department of Medical and Surgical Sciences (DIMEC), Section of General Pathology, University of Bologna, 40126 Bologna, Italy
| | - Giuseppina Di Stefano
- Department of Medical and Surgical Sciences (DIMEC), Section of General Pathology, University of Bologna, 40126 Bologna, Italy
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Tarhonska K, Janasik B, Roszak J, Kowalczyk K, Lesicka M, Reszka E, Wieczorek E, Braun M, Kolacinska-Wow A, Skokowski J, Kalinowski L, Jablonska E. Environmental exposure to cadmium in breast cancer - association with the Warburg effect and sensitivity to tamoxifen. Biomed Pharmacother 2023; 161:114435. [PMID: 36842352 DOI: 10.1016/j.biopha.2023.114435] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 02/07/2023] [Accepted: 02/20/2023] [Indexed: 02/27/2023] Open
Abstract
The association between cadmium and breast cancer remains unexplained due to inconsistent epidemiological data and unknown underlying mechanisms. This study aimed to assess the relationship between environmental exposure to cadmium and the Warburg effect in breast cancer and, thus, its possible interference with breast cancer treatment. The observational study in two groups of breast cancer patients indicated a positive correlation between urinary cadmium concentration and tumor expression of HIF1A (a master regulator of the Warburg effect). Further explanatory research in MCF-7 cells showed no impact of cadmium exposure on molecular and biochemical markers of the Warburg effect. However, long-term exposure to a low and environmentally relevant concentration of cadmium led to the accumulation of the metal in MCF-7 cells and decreased their sensitivity to tamoxifen. To conclude, the association between cadmium and the Warburg effect was suggested in the observational study, although not confirmed in vitro. Nevertheless, cadmium seems to interfere with tamoxifen treatment which deserves further investigation in terms of its possible implication in intrinsic resistance to hormone therapy.
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Affiliation(s)
- Kateryna Tarhonska
- Department of Translational Research, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland.
| | - Beata Janasik
- Department of Biological and Environmental Monitoring, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland.
| | - Joanna Roszak
- Department of Translational Research, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland.
| | - Kornelia Kowalczyk
- Department of Translational Research, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland; Proteon Pharmaceuticals S.A., 3A Tylna Street, 90-364 Lodz, Poland.
| | - Monika Lesicka
- Department of Translational Research, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland.
| | - Edyta Reszka
- Department of Translational Research, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland.
| | - Edyta Wieczorek
- Department of Translational Research, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland.
| | - Marcin Braun
- Department of Pathology, Chair of Oncology, Medical University of Lodz, 251 Pomorska Street, 92-332 Lodz, Poland.
| | - Agnieszka Kolacinska-Wow
- Department of Oncological Physiotherapy, Medical University of Lodz, 4 Paderewskiego Street, 93-513 Lodz, Poland.
| | - Jaroslaw Skokowski
- Department of Surgical Oncology, Medical University of Gdansk, 17 M. Smoluchowskiego Street, 80-952 Gdansk, Poland; Department of Medical Laboratory Diagnostics - Fahrenheit Biobank BBMRI.pl, Medical University of Gdansk, 7 Debinki Street, 80-211 Gdansk, Poland.
| | - Leszek Kalinowski
- Department of Medical Laboratory Diagnostics - Fahrenheit Biobank BBMRI.pl, Medical University of Gdansk, 7 Debinki Street, 80-211 Gdansk, Poland; BioTechMed Centre/Department of Mechanics of Materials and Structures, Gdansk University of Technology, 11/12 Narutowicza Street, 80-233 Gdansk, Poland.
| | - Ewa Jablonska
- Department of Translational Research, Nofer Institute of Occupational Medicine, 8 Sw. Teresy Street, 91-348 Lodz, Poland.
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Li J, Qiao H, Wu F, Sun S, Feng C, Li C, Yan W, Lv W, Wu H, Liu M, Chen X, Liu X, Wang W, Cai Y, Zhang Y, Zhou Z, Zhang Y, Zhang S. A novel hypoxia- and lactate metabolism-related signature to predict prognosis and immunotherapy responses for breast cancer by integrating machine learning and bioinformatic analyses. Front Immunol 2022; 13:998140. [PMID: 36275774 PMCID: PMC9585224 DOI: 10.3389/fimmu.2022.998140] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 09/23/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundBreast cancer is the most common cancer worldwide. Hypoxia and lactate metabolism are hallmarks of cancer. This study aimed to construct a novel hypoxia- and lactate metabolism-related gene signature to predict the survival, immune microenvironment, and treatment response of breast cancer patients.MethodsRNA-seq and clinical data of breast cancer from The Cancer Genome Atlas database and Gene Expression Omnibus were downloaded. Hypoxia- and lactate metabolism-related genes were collected from publicly available data sources. The differentially expressed genes were identified using the “edgeR” R package. Univariate Cox regression, random survival forest (RSF), and stepwise multivariate Cox regression analyses were performed to construct the hypoxia-lactate metabolism-related prognostic model (HLMRPM). Further analyses, including functional enrichment, ESTIMATE, CIBERSORTx, Immune Cell Abundance Identifier (ImmuCellAI), TIDE, immunophenoscore (IPS), pRRophetic, and CellMiner, were performed to analyze immune status and treatment responses.ResultsWe identified 181 differentially expressed hypoxia-lactate metabolism-related genes (HLMRGs), 24 of which were valuable prognostic genes. Using RSF and stepwise multivariate Cox regression analysis, five HLMRGs were included to establish the HLMRPM. According to the medium-risk score, patients were divided into high- and low-risk groups. Patients in the high-risk group had a worse prognosis than those in the low-risk group (P < 0.05). A nomogram was further built to predict overall survival (OS). Functional enrichment analyses showed that the low-risk group was enriched with immune-related pathways, such as antigen processing and presentation and cytokine-cytokine receptor interaction, whereas the high-risk group was enriched in mTOR and Wnt signaling pathways. CIBERSORTx and ImmuCellAI showed that the low-risk group had abundant anti-tumor immune cells, whereas in the high-risk group, immunosuppressive cells were dominant. Independent immunotherapy datasets (IMvigor210 and GSE78220), TIDE, IPS and pRRophetic analyses revealed that the low-risk group responded better to common immunotherapy and chemotherapy drugs.ConclusionsWe constructed a novel prognostic signature combining lactate metabolism and hypoxia to predict OS, immune status, and treatment response of patients with breast cancer, providing a viewpoint for individualized treatment.
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Affiliation(s)
- Jia Li
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Hao Qiao
- Department of Orthopedics, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Fei Wu
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Shiyu Sun
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Cong Feng
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Chaofan Li
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Wanjun Yan
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Wei Lv
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Huizi Wu
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Mengjie Liu
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Xi Chen
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Xuan Liu
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Weiwei Wang
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Yifan Cai
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Yu Zhang
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Zhangjian Zhou
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
- *Correspondence: Shuqun Zhang, ; Yinbin Zhang, ; Zhangjian Zhou,
| | - Yinbin Zhang
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
- *Correspondence: Shuqun Zhang, ; Yinbin Zhang, ; Zhangjian Zhou,
| | - Shuqun Zhang
- Department of Oncology, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
- *Correspondence: Shuqun Zhang, ; Yinbin Zhang, ; Zhangjian Zhou,
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