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Xu JX, Ma LJ, Tu LY, Tang QS, Wu B, Jiang LH. The Effect of Cuproptosis-Related Proteins on Macrophage Polarization in Mesothelioma is Revealed by scRNA-seq. Biol Trace Elem Res 2025; 203:1898-1908. [PMID: 39177724 PMCID: PMC11920352 DOI: 10.1007/s12011-024-04333-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 07/30/2024] [Indexed: 08/24/2024]
Abstract
High invasiveness mesothelioma is a malignant tumor of the peritoneum or pleura. The effect of cuproptosis on mesothelioma (MESO) is still unknown, though. The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) datasets were used to identify differential genes linked to cuproptosis in mesothelioma. Multigene features were then created to assess the course of the disease. Use single-cell data and in vitro validation to uncover crucial gene regulation mechanisms. In MESO, we found nine differentially expressed genes linked to cuproptosis. Using univariate Cox and LASSO regression techniques, a 3-gene feature (P < 0.05) was created, showing a good predictive potential for survival time. According to the risk score, patients in the low-risk subset had a considerably greater survival rate than those in the high-risk subset (P = 0). The similar survival pattern and prediction performance are also seen in the validation queue. The findings of the drug sensitivity research indicate that in high-risk patients, vinblastine, paclitaxel, gefitinib, and erlotinib are sensitive medications (P < 0.05). Classical monocytes were identified as core cells connected to cuproptosis by the CellChat results. SLC31A1 is implicated in the positive regulation of M2 macrophage polarization, according to cell subtype analysis and in vitro confirmation. Genes linked to cuproptosis have a major influence on tumor immunity and can predict how MESO will progress.
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Affiliation(s)
- Jia-Xin Xu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Chenggong District, Kunming, 400042, China
- Department of General Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, China
| | - Li-Jing Ma
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Chenggong District, Kunming, 400042, China
| | - Li-Ying Tu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Chenggong District, Kunming, 400042, China
| | - Qi-Sheng Tang
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Chenggong District, Kunming, 400042, China
| | - Bian Wu
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Chenggong District, Kunming, 400042, China.
- Department of General Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, China.
| | - Li-Hong Jiang
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Chenggong District, Kunming, 400042, China.
- Department of General Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, China.
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Bertuccio FR, Agustoni F, Galli G, Bortolotto C, Saddi J, Baietto G, Baio N, Montini S, Putignano P, D’Ambrosio G, Corsico AG, Pedrazzoli P, Stella GM. Pleural Mesothelioma: Treatable Traits of a Heterogeneous Disease. Cancers (Basel) 2023; 15:5731. [PMID: 38136277 PMCID: PMC10741585 DOI: 10.3390/cancers15245731] [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: 11/02/2023] [Revised: 11/23/2023] [Accepted: 12/02/2023] [Indexed: 12/24/2023] Open
Abstract
Pleural mesothelioma is an aggressive disease with diffuse nature, low median survival, and prolonged latency presenting difficulty in prognosis, diagnosis, and treatment. Here, we review all these aspects to underline the progress being made in its investigation and to emphasize how much work remains to be carried out to improve prognosis and treatment.
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Affiliation(s)
- Francesco Rocco Bertuccio
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Cardiothoracic and Vascular Department, Unit of Respiratory Diseases, IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Francesco Agustoni
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Department of Medical Oncology, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Giulia Galli
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Department of Medical Oncology, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Chandra Bortolotto
- Diagnostic Imaging and Radiotherapy Unit, Department of Clinical, Surgical, Diagnostic, and Pediatric Sciences, University of Pavia, 27100 Pavia, Italy;
- Radiology Institute, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Jessica Saddi
- Department of Oncology, Clinical-Surgical, Unit of Radiation Therapy, IRCCS Policlinico San Matteo Foundation, 27100 Pavia, Italy;
- Department of Radiation Oncology, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Guido Baietto
- Cardiothoracic and Vascular Department, Unit of Thoracic Surgery, IRCCS Policlinico San Matteo, 27100 Pavia, Italy;
| | - Nicola Baio
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Cardiothoracic and Vascular Department, Unit of Respiratory Diseases, IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Simone Montini
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Cardiothoracic and Vascular Department, Unit of Respiratory Diseases, IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Paola Putignano
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Cardiothoracic and Vascular Department, Unit of Respiratory Diseases, IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Gioacchino D’Ambrosio
- Pathology Unit, Department of Diagnostical Services and Imaging, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy;
| | - Angelo G. Corsico
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Cardiothoracic and Vascular Department, Unit of Respiratory Diseases, IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Paolo Pedrazzoli
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Department of Medical Oncology, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Giulia Maria Stella
- Department of Internal Medicine and Medical Therapeutics, University of Pavia Medical School, 27100 Pavia, Italy; (F.R.B.); (F.A.); (G.G.); (N.B.); (S.M.); (P.P.); (A.G.C.); (P.P.)
- Cardiothoracic and Vascular Department, Unit of Respiratory Diseases, IRCCS Policlinico San Matteo, 27100 Pavia, Italy
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Torricelli F, Donati B, Reggiani F, Manicardi V, Piana S, Valli R, Lococo F, Ciarrocchi A. Spatially resolved, high-dimensional transcriptomics sorts out the evolution of biphasic malignant pleural mesothelioma: new paradigms for immunotherapy. Mol Cancer 2023; 22:114. [PMID: 37460925 PMCID: PMC10351128 DOI: 10.1186/s12943-023-01816-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 06/27/2023] [Indexed: 07/20/2023] Open
Abstract
BACKGROUND Malignant Pleural Mesothelioma (MPM) is a dreadful disease escaping the classical genetic model of cancer evolution and characterized by wide heterogeneity and transcriptional plasticity. Clinical evolution of MPM is marked by a progressive transdifferentiation that converts well differentiated epithelioid (E) cells into undifferentiated and pleomorphic sarcomatoid (S) phenotypes. Catching the way this transition takes place is necessary to understand how MPM develops and progresses and it is mandatory to improve patients' management and life expectancy. Bulk transcriptomic approaches, while providing a significant overview, failed to resolve the timing of this evolution and to identify the hierarchy of molecular events through which this transition takes place. METHODS We applied a spatially resolved, high-dimensional transcriptomic approach to study MPM morphological evolution. 139 regions across 8 biphasic MPMs (B-MPMs) were profiled using the GeoMx™Digital Spatial Profiler to reconstruct the positional context of transcriptional activities and the spatial topology of MPM cells interactions. Validation was conducted on an independent large cohort of 84 MPMs by targeted digital barcoding analysis. RESULTS Our results demonstrated the existence of a complex circular ecosystem in which, within a strong asbestos-driven inflammatory environment, MPM and immune cells affect each other to support S-transdifferentiation. We also showed that TGFB1 polarized M2-Tumor Associated Macrophages foster immune evasion and that TGFB1 expression correlates with reduced survival probability. CONCLUSIONS Besides providing crucial insights into the multidimensional interactions governing MPM clinical evolution, these results open new perspectives to improve the use of immunotherapy in this disease.
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Affiliation(s)
- F Torricelli
- Laboratory of Translational Research, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, 42123, Italy
| | - B Donati
- Laboratory of Translational Research, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, 42123, Italy
| | - F Reggiani
- Laboratory of Translational Research, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, 42123, Italy
| | - V Manicardi
- Laboratory of Translational Research, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, 42123, Italy
| | - S Piana
- Pathology Unit, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, 42123, Italy
| | - R Valli
- Pathology Unit, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, 42123, Italy
| | - F Lococo
- Thoracic Surgery Unit, IRCCS-Fondazione Policlinico Gemelli, Roma, Italia
- Catholic University of the Sacred Heart, Roma, Italia
| | - Alessia Ciarrocchi
- Laboratory of Translational Research, Azienda Unità Sanitaria Locale-IRCCS di Reggio Emilia, Reggio Emilia, 42123, Italy.
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Perrino M, De Vincenzo F, Cordua N, Borea F, Aliprandi M, Santoro A, Zucali PA. Immunotherapy with immune checkpoint inhibitors and predictive biomarkers in malignant mesothelioma: Work still in progress. Front Immunol 2023; 14:1121557. [PMID: 36776840 PMCID: PMC9911663 DOI: 10.3389/fimmu.2023.1121557] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Accepted: 01/16/2023] [Indexed: 01/28/2023] Open
Abstract
Malignant mesothelioma (MM) is a rare and aggressive neoplasm, usually associated with a poor prognosis (5 years survival rate <10%). For unresectable disease, platinum and pemetrexed chemotherapy has been the only standard of care in first line for more than two decades, while no standard treatments have been approved in subsequent lines. Recently, immunotherapy has revolutionized the therapeutic landscape of MM. In fact, the combination of ipilimumab plus nivolumab has been approved in first line setting. Moreover, immune checkpoint inhibitors (ICIs) showed promising results also in second-third line setting after platinum-based chemotherapy. Unfortunately, approximately 20% of patients are primary refractory to ICIs and there is an urgent need for reliable biomarkers to improve patient's selection. Several biological and molecular features have been studied for this goal. In particular, histological subtype (recognized as prognostic factor for MM and predictive factor for chemotherapy response), programmed death ligand 1 (PD-L1) expression, and tumor mutational burden (widely hypothesized as predictive biomarkers for ICIs in several solid tumors) have been evaluated, but with unconclusive results. On the other hand, the deep analysis of tumor infiltrating microenvironment and the improvement in genomic profiling techniques has led to a better knowledge of several mechanisms underlying the MM biology and a greater or poorer immune activation. Consequentially, several potential biomarkers predictive of response to immunotherapy in patients with MM have been identified, also if all these elements need to be further investigated and prospectively validated. In this paper, the main evidences about clinical efficacy of ICIs in MM and the literature data about the most promising predictive biomarkers to immunotherapy are reviewed.
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Affiliation(s)
- Matteo Perrino
- Department of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy
| | - Fabio De Vincenzo
- Department of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy
| | - Nadia Cordua
- Department of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy
| | - Federica Borea
- Department of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy,Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Marta Aliprandi
- Department of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy,Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Armando Santoro
- Department of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy,Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - Paolo Andrea Zucali
- Department of Oncology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) Humanitas Research Hospital, Milan, Italy,Department of Biomedical Sciences, Humanitas University, Milan, Italy,*Correspondence: Paolo Andrea Zucali,
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