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Voutsadakis IA. Molecular alterations in claudin 18 suppressed and non-suppressed gastric adenocarcinomas to guide targeted therapies. Tissue Barriers 2024:2348852. [PMID: 38713052 DOI: 10.1080/21688370.2024.2348852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2024] [Accepted: 04/24/2024] [Indexed: 05/08/2024] Open
Abstract
BACKGROUND Gastric adenocarcinoma represents an aggressive type of cancer and an important cause of cancer mortality. Progress in gastric cancer therapeutics has resulted from a better understanding of the molecular pathogenesis of the disease and introduction of targeted therapies, but most gastric cancer patients still rely on non-targeted chemotherapy as the mainstay of treatment for advanced disease. METHODS An analysis of publicly available series from The Cancer Genome Atlas (TCGA) gastric cancer cohort was undertaken to delineate the clinical and genomic landscape of gastric cancers with suppressed expression of claudin 18 compared with cancers with non-suppressed claudin 18. Claudin 18 suppressed cancers were defined as having an mRNA expression z-score relative to normal samples (log RNA Seq V2) of less than -1. Claudin 18 non-suppressed cancers were defined as having an mRNA expression z-score relative to normal samples (log RNA Seq V2) above 0.5. RESULTS Gastric cancers with claudin 18 mRNA suppression represented 7.7% of the gastric adenocarcinomas of TCGA cohort, while non-suppressed cancers represented 46.6% of the cases. The two groups did not differ in clinical and genomic characteristics, such as mean age, histology, grade, and stage. The mutation landscape of claudin 18 suppressed cases included high mutation rates of TP53, of genes of the WNT/β-catenin pathway and of ubiquitin ligase FBXW7. Moreover, a subset of both claudin 18 suppressed and non-suppressed cancers displayed mutations in Mismatch Repair (MMR) associated genes or a high tumor mutation burden (TMB). At the mRNA expression level, claudin 18 suppressed gastric cancers showed up-regulation of EMT core transcription factor Snail 2 and down-regulation of genes of HLA cluster. The survival of gastric cancer patients with claudin 18 mRNA suppression was not significantly different compared with patients with non-suppressed claudin 18. CONCLUSION Sub-sets of gastric cancers with claudin 18 mRNA suppression displayed characteristics of potential therapeutic interest, such as mutations in WNT and PI3K pathways and MMR defects. These may guide the development of alternative targeted therapies, in this sub-set of gastric cancers which are not candidates for claudin 18 targeting therapies.
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Affiliation(s)
- Ioannis A Voutsadakis
- Algoma District Cancer Program, Sault Area Hospital, Sault Ste Marie, Ontario, Canada
- Division of Clinical Sciences, Section of Internal Medicine, Northern Ontario School of Medicine, Sudbury, ON, Canada
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2
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Londero M, Gallo A, Cattaneo C, Ghilardi A, Ronzio M, Del Giacco L, Mantovani R, Dolfini D. NF-YAl drives EMT in Claudin low tumours. Cell Death Dis 2023; 14:65. [PMID: 36707502 PMCID: PMC9883497 DOI: 10.1038/s41419-023-05591-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 01/11/2023] [Accepted: 01/13/2023] [Indexed: 01/29/2023]
Abstract
NF-Y is a trimeric transcription factor whose binding site -the CCAAT box- is enriched in cancer-promoting genes. The regulatory subunit, the sequence-specificity conferring NF-YA, comes in two major isoforms, NF-YA long (NF-YAl) and short (NF-YAs). Extensive expression analysis in epithelial cancers determined two features: widespread overexpression and changes in NF-YAl/NF-YAs ratios (NF-YAr) in tumours with EMT features. We performed wet and in silico experiments to explore the role of the isoforms in breast -BRCA- and gastric -STAD- cancers. We generated clones of two Claudinlow BRCA lines SUM159PT and BT549 ablated of exon-3, thus shifting expression from NF-YAl to NF-YAs. Edited clones show normal growth but reduced migratory capacities in vitro and ability to metastatize in vivo. Using TCGA, including upon deconvolution of scRNA-seq data, we formalize the clinical importance of high NF-YAr, associated to EMT genes and cell populations. We derive a novel, prognostic 158 genes signature common to BRCA and STAD Claudinlow tumours. Finally, we identify splicing factors associated to high NF-YAr, validating RBFOX2 as promoting expression of NF-YAl. These data bring three relevant results: (i) the definition and clinical implications of NF-YAr and the 158 genes signature in Claudinlow tumours; (ii) genetic evidence of 28 amino acids in NF-YAl with EMT-promoting capacity; (iii) the definition of selected splicing factors associated to NF-YA isoforms.
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Affiliation(s)
- Michela Londero
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy
| | - Alberto Gallo
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy
| | - Camilla Cattaneo
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy
| | - Anna Ghilardi
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy
| | - Mirko Ronzio
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy
| | - Luca Del Giacco
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy
| | - Roberto Mantovani
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy
| | - Diletta Dolfini
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milano, Italy.
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3
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Abstract
The novel molecular subtype of breast cancer (BC), named "claudin-low", was described in 2007. It was characterized by the consistently low expression of genes involved in the formation of epithelial tight junctions in combination with the high activation of genes associated with the epithelial-to-mesenchymal transition, as well as tumor stem cell markers. The similar claudin- low subtype was later identified at the transcriptional level in bladder cancer, gastric cancer, and serous ovarian cancer. However, only in relation to BC, attempts were made to create a surrogate panel for immunohistochemical identification of this subtype in a manner like the intrinsic molecular BC subtypes identified using three main markers, such as ER, PR, and HER-2. At the same time, the ambiguity in the expression of claudins among the subtypes of BC, which is defined by various authors at the immunohistochemical level, as well as the absence of both the confirmed set of immunohistochemical criteria and a unified approach to their assessment, complicate these efforts. The purpose of the review is to show that the immunohistochemical identification of claudin-low subtype of BC is a separate problem that has significant limitations, needs standardization and has not yet reached diagnostic value.
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Affiliation(s)
- O P Popova
- A.I. Evdokimov Moscow State University of Medicine and Dentistry of the Ministry of Health of Russia, Moscow, Russia
- Treatment and Rehabilitation Center of the Ministry of Health of Russia, Moscow, Russia
| | - A V Kuznetsova
- A.I. Evdokimov Moscow State University of Medicine and Dentistry of the Ministry of Health of Russia, Moscow, Russia
- N.K. Koltsov Institute of Developmental Biology of the Russian Academy of Sciences, Moscow, Russia
| | - S Yu Bogomazova
- Treatment and Rehabilitation Center of the Ministry of Health of Russia, Moscow, Russia
| | - A A Ivanov
- A.I. Evdokimov Moscow State University of Medicine and Dentistry of the Ministry of Health of Russia, Moscow, Russia
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4
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Gallo A, Ronzio M, Bezzecchi E, Mantovani R, Dolfini D. NF-Y subunits overexpression in gastric adenocarcinomas (STAD). Sci Rep 2021; 11:23764. [PMID: 34887475 PMCID: PMC8660849 DOI: 10.1038/s41598-021-03027-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Accepted: 11/22/2021] [Indexed: 12/12/2022] Open
Abstract
NF-Y is a pioneer transcription factor-TF-formed by the Histone-like NF-YB/NF-YC subunits and the regulatory NF-YA. It binds to the CCAAT box, an element enriched in promoters of genes overexpressed in many types of cancer. NF-YA is present in two major isoforms-NF-YAs and NF-YAl-due to alternative splicing, overexpressed in epithelial tumors. Here we analyzed NF-Y expression in stomach adenocarcinomas (STAD). We completed the partitioning of all TCGA tumor samples (450) according to molecular subtypes proposed by TCGA and ACRG, using the deep learning tool DeepCC. We analyzed differentially expressed genes-DEG-for enriched pathways and TFs binding sites in promoters. CCAAT is the predominant element only in the core group of genes upregulated in all subtypes, with cell-cycle gene signatures. NF-Y subunits are overexpressed, particularly NF-YA. NF-YAs is predominant in CIN, MSI and EBV TCGA subtypes, NF-YAl is higher in GS and in the ACRG EMT subtypes. Moreover, NF-YAlhigh tumors correlate with a discrete Claudinlow cohort. Elevated NF-YB levels are protective in MSS;TP53+ patients, whereas high NF-YAl/NF-YAs ratios correlate with worse prognosis. We conclude that NF-Y isoforms are associated to clinically relevant features of gastric cancer.
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Affiliation(s)
- Alberto Gallo
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milan, Italy
| | - Mirko Ronzio
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milan, Italy
| | - Eugenia Bezzecchi
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milan, Italy
| | - Roberto Mantovani
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milan, Italy
| | - Diletta Dolfini
- Dipartimento di Bioscienze, Università degli Studi di Milano, Via Celoria 26, 20133, Milan, Italy.
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Popova OP, Kuznetsova AV, Bogomazova SY, Ivanov AA. Claudins as biomarkers of differential diagnosis and prognosis of tumors. J Cancer Res Clin Oncol 2021; 147:2803-2817. [PMID: 34241653 DOI: 10.1007/s00432-021-03725-0] [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: 02/09/2021] [Accepted: 06/30/2021] [Indexed: 12/30/2022]
Abstract
Claudins are a superfamily of transmembrane proteins, the optimal expression and localization of which are important for the normal physiological function of the epithelium and any imbalance may have pathological consequences. Not only insufficient but also excessive production of claudins in cancer cells, as well as their aberrant localization, equally manifest the formation of a malignant phenotype. Many works are distinguished by contradictory data, which demonstrate the action of the same claudins both in the role of tumor-growth suppressors and promoters in the same cancers. The most important possible causes of significant discrepancies in the results of the works are a considerable variability of sampling and the absence of a consistent approach both to the assessment of the immune reactivity of claudins and to the differential analysis of their subcellular localization. Combined, these drawbacks hinder the histological assessment of the link between claudins and tumor progression. In particular, ambiguous expression of claudins in breast cancer subtypes, revealed by various authors in immunohistochemical analysis, not only fails to facilitate the identification of the claudin-low molecular subtype but rather complicates these efforts. Research into the role of claudins in carcinogenesis has undoubtedly confirmed the potential value of this class of proteins as significant biomarkers in some cancer types; however, the immunohistochemical approach to the assessment of claudins still has limitations, needs standardization, and, to date, has not reached a diagnostic or a prognostic value.
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Affiliation(s)
- Olga P Popova
- A.I. Evdokimov Moscow State University of Medicine and Dentistry, Ministry of Health of the Russian Federation, 20, Bld 1, Delegatskaya Street, Moscow, 127473, Russia
| | - Alla V Kuznetsova
- A.I. Evdokimov Moscow State University of Medicine and Dentistry, Ministry of Health of the Russian Federation, 20, Bld 1, Delegatskaya Street, Moscow, 127473, Russia.,Koltzov Institute of Developmental Biology, Russian Academy of Sciences, 26 Vavilov Street, Moscow, 119334, Russia
| | - Svetlana Yu Bogomazova
- Department of Pathology, National Medical Research Treatment and Rehabilitation Centre, Ministry of Health of the Russian Federation, Ivankovskoe shosse, 3, Moscow, 125367, Russia
| | - Alexey A Ivanov
- A.I. Evdokimov Moscow State University of Medicine and Dentistry, Ministry of Health of the Russian Federation, 20, Bld 1, Delegatskaya Street, Moscow, 127473, Russia.
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Romani C, Capoferri D, Grillo E, Silvestri M, Corsini M, Zanotti L, Todeschini P, Ravaggi A, Bignotti E, Odicino F, Sartori E, Calza S, Mitola S. The Claudin-Low Subtype of High-Grade Serous Ovarian Carcinoma Exhibits Stem Cell Features. Cancers (Basel) 2021; 13:906. [PMID: 33671478 PMCID: PMC7926503 DOI: 10.3390/cancers13040906] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 02/16/2021] [Accepted: 02/17/2021] [Indexed: 01/06/2023] Open
Abstract
Claudin-low cancer (CL) represents a rare and biologically aggressive variant of epithelial tumor. Here, we identified a claudin-low molecular profile of ovarian high-grade serous carcinoma (HGSOC), which exhibits the main characteristics of the homonym breast cancer subtype, including low epithelial differentiation and high mesenchymal signature. Hierarchical clustering and a centroid based algorithm applied to cell line collection expression dataset labeled 6 HGSOC cell lines as CL. These have a high energy metabolism and are enriched in CD44+/CD24- mesenchymal stem-like cells expressing low levels of cell-cell adhesion molecules (claudins and E-Cadherin) and high levels of epithelial-to-mesenchymal transition (EMT) induction transcription factors (Zeb1, Snai2, Twist1 and Twist2). Accordingly, the centroid base algorithm applied to large retrospective collections of primary HGSOC samples reveals a tumor subgroup with transcriptional features consistent with the CL profile, and reaffirms EMT as the dominant biological pathway functioning in CL-HGSOC. HGSOC patients carrying CL profiles have a worse overall survival when compared to others, likely to be attributed to its undifferentiated/stem component. These observations highlight the lack of a molecular diagnostic in the management of HGSOC and suggest a potential prognostic utility of this molecular subtyping.
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Affiliation(s)
- Chiara Romani
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (D.C.); (L.Z.); (P.T.); (A.R.); (E.B.)
| | - Davide Capoferri
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (D.C.); (L.Z.); (P.T.); (A.R.); (E.B.)
| | - Elisabetta Grillo
- Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy; (E.G.); (M.S.); (M.C.)
| | - Marco Silvestri
- Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy; (E.G.); (M.S.); (M.C.)
- Biomarkers Unit, Department of Applied Research and Technological Development, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, 20133 Milano, Italy
| | - Michela Corsini
- Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy; (E.G.); (M.S.); (M.C.)
| | - Laura Zanotti
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (D.C.); (L.Z.); (P.T.); (A.R.); (E.B.)
| | - Paola Todeschini
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (D.C.); (L.Z.); (P.T.); (A.R.); (E.B.)
| | - Antonella Ravaggi
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (D.C.); (L.Z.); (P.T.); (A.R.); (E.B.)
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (F.O.); (E.S.)
- Department of Clinical and Experimental Sciences, Division of Obstetrics and Gynecology University of Brescia, 25123 Brescia, Italy
| | - Eliana Bignotti
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (D.C.); (L.Z.); (P.T.); (A.R.); (E.B.)
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (F.O.); (E.S.)
| | - Franco Odicino
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (F.O.); (E.S.)
- Department of Clinical and Experimental Sciences, Division of Obstetrics and Gynecology University of Brescia, 25123 Brescia, Italy
| | - Enrico Sartori
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (F.O.); (E.S.)
- Department of Clinical and Experimental Sciences, Division of Obstetrics and Gynecology University of Brescia, 25123 Brescia, Italy
| | - Stefano Calza
- Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy; (E.G.); (M.S.); (M.C.)
- BDbiomed, Big & Open Data Innovation Laboratory, University of Brescia, 25123 Brescia, Italy
| | - Stefania Mitola
- Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy; (E.G.); (M.S.); (M.C.)
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7
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Romani C, Zizioli V, Silvestri M, Ardighieri L, Bugatti M, Corsini M, Todeschini P, Marchini S, D'Incalci M, Zanotti L, Ravaggi A, Facchetti F, Gambino A, Odicino F, Sartori E, Santin AD, Mitola S, Bignotti E, Calza S. Low Expression of Claudin-7 as Potential Predictor of Distant Metastases in High-Grade Serous Ovarian Carcinoma Patients. Front Oncol 2020; 10:1287. [PMID: 32850397 PMCID: PMC7417514 DOI: 10.3389/fonc.2020.01287] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Accepted: 06/22/2020] [Indexed: 12/15/2022] Open
Abstract
High-grade serous ovarian carcinoma (HGSOC) usually spreads directly into the peritoneal cavity following a transcoelomic dissemination route, although distant hematogenous metastasis exist and have been reported. However, no tumor markers can currently predict the risk of distant metastases in HGSOC. Claudins, belonging to tight-junction proteins, are dysregulated in HGSOC and functionally related to cancer progression. Here we analyzed claudin-3, -4, and -7 expression as potential markers of distant metastases. Using quantitative RT-PCR and immunohistochemistry we assessed the expression of claudins in primary HGSOC tissues, normal ovarian, and normal fallopian tube epithelia and correlated it with clinicopathological features, including the site of metastasis and the route of dissemination. Gene set enrichment analysis was performed on microarray-generated gene expression data to investigate key pathways in patients with distant metastases. We found the overall expression level of claudin-3, -4, and -7 mRNA decreased in HGSOC compared to normal tubal epithelium, currently considered the potential site of origin of many HGSOC. The reduced expression of claudin-7 is significantly associated with the development of distant metastases (p = 0.016), mainly by hematogenous route (p = 0.025). In patients with diminished expression of claudin-7, immunohistochemical staining revealed a heterogeneous pattern of membranous staining with discontinuous expression of claudin-7 along the cell border, indicative of a dischoesive architecture. The estimated reduction in the probability of distant disease is of 39% per unit increase in the level of claudin-7 (p = 0.03). Genes involved in epithelial to mesenchymal transition, hypoxia, and angiogenesis processes resulted strongly associated to hematogenous recurrence. Our data suggest a potential role of claudin-7 in discriminating distant metastatic events in HGSOC patients. The quantification of its expression levels could be a useful tool to identify patient deserving a personalized follow-up in terms of clinical and radiological assessment.
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Affiliation(s)
- Chiara Romani
- Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
- Division of Obstetrics and Gynecology, ‘Angelo Nocivelli’ Institute of Molecular Medicine, University of Brescia and ASST-Spedali Civili of Brescia, Brescia, Italy
| | - Valentina Zizioli
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
| | - Marco Silvestri
- Biomarkers Unit, Department of Applied Research and Technological Development, Fondazione IRCCS Istituto Nazionale dei Tumori di Milano, Milan, Italy
- Unit of Biostatistics and Bioinformatics, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Laura Ardighieri
- Department of Pathology, ASST Spedali Civili of Brescia, Brescia, Italy
| | - Mattia Bugatti
- Department of Pathology, ASST Spedali Civili of Brescia, Brescia, Italy
| | - Michela Corsini
- Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Paola Todeschini
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
| | - Sergio Marchini
- Department of Oncology, IRCCS, “Mario Negri” Institute for Pharmacological Research, Milan, Italy
| | - Maurizio D'Incalci
- Department of Oncology, IRCCS, “Mario Negri” Institute for Pharmacological Research, Milan, Italy
| | - Laura Zanotti
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
| | - Antonella Ravaggi
- Division of Obstetrics and Gynecology, ‘Angelo Nocivelli’ Institute of Molecular Medicine, University of Brescia and ASST-Spedali Civili of Brescia, Brescia, Italy
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
- Division of Obstetrics and Gynecology, Department of Clinical and Experimental Sciences University of Brescia, Brescia, Italy
| | - Fabio Facchetti
- Department of Pathology, ASST Spedali Civili of Brescia, Brescia, Italy
| | - Angela Gambino
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
- Division of Obstetrics and Gynecology, Department of Clinical and Experimental Sciences University of Brescia, Brescia, Italy
| | - Franco Odicino
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
- Division of Obstetrics and Gynecology, Department of Clinical and Experimental Sciences University of Brescia, Brescia, Italy
| | - Enrico Sartori
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
- Division of Obstetrics and Gynecology, Department of Clinical and Experimental Sciences University of Brescia, Brescia, Italy
| | - Alessandro Davide Santin
- Department of Obstetrics, Gynecology and Reproductive Sciences, Yale University School of Medicine, New Haven, CT, United States
| | - Stefania Mitola
- Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Eliana Bignotti
- Division of Obstetrics and Gynecology, ‘Angelo Nocivelli’ Institute of Molecular Medicine, University of Brescia and ASST-Spedali Civili of Brescia, Brescia, Italy
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, Brescia, Italy
| | - Stefano Calza
- Unit of Biostatistics and Bioinformatics, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
- Big & Open Data Innovation Laboratory, University of Brescia, Brescia, Italy
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