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Wang R, Gunesli GN, Skingen VE, Valen KAF, Lyng H, Young LS, Rajpoot N. Deep learning for predicting prognostic consensus molecular subtypes in cervical cancer from histology images. NPJ Precis Oncol 2025; 9:11. [PMID: 39799271 PMCID: PMC11724963 DOI: 10.1038/s41698-024-00778-5] [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: 08/10/2024] [Accepted: 12/05/2024] [Indexed: 01/15/2025] Open
Abstract
Cervical cancer remains the fourth most common cancer among women worldwide. This study proposes an end-to-end deep learning framework to predict consensus molecular subtypes (CMS) in HPV-positive cervical squamous cell carcinoma (CSCC) from H&E-stained histology slides. Analysing three CSCC cohorts (n = 545), we show our Digital-CMS scores significantly stratify patients by both disease-specific (TCGA p = 0.0022, Oslo p = 0.0495) and disease-free (TCGA p = 0.0495, Oslo p = 0.0282) survival. In addition, our extensive tumour microenvironment analysis reveals differences between the two CMS subtypes, with CMS-C1 tumours exhibit increased lymphocyte presence, while CMS-C2 tumours show high nuclear pleomorphism, elevated neutrophil-to-lymphocyte ratio, and higher malignancy, correlating with poor prognosis. This study introduces a potentially clinically advantageous Digital-CMS score derived from digitised WSIs of routine H&E-stained tissue sections, offers new insights into TME differences impacting patient prognosis and potential therapeutic targets, and identifies histological patterns serving as potential surrogate markers of the CMS subtypes for clinical application.
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Affiliation(s)
- Ruoyu Wang
- Tissue Image Analytics Centre, Department of Computer Science, University of Warwick, Coventry, United Kingdom
| | - Gozde N Gunesli
- Tissue Image Analytics Centre, Department of Computer Science, University of Warwick, Coventry, United Kingdom
| | - Vilde Eide Skingen
- Department of Radiation Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Kari-Anne Frikstad Valen
- Department of Radiation Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Heidi Lyng
- Department of Radiation Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- Department of Physics, University of Oslo, Oslo, Norway
| | - Lawrence S Young
- Division of Biomedical Sciences, Warwick Medical School, University of Warwick, Coventry, United Kingdom
| | - Nasir Rajpoot
- Tissue Image Analytics Centre, Department of Computer Science, University of Warwick, Coventry, United Kingdom.
- Histofy Ltd, Coventry, United Kingdom.
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2
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Mager LF, Krause T, McCoy KD. Interaction of microbiota, mucosal malignancies, and immunotherapy-Mechanistic insights. Mucosal Immunol 2024; 17:402-415. [PMID: 38521413 DOI: 10.1016/j.mucimm.2024.03.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Revised: 03/09/2024] [Accepted: 03/17/2024] [Indexed: 03/25/2024]
Abstract
The microbiome has emerged as a crucial modulator of host-immune interactions and clearly impacts tumor development and therapy efficacy. The microbiome is a double-edged sword in cancer development and therapy as both pro-tumorigenic and anti-tumorigenic bacterial taxa have been identified. The staggering number of association-based studies in various tumor types has led to an enormous amount of data that makes it difficult to identify bacteria that promote tumor development or modulate therapy efficacy from bystander bacteria. Here we aim to comprehensively summarize the current knowledge of microbiome-host immunity interactions and cancer therapy in various mucosal tissues to find commonalities and thus identify potential functionally relevant bacterial taxa. Moreover, we also review recent studies identifying specific bacteria and mechanisms through which the microbiome modulates cancer development and therapy efficacy.
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Affiliation(s)
- Lukas F Mager
- Department of Physiology and Pharmacology, Snyder Institute for Chronic Diseases, Cumming School of Medicine, University of Calgary, Calgary, Canada; Department of Internal Medicine I, Faculty of Medicine, University of Tübingen, Germany; M3 Research Center for Malignom, Metabolome and Microbiome, Faculty of Medicine University Tübingen, Germany
| | - Tim Krause
- Department of Internal Medicine I, Faculty of Medicine, University of Tübingen, Germany; M3 Research Center for Malignom, Metabolome and Microbiome, Faculty of Medicine University Tübingen, Germany
| | - Kathy D McCoy
- Department of Physiology and Pharmacology, Snyder Institute for Chronic Diseases, Cumming School of Medicine, University of Calgary, Calgary, Canada.
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3
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Zhao M, Gao Z, Gu X, Yang X, Wang S, Fu J. Predictive significance of lymphocyte level and neutrophil-to-lymphocyte ratio values during radiotherapy in cervical cancer treatment. Cancer Med 2023; 12:15820-15830. [PMID: 37325889 PMCID: PMC10469726 DOI: 10.1002/cam4.6221] [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: 04/11/2023] [Revised: 05/25/2023] [Accepted: 06/01/2023] [Indexed: 06/17/2023] Open
Abstract
OBJECTIVE The objective of this research was to analyze the prognostic significance of the minimum count of lymphocytes (LY) and the corresponding ratio of neutrophil-to-lymphocyte (NLR) in cervical cancer (CC) patients receiving radiotherapy. METHODS We retrospectively collected data from 202 CC patients who received concurrent chemoradiotherapy or radiotherapy alone at our hospital. Statistical methods including the Kaplan-Meier method, log-rank test and the Cox proportional hazards model were included to examine survival differences and identify independent factors that may affect overall survival (OS) and progression-free survival (PFS). RESULTS The research enrolled a total of 202 patients. Patients with higher LY levels and lower NLR values during radiotherapy had significantly better survival prognosis than those with lower LY levels and higher NLR values. Multivariate COX regression analysis revealed that FIGO stage I, pathological types of SqCC, absence of lymph node metastasis, concurrent chemoradiotherapy, higher LY levels during radiotherapy, and lower NLR values before radiotherapy were independently associated with poorer PFS. Similarly, FIGO stage I, absence of lymph node metastasis and lower NLR values during and before radiotherapy were independently linked with poorer OS. CONCLUSION Minimum LY value and its corresponding NLR during radiotherapy serve as prognostic factors for CC.
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Affiliation(s)
- Mengli Zhao
- Department of Radiation OncologyShanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of MedicineShanghaiChina
| | - Zhongrong Gao
- Department of Radiation OncologyShanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of MedicineShanghaiChina
| | - Xiaowei Gu
- Department of Radiation OncologyJiangyin Hospital Affiliated to Nantong UniversityJiangyinChina
| | - Xiaojing Yang
- Department of Radiation OncologyShanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of MedicineShanghaiChina
| | - Shanshan Wang
- Department of Radiation OncologyShanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of MedicineShanghaiChina
| | - Jie Fu
- Department of Radiation OncologyShanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of MedicineShanghaiChina
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Rimini M, Franco P, Bertolini F, Berardino DB, Giulia ZM, Stefano V, Andrikou K, Arcadipane F, Napolitano M, Buno LV, Alessandra GM, Olivero F, Ferreri F, Ricardi U, Cascinu S, Casadei-Gardini A. The Prognostic Role of Baseline Eosinophils in HPV-Related Cancers: a Multi-institutional Analysis of Anal SCC and OPC Patients Treated with Radical CT-RT. J Gastrointest Cancer 2023; 54:662-671. [PMID: 35915202 PMCID: PMC9342937 DOI: 10.1007/s12029-022-00850-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/02/2022] [Indexed: 11/04/2022]
Abstract
BACKGROUND AND AIM Anal squamous cell carcinoma (SCC) and oropharyngeal cancer (OPC) are rare tumors associated with HPV infection. Bioumoral predictors of response to chemoradiation (CT-RT) are lacking in these settings. With the aim to find new biomarkers, we investigated the role of eosinophils in both HPV-positive anal SCC and HPV-related oropharyngeal cancer (OPC). METHODS We retrieved clinical and laboratory data of patients with HPV-positive anal SCC treated with CT-RT in 5 institutions, and patients with locally advanced OPC SCC treated with CT-RT in 2 institutions. We examined the association between baseline eosinophil count (the best cutoff has been evaluated by ROC curve analysis: 100 × 10^9/L) and disease-free survival (DFS). Unadjusted and adjusted hazard ratios by baseline characteristics were calculated using the Cox proportional hazards model. RESULTS Three hundred four patients with HPV-positive anal SCCs and 168 patients with OPCs (122 HPV-positive, 46 HPV-negative diseases) were analyzed. In anal SCC, low eosinophil count (< 100 × 10^9/L) correlates to a better DFS (HR = 0.59; p = 0.0392); likewise, in HPV-positive OPC, low eosinophil count correlates to a better DFS (HR = 0.50; p = 0.0428). In HPV-negative OPC, low eosinophil count confers worse DFS compared to high eosinophil count (HR = 3.53; p = 0.0098). After adjustment for age and sex, eosinophils were confirmed to be independent prognostic factors for DFS (HR = 4.55; p = 0.0139). CONCLUSION Eosinophil count could be used as a prognostic factor in anal HPV-positive SCC. The worse prognosis showed in HPV-positive patients with high eosinophil count is likely to derive from an unfavorable interaction between the HPV-induced immunomodulation and eosinophils, which may hamper the curative effect of RT.
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Affiliation(s)
- Margherita Rimini
- Oncologic Department, IRCCS San Raffaele Scientific Institute Hospital, 20019, Milan, Italy
| | - Pierfrancesco Franco
- Department of Oncology - Radiation Oncology, University of Turin School of Medicine, Via Genova 3, 10126, Turin, Italy.
| | - Federica Bertolini
- Department of Oncology and Hematology, Division of Oncology, University Hospital Modena, Modena, Italy
| | - De Bari Berardino
- Radiation Oncology, Centre Hospitalier Universitaire de Besançon, 25000, Besançon cedex, France
- Radiation Oncology, Réseau Hospitalier Neuchâtelois, CH-2300, La Chaux-de-Fonds, Switzerland
| | - Zampino Maria Giulia
- Division of Radiation Oncology, European Institute of Oncology IRCCS, Milan, Italy
| | - Vegge Stefano
- Radiation Oncology Department, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Kalliopi Andrikou
- Oncologic Department, Istituto Scientifico Romagnolo per lo Studio e la Cura Dei Tumori, IRCCS, Meldola (Forlì), Italy
| | - Francesca Arcadipane
- Department of Oncology - Radiation Oncology, University of Turin School of Medicine, Via Genova 3, 10126, Turin, Italy
| | - Martina Napolitano
- Department of Oncology and Hematology, Division of Oncology, University Hospital Modena, Modena, Italy
| | - Lavajo Vieira Buno
- Radiation Oncology, Centre Hospitalier Universitaire de Besançon, 25000, Besançon cedex, France
| | | | - Francesco Olivero
- Department of Oncology - Radiation Oncology, University of Turin School of Medicine, Via Genova 3, 10126, Turin, Italy
| | - Filippo Ferreri
- Department of Oncology - Radiation Oncology, University of Turin School of Medicine, Via Genova 3, 10126, Turin, Italy
| | - Umberto Ricardi
- Department of Oncology - Radiation Oncology, University of Turin School of Medicine, Via Genova 3, 10126, Turin, Italy
| | - Stefano Cascinu
- Oncologic Department, IRCCS San Raffaele Scientific Institute Hospital, 20019, Milan, Italy
| | - Andrea Casadei-Gardini
- Oncologic Department, IRCCS San Raffaele Scientific Institute Hospital, 20019, Milan, Italy
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Mleko M, Pitynski K, Pluta E, Czerw A, Sygit K, Karakiewicz B, Banas T. Role of Systemic Inflammatory Reaction in Female Genital Organ Malignancies - State of the Art. Cancer Manag Res 2021; 13:5491-5508. [PMID: 34276227 PMCID: PMC8277565 DOI: 10.2147/cmar.s312828] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 06/25/2021] [Indexed: 12/24/2022] Open
Abstract
Systemic inflammatory reaction (SIR) is an unfavorable prognostic factor in many malignancies and has a role in all stages of the neoplastic process: initiation, promotion, and disease progression. Analysis of SIR can be performed by assessing indicators (eg, lymphocyte-to-neutrophil, platelet-to-lymphocyte, and monocyte-to-neutrophil ratios) and products of neutrophils and lymphocytes (ie, the systemic immune-inflammation index), or by examining the relationship between levels of C-reactive protein and albumin (based on the Glasgow Prognostic Score, modified Glasgow Prognostic Score, and C-reactive protein-to-albumin ratio). Risk stratification is essential in the clinical management of cancer; hence, the evaluation of these factors has potential applications in the clinical management of patients with cancer and in the development of new therapeutic targets. This review summarizes the current knowledge on SIR indicators and presents their clinical utility in malignancies of the female genital organs.
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Affiliation(s)
- Michal Mleko
- Department of Gynecology and Oncology, Jagiellonian University Medical College, Krakow, Poland
| | - Kazimierz Pitynski
- Department of Gynecology and Oncology, Jagiellonian University Medical College, Krakow, Poland
| | - Elzbieta Pluta
- Department of Radiotherapy, Maria Sklodowska-Curie Institute - Oncology Centre, Krakow, Poland
| | - Aleksandra Czerw
- Department of Health Economics and Medical Law, Medical University of Warsaw, Warsaw, Poland.,Department of Economic and System Analyses, National Institute of Public Health - NIH, Warsaw, Poland
| | | | - Beata Karakiewicz
- Subdepartment of Social Medicine and Public Health, Department of Social Medicine, Pomeranian Medical University, Szczecin, Poland
| | - Tomasz Banas
- Department of Gynecology and Oncology, Jagiellonian University Medical College, Krakow, Poland
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Ohkuma R, Kubota Y, Horiike A, Ishiguro T, Hirasawa Y, Ariizumi H, Watanabe M, Onoue R, Ando K, Tsurutani J, Yoshimura K, Aoki T, Murakami M, Kobayashi S, Tsunoda T, Wada S. The Prognostic Impact of Eosinophils and the Eosinophil-to-Lymphocyte Ratio on Survival Outcomes in Stage II Resectable Pancreatic Cancer. Pancreas 2021; 50:167-175. [PMID: 33565793 DOI: 10.1097/mpa.0000000000001731] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
OBJECTIVES The relationship between eosinophils and cancer prognosis is unknown. Therefore, we analyzed the relationship between circulating eosinophils and the survival of stage IIA and IIB pancreatic cancer patients who underwent surgical resection. METHODS This study included a retrospective cohort of 67 consecutive patients. Patients were categorized into two different groups based on the optimal cutoff for pretreatment levels of each biomarker, according to the receiver operating characteristic curves. RESULTS The Kaplan-Meier method showed that low eosinophil (P = 0.0403), high neutrophil (P = 0.0066), and high monocyte (P = 0.0003) counts were associated with short overall survival (OS). Low lymphocyte-to-monocyte ratio (P = 0.0194) and eosinophil-to-lymphocyte ratio (ELR) (P = 0.0413) were associated with reduced OS. In multivariate analysis, histological differentiation (P = 0.0014), high neutrophils (P = 0.047), high monocytes (P = 0.029), and low eosinophils (P < 0.0001) were correlated with poorer OS. Histological differentiation (P = 0.033), low lymphocyte-to-monocyte ratio (P = 0.029), and low ELR (P = 0.005) were correlated with poor OS and were significant independent prognostic factors of poor outcomes. CONCLUSIONS Low eosinophils and low ELR were significant independent prognostic factors of poor outcomes.
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Affiliation(s)
| | - Yutaro Kubota
- Division of Medical Oncology, Department of Medicine, School of Medicine
| | - Atsushi Horiike
- Division of Medical Oncology, Department of Medicine, School of Medicine
| | - Tomoyuki Ishiguro
- Division of Medical Oncology, Department of Medicine, School of Medicine
| | - Yuya Hirasawa
- Division of Medical Oncology, Department of Medicine, School of Medicine
| | - Hirotsugu Ariizumi
- Division of Medical Oncology, Department of Medicine, School of Medicine
| | - Makoto Watanabe
- From the Department of Clinical Diagnostic Oncology, Clinical Research Institute for Clinical Pharmacology and Therapeutics
| | - Rie Onoue
- From the Department of Clinical Diagnostic Oncology, Clinical Research Institute for Clinical Pharmacology and Therapeutics
| | - Kiyohiro Ando
- From the Department of Clinical Diagnostic Oncology, Clinical Research Institute for Clinical Pharmacology and Therapeutics
| | | | | | - Takeshi Aoki
- Division of General and Gastroenterological Surgery, Department of Surgery, School of Medicine, Showa University, Tokyo, Japan
| | - Masahiko Murakami
- Division of General and Gastroenterological Surgery, Department of Surgery, School of Medicine, Showa University, Tokyo, Japan
| | | | - Takuya Tsunoda
- Division of Medical Oncology, Department of Medicine, School of Medicine
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Guo L, Hua K. Cervical Cancer: Emerging Immune Landscape and Treatment. Onco Targets Ther 2020; 13:8037-8047. [PMID: 32884290 PMCID: PMC7434518 DOI: 10.2147/ott.s264312] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2020] [Accepted: 07/13/2020] [Indexed: 12/24/2022] Open
Abstract
Immune cells are essential for defending the body’s balance and have increasingly been implicated in controlling tumor growth. In cervical cancer (CC), the immune landscape is extensively connected with human papillomavirus (HPV) status. Recent insights from studies have revealed that as a result of infection with HPV, immune cell populations such as lymphocytes or monocytes change during carcinogenesis. Immune therapy, in particular checkpoint inhibitors, those targeting PD-1 or PD-L1, has shown promising efficacy. This article reviews the immune landscape and immunotherapy of CC.
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Affiliation(s)
- Luopei Guo
- Obstetrics and Gynecology Hospital of Fudan University, Shanghai 200011, People's Republic of China
| | - Keqin Hua
- Obstetrics and Gynecology Hospital of Fudan University, Shanghai 200011, People's Republic of China.,Shanghai Key Laboratory of Female Reproductive Endocrine Related Diseases, Shanghai 200011, People's Republic of China
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