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Liu R, Wang L, Rizzo S, Garmhausen MR, Pal N, Waliany S, McGough S, Lin YG, Huang Z, Neal J, Copping R, Zou J. Systematic analysis of off-label and off-guideline cancer therapy usage in a real-world cohort of 165,912 US patients. Cell Rep Med 2024; 5:101444. [PMID: 38428426 PMCID: PMC10983036 DOI: 10.1016/j.xcrm.2024.101444] [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: 11/22/2022] [Revised: 12/28/2023] [Accepted: 02/06/2024] [Indexed: 03/03/2024]
Abstract
Patients with cancer may be given treatments that are not officially approved (off-label) or recommended by guidelines (off-guideline). Here we present a data science framework to systematically characterize off-label and off-guideline usages using real-world data from de-identified electronic health records (EHR). We analyze treatment patterns in 165,912 US patients with 14 common cancer types. We find that 18.6% and 4.4% of patients have received at least one line of off-label and off-guideline cancer drugs, respectively. Patients with worse performance status, in later lines, or treated at academic hospitals are significantly more likely to receive off-label and off-guideline drugs. To quantify how predictable off-guideline usage is, we developed machine learning models to predict which drug a patient is likely to receive based on their clinical characteristics and previous treatments. Finally, we demonstrate that our systematic analyses generate hypotheses about patients' response to treatments.
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Affiliation(s)
- Ruishan Liu
- Department of Electrical Engineering, Stanford University, Stanford, CA, USA; Department of Computer Science, University of Southern California, Los Angeles, CA, USA
| | - Lisa Wang
- Genentech, South San Francisco, CA, USA
| | | | | | | | - Sarah Waliany
- School of Medicine, Stanford University, Stanford, CA, USA
| | | | | | - Zhi Huang
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
| | - Joel Neal
- School of Medicine, Stanford University, Stanford, CA, USA
| | | | - James Zou
- Department of Electrical Engineering, Stanford University, Stanford, CA, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.
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Salutari V, Giudice E, Lorusso D. Maintenance therapy for newly and recurrent epithelial ovarian cancer: current therapies and future perspectives. Curr Opin Obstet Gynecol 2024; 36:9-17. [PMID: 38170548 DOI: 10.1097/gco.0000000000000931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
PURPOSE OF REVIEW Epithelial ovarian cancer (EOC) is the fifth cause of cancer death among women, and 70-80% of patients relapse within 2 years from the last cycle of first-line chemotherapy despite a complete response to chemotherapy and optimal debulking surgery. In this context, the goal of the maintenance treatment strategy is to prolong the time to recurrence. The recent development of targeted molecular therapies resulted in a broader spectrum of maintenance therapeutic options with consequent higher clinical benefit but less toxicity. This review summarizes the currently available maintenance strategies for newly and recurrent EOC, focusing on the decision-making process to personalize treatment and future perspectives. RECENT FINDINGS Over the past 10 years, several studies have demonstrated the clear benefit in terms of survival with the addition of a maintenance treatment strategy over the 'watchful waiting' approach both in the first line and recurrent setting. Since December 2016, the United States Food and Drug Administration and European Medicines Agency have approved four drugs for ovarian cancer maintenance based on the results of several clinical trials demonstrating efficacy and tolerability. These include the antiangiogenic drug Bevacizumab and three polyadenosine diphosphate-ribose polymerase (PARP) inhibitors: olaparib, niraparib, and rucaparib. SUMMARY These data led American and European Treatment guidelines to include bevacizumab, olaparib, niraparib, rucaparib, and combination bevacizumab-olaparib as maintenance treatment options in first-line and recurrent ovarian cancer therapy. However, with the availability of different maintenance options, identifying the best treatment choice for each patient can be challenging, and several clinical and molecular aspects have to be taken into account in the decision-making process.
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Affiliation(s)
- Vanda Salutari
- Gynaecology Oncology Unit, Fondazione Policlinico Universitario A Gemelli IRCCS
| | - Elena Giudice
- Gynaecology Oncology Unit, Fondazione Policlinico Universitario A Gemelli IRCCS
| | - Domenica Lorusso
- Gynaecology Oncology Unit, Fondazione Policlinico Universitario A Gemelli IRCCS
- Catholic University of Sacred Heart, Rome, Italy
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Veneziani AC, Gonzalez-Ochoa E, Alqaisi H, Madariaga A, Bhat G, Rouzbahman M, Sneha S, Oza AM. Heterogeneity and treatment landscape of ovarian carcinoma. Nat Rev Clin Oncol 2023; 20:820-842. [PMID: 37783747 DOI: 10.1038/s41571-023-00819-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/04/2023] [Indexed: 10/04/2023]
Abstract
Ovarian carcinoma is characterized by heterogeneity at the molecular, cellular and anatomical levels, both spatially and temporally. This heterogeneity affects response to surgery and/or systemic therapy, and also facilitates inherent and acquired drug resistance. As a consequence, this tumour type is often aggressive and frequently lethal. Ovarian carcinoma is not a single disease entity and comprises various subtypes, each with distinct complex molecular landscapes that change during progression and therapy. The interactions of cancer and stromal cells within the tumour microenvironment further affects disease evolution and response to therapy. In past decades, researchers have characterized the cellular, molecular, microenvironmental and immunological heterogeneity of ovarian carcinoma. Traditional treatment approaches have considered ovarian carcinoma as a single entity. This landscape is slowly changing with the increasing appreciation of heterogeneity and the recognition that delivering ineffective therapies can delay the development of effective personalized approaches as well as potentially change the molecular and cellular characteristics of the tumour, which might lead to additional resistance to subsequent therapy. In this Review we discuss the heterogeneity of ovarian carcinoma, outline the current treatment landscape for this malignancy and highlight potentially effective therapeutic strategies in development.
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Affiliation(s)
- Ana C Veneziani
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Eduardo Gonzalez-Ochoa
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Husam Alqaisi
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Ainhoa Madariaga
- Medical Oncology Department, 12 De Octubre University Hospital, Madrid, Spain
| | - Gita Bhat
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Marjan Rouzbahman
- Department of Laboratory Medicine and Pathobiology, Toronto General Hospital, Toronto, Ontario, Canada
| | - Suku Sneha
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Amit M Oza
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada.
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada.
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Quesada S, Bini M, Lebreton C, Ray-Coquard I. Update on new treatments for rare ovarian tumours. Curr Opin Obstet Gynecol 2023; 35:27-33. [PMID: 36440753 PMCID: PMC9788923 DOI: 10.1097/gco.0000000000000836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
PURPOSE OF REVIEW In spite of their rarity when considered individually, the sum of all rare ovarian tumours (ROT) represent almost half of all ovarian malignancies. As such, their appropriate inclusion within dedicated clinical trials is essential for enhanced management. RECENT FINDINGS Supported by institutional expert national (e.g. TMRG) and international (e.g. ESGO) networks and owing to national (e.g. ARCAGY-GINECO) and international (e.g. ENGOT) collaborations dedicated to clinical research, the last few years have shown increased number of clinical trials dedicated to ROT. These either were based on specific molecular features of ROT (e.g. expression of oestrogen receptors for low-grade serous ovarian carcinomas and anastrazole evaluation in the PARAGON trial) or on the evaluation of innovative therapies (e.g. pembrolizumab within the ROT cohort from the AcSé Pembrolizumab multicentric basket trial). Furthermore, recent years have also shown the advent of randomized clinical trials. For instance, the ALIENOR trial positioned weekly paclitaxel as a new option for relapsed sex cord-stromal tumours, while the GOG281/LOGS trial raised trametinib as a new standard-of-care option for recurrent low-grade serous carcinomas. SUMMARY The last few years have exhibited a paradigm shift towards the possibility to develop dedicated trials for ROT, owing to international collaborations supported by institutional networks. Current trials, molecular-driven and based on innovative designs, are highly promising, as they may bring ROT management towards more personalized medicine.
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Affiliation(s)
- Stanislas Quesada
- Centre Léon Bérard, Lyon, France
- Institut régional du Cancer de Montpellier, Montpellier, France
| | - Marta Bini
- Centre Léon Bérard, Lyon, France
- Instituto Nazionale dei Tumori, Milan, Italy
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Zwimpfer TA, Tal O, Geissler F, Coelho R, Rimmer N, Jacob F, Heinzelmann-Schwarz V. Low grade serous ovarian cancer - A rare disease with increasing therapeutic options. Cancer Treat Rev 2023; 112:102497. [PMID: 36525716 DOI: 10.1016/j.ctrv.2022.102497] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Revised: 12/02/2022] [Accepted: 12/06/2022] [Indexed: 12/14/2022]
Abstract
High-grade serous ovarian cancers (HGSOCs) most commonly arise from the fimbrial end of the fallopian tube and harbor TP53 gene mutations. In contrast, low-grade serous ovarian cancers (LGSOCs) appear to have different pathological, epidemiological, and clinical features and should be seen as a distinct serous epithelial ovarian cancer subtype. Our current understanding of LGSOC is limited, and treatment has generally been derived from the more common HGSOCs due to a lack of separate trial data. LGSOCs are characterized by slow tumor growth and are assumed to develop from serous borderline ovarian tumors as precursors. These cancers are often estrogen-receptor positive and show an activated mitogen-activated protein kinase pathway together with KRAS and BRAF mutations and, rarely, TP53 mutations. These characteristics are now commonly used to guide therapeutical decision making and, consequently, a substantial part of treatment consists of maintenance with endocrine treatment, thus balancing disease stabilization and mild toxicity. Additionally, new trials are ongoing that examine the role of targeted therapies such as MEK inhibitors in combination with endocrine treatments. The purpose of this work is to summarize current knowledge and present ongoing trial efforts for LGSOCs.
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Affiliation(s)
- Tibor A Zwimpfer
- Peter MacCallum Cancer Center, East Melbourne, Victoria 3002, Australia; Department of Gynecological Oncology, University Hospital Basel, 4031 Basel, Switzerland.
| | - Ori Tal
- Department of Obstetrics and Gynecology, Edith Wolfson Medical Center, Holon, Israel
| | - Franziska Geissler
- Department of Gynecological Oncology, University Hospital Basel, 4031 Basel, Switzerland
| | - Ricardo Coelho
- Ovarian Cancer Research, Department of Biomedicine, University of Basel, 4031 Basel, Switzerland
| | - Natalie Rimmer
- Ovarian Cancer Research, Department of Biomedicine, University of Basel, 4031 Basel, Switzerland
| | - Francis Jacob
- Ovarian Cancer Research, Department of Biomedicine, University of Basel, 4031 Basel, Switzerland
| | - Viola Heinzelmann-Schwarz
- Peter MacCallum Cancer Center, East Melbourne, Victoria 3002, Australia; Ovarian Cancer Research, Department of Biomedicine, University of Basel, 4031 Basel, Switzerland
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Johnson RL, Laios A, Jackson D, Nugent D, Orsi NM, Theophilou G, Thangavelu A, de Jong D. The Uncertain Benefit of Adjuvant Chemotherapy in Advanced Low-Grade Serous Ovarian Cancer and the Pivotal Role of Surgical Cytoreduction. J Clin Med 2021; 10:5927. [PMID: 34945222 PMCID: PMC8704009 DOI: 10.3390/jcm10245927] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 12/14/2021] [Accepted: 12/14/2021] [Indexed: 12/22/2022] Open
Abstract
In our center, adjuvant chemotherapy is routinely offered in high-grade serous ovarian cancer (HGSOC) patients but less commonly as a standard treatment in low-grade serous ovarian cancer (LGSOC) patients. This study evaluates the efficacy of this paradigm by analysing survival outcomes and by comparing the influence of different clinical and surgical characteristics between women with advanced LGSOC (n = 37) and advanced HGSOC (n = 300). Multivariate analysis was used to identify independent prognostic features for survival in LGSOC and HGSOC. Adjuvant chemotherapy was given in 99.7% of HGSOC patients versus in 27% of LGSOC (p < 0.0001). The LGSOC patients had greater surgical complexity scores (p < 0.0001), more frequent postoperative ICU/HDU admissions (p = 0.0002), and higher peri-/post-operative morbidity (p < 0.0001) compared to the HGSOC patients. The 5-year OS and progression-free survival (PFS) was 30% and 13% for HGSOC versus 57% and 21.6% for LGSOC, p = 0.016 and p = 0.044, respectively. Surgical complexity (HR 5.3, 95%CI 1.2-22.8, p = 0.024) and complete cytoreduction (HR 62.4, 95% CI 6.8-567.9, p < 0.001) were independent prognostic features for OS in LGSOC. This study demonstrates no clear significant survival advantage of chemotherapy in LGSOC. It highlights the substantial survival benefit of dynamic multi-visceral surgery to achieve complete cytoreduction as the primary treatment for LGSOC patients.
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Affiliation(s)
- Racheal Louise Johnson
- ESGO Center of Excellence in Advanced Ovarian Cancer Surgery, Department of Gynaecological Oncology, St. James’s University Hospital, Leeds LS9 7TF, UK; (A.L.); (D.N.); (G.T.); (A.T.); (D.d.J.)
| | - Alexandros Laios
- ESGO Center of Excellence in Advanced Ovarian Cancer Surgery, Department of Gynaecological Oncology, St. James’s University Hospital, Leeds LS9 7TF, UK; (A.L.); (D.N.); (G.T.); (A.T.); (D.d.J.)
| | - David Jackson
- Department of Medical Oncology, St. James’s University Hospital, Leeds LS9 7TF, UK;
| | - David Nugent
- ESGO Center of Excellence in Advanced Ovarian Cancer Surgery, Department of Gynaecological Oncology, St. James’s University Hospital, Leeds LS9 7TF, UK; (A.L.); (D.N.); (G.T.); (A.T.); (D.d.J.)
| | - Nicolas Michel Orsi
- Leeds Institute of Medical Research, St. James’s University Hospital, Leeds LS9 7TF, UK;
| | - Georgios Theophilou
- ESGO Center of Excellence in Advanced Ovarian Cancer Surgery, Department of Gynaecological Oncology, St. James’s University Hospital, Leeds LS9 7TF, UK; (A.L.); (D.N.); (G.T.); (A.T.); (D.d.J.)
| | - Amudha Thangavelu
- ESGO Center of Excellence in Advanced Ovarian Cancer Surgery, Department of Gynaecological Oncology, St. James’s University Hospital, Leeds LS9 7TF, UK; (A.L.); (D.N.); (G.T.); (A.T.); (D.d.J.)
| | - Diederick de Jong
- ESGO Center of Excellence in Advanced Ovarian Cancer Surgery, Department of Gynaecological Oncology, St. James’s University Hospital, Leeds LS9 7TF, UK; (A.L.); (D.N.); (G.T.); (A.T.); (D.d.J.)
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