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Sutanto H, Safira A, Fetarayani D. From tumor to tolerance: A comprehensive review of immune checkpoint inhibitors and immune-related adverse events. Asia Pac Allergy 2024; 14:124-138. [PMID: 39220570 PMCID: PMC11365684 DOI: 10.5415/apallergy.0000000000000146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Accepted: 05/02/2024] [Indexed: 09/04/2024] Open
Abstract
The advent of immune checkpoint inhibitors (ICIs) has revolutionized the treatment landscape for various malignancies by harnessing the body's immune system to target cancer cells. However, their widespread use has unveiled a spectrum of immune-related adverse events, highlighting a critical balance between antitumor immunity and autoimmunity. This review article delves into the molecular immunology of ICIs, mapping the journey from their therapeutic action to the unintended induction of immune-related adverse events. We provide a comprehensive overview of all available ICIs, including cytotoxic T-lymphocyte-associated protein 4, programmed cell death protein 1, programmed death-ligand 1 inhibitors, and emerging targets, discussing their mechanisms of action, clinical applications, and the molecular underpinnings of associated immune-related adverse events. Special attention is given to the activation of autoreactive T cells, B cells, cytokine release, and the inflammatory cascade, which together contribute to the development of immune-related adverse events. Through a molecular lens, we explore the clinical manifestations of immune-related adverse events across organ systems, offering insights into diagnosis, management, and strategies to mitigate these adverse effects. The review underscores the importance of understanding the delicate interplay between enhancing antitumor responses and minimizing immune-related adverse events, aiming to guide future research and the development of next-generation ICIs with improved drug safety profiles.
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Affiliation(s)
- Henry Sutanto
- Internal Medicine Study Program, Department of Internal Medicine, Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia
- Department of Internal Medicine, Dr. Soetomo General Academic Hospital, Surabaya, Indonesia
| | - Ardea Safira
- Internal Medicine Study Program, Department of Internal Medicine, Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia
- Department of Internal Medicine, Dr. Soetomo General Academic Hospital, Surabaya, Indonesia
| | - Deasy Fetarayani
- Internal Medicine Study Program, Department of Internal Medicine, Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia
- Department of Internal Medicine, Dr. Soetomo General Academic Hospital, Surabaya, Indonesia
- Division of Allergy and Clinical Immunology, Department of Internal Medicine, Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia
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Wan G, Chen W, Khattab S, Roster K, Nguyen N, Yan B, Rajeh A, Seo J, Rashdan H, Zubiri L, Hadfield MJ, Demehri S, Yu KH, Lotter W, Gusev A, LeBoeuf NR, Reynolds KL, Kwatra SG, Semenov YR. Multi-organ immune-related adverse events from immune checkpoint inhibitors and their downstream implications: a retrospective multicohort study. Lancet Oncol 2024; 25:1053-1069. [PMID: 39025103 PMCID: PMC11316445 DOI: 10.1016/s1470-2045(24)00278-x] [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: 09/01/2023] [Revised: 05/02/2024] [Accepted: 05/13/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND Understanding co-occurrence patterns and prognostic implications of immune-related adverse events is crucial for immunotherapy management. However, previous studies have been limited by sample size and generalisability. In this study, we leveraged a multi-institutional cohort and a population-level database to investigate co-occurrence patterns of and survival outcomes after multi-organ immune-related adverse events among recipients of immune checkpoint inhibitors. METHODS In this retrospective study, we identified individuals who received immune checkpoint inhibitors between May 31, 2015, and June 29, 2022, from the Massachusetts General Hospital, Brigham and Women's Hospital, and Dana-Farber Cancer Institute (Boston, MA, USA; MGBD cohort), and between April 30, 2010, and Oct 11, 2021, from the independent US population-based TriNetX network. We identified recipients from all datasets using medication codes and names of seven common immune checkpoint inhibitors, and patients were excluded from our analysis if they had incomplete information (eg, diagnosis and medication records) or if they initiated immune checkpoint inhibitor therapy after Oct 11, 2021. Eligible patients from the MGBD cohort were then propensity score matched with recipients of immune checkpoint inhibitors from the TriNetX database (1:2) based on demographic, cancer, and immune checkpoint inhibitor characteristics to facilitate cohort comparability. We applied immune-related adverse event identification rules to identify patients who did and did not have immune-related adverse events in the matched cohorts. To reduce the likelihood of false positives, patients diagnosed with suspected immune-related adverse events within 3 months after chemotherapy were excluded. We performed pairwise correlation analyses, non-negative matrix factorisation, and hierarchical clustering to identify co-occurrence patterns in the MGBD cohort. We conducted landmark overall survival analyses for patient clusters based on predominant immune-related adverse event factors and calculated accompanying hazard ratios (HRs) and 95% CIs, focusing on the 6-month landmark time for primary analyses. We validated our findings using the TriNetX cohort. FINDINGS We identified 15 246 recipients of immune checkpoint inhibitors from MGBD and 50 503 from TriNetX, of whom 13 086 from MGBD and 26 172 from TriNetX were included in our propensity score-matched cohort. Median follow-up durations were 317 days (IQR 113-712) in patients from MGBD and 249 days (91-616) in patients from TriNetX. After applying immune-related adverse event identification rules, 8704 recipients of immune checkpoint inhibitors were retained from MGBD, of whom 3284 (37·7%) had and 5420 (62·3%) did not have immune-related adverse events, and 18 162 recipients were retained from TriNetX, of whom 5538 (30·5%) had and 12 624 (69·5%) did not have immune-related adverse events. In both cohorts, positive pairwise correlations of immune-related adverse events were commonly observed. Co-occurring immune-related adverse events were decomposed into seven factors across organs, revealing seven distinct patient clusters (endocrine, cutaneous, respiratory, gastrointestinal, hepatic, musculoskeletal, and neurological). In the MGBD cohort, the patient clusters that predominantly had endocrine (HR 0·53 [95% CI 0·40-0·70], p<0·0001) and cutaneous (0·61 [0·46-0·81], p=0·0007) immune-related adverse events had favourable overall survival outcomes at the 6-month landmark timepoint, while the other clusters either had unfavourable (respiratory: 1·60 [1·25-2·03], p=0·0001) or neutral survival outcomes (gastrointestinal: 0·86 [0·67-1·10], p=0·23; musculoskeletal: 0·97 [0·78-1·21], p=0·78; hepatic: 1·20 [0·91-1·59], p=0·19; and neurological: 1·30 [0·97-1·74], p=0·074). Similar results were found in the TriNetX cohort (endocrine: HR 0·75 [95% CI 0·60-0·93], p=0·0078; cutaneous: 0·62 [0·48-0·82], p=0·0007; respiratory: 1·21 [1·00-1·46], p=0·044), except for the neurological cluster having unfavourable (rather than neutral) survival outcomes (1·30 [1·06-1·59], p=0·013). INTERPRETATION Reliably identifying the immune-related adverse event cluster to which a patient belongs can provide valuable clinical information for prognosticating outcomes of immunotherapy. These insights can be leveraged to counsel patients on the clinical impact of their individual constellation of immune-related adverse events and ultimately develop more personalised surveillance and mitigation strategies. FUNDING US National Institutes of Health.
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Affiliation(s)
- Guihong Wan
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Wenxin Chen
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Sara Khattab
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Katie Roster
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Nga Nguyen
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Boshen Yan
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - Ahmad Rajeh
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Jayhyun Seo
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Hannah Rashdan
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Leyre Zubiri
- Department of Medicine, Division of Hematology-Oncology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Matthew J Hadfield
- Legorreta Cancer Center, Division of Hematology/Oncology, Department of Medicine, Warren Alpert Medical School, Brown University, Providence, RI, USA
| | - Shadmehr Demehri
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Kun-Hsing Yu
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA
| | - William Lotter
- Department of Medicine, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Alexander Gusev
- Department of Medicine, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Nicole R LeBoeuf
- Department of Dermatology, Center for Cutaneous Oncology, Brigham and Women's Hospital and Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Kerry L Reynolds
- Department of Medicine, Division of Hematology-Oncology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Shawn G Kwatra
- Department of Dermatology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Yevgeniy R Semenov
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
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Falade A, Zubiri L, Wu CY, Perlman K, Sun J, Hathaway N, Grealish K, Lopiccolo J, Reynolds K, Mooradian MJ. Immune-related adverse events requiring hospitalization in patients with lung cancer: implications and insights. Oncologist 2024:oyae189. [PMID: 39066589 DOI: 10.1093/oncolo/oyae189] [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: 12/12/2023] [Accepted: 06/20/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND Immune checkpoint inhibitors (ICI) are associated with a distinct spectrum of toxicities. Data on irAE hospitalization rates and clinical course of patients with thoracic malignancies are lacking. METHODS Patients with advanced thoracic malignancy treated with ICI (2/2016 to 6/2021) were retrospectively identified. Demographic and clinical data of confirmed irAE hospitalizations were extracted from the medical record and a descriptive analysis was performed. RESULTS From February 2016 to June 2021, 1312 patients with thoracic malignancy received ICI (monotherapy, combination with 2nd ICI or other agents) with 102 patients (7.7%) hospitalized for irAEs. Treatment intent was first-line therapy in most patients (N = 50, 49%) with 9% (n = 9) receiving adjuvant ICI (N = 9). Sixty patients (59%) received ICI alone, 32% (N = 33) chemo plus immunotherapy, and 7% (N = 7) dual ICI. The median age on admission was 68 years. The median time between ICI initiation and admission was 64 days (1-935 days). Pneumonitis (32.3%; 33/102) was the most frequent indication for admission followed by gastroenterocolitis (19.6%; 20/102), hepatitis (12.7%; 13/102), myo/pericarditis (9.8%; 10/102), and endocrinopathies (9.8%; 10/102). Multi-organ toxicity occurred in 36% (N = 37) of patients. Overall, 85.2% (87/102) of patients received systemic corticosteroids and 17.6% (18/102) required additional lines of immunosuppression. The median length of hospitalization stay was 7 days (2-28 days) with a 25.5% (n = 26) readmission rate within 60 days and an 11.8% (n = 12) in house mortality rate. CONCLUSIONS Severe irAE requiring inpatient admission, although infrequent, results in considerable morbidity, mortality, and healthcare utilization. Pneumonitis was the most common irAE requiring inpatient management in our patient population with a significant risk of mortality despite the use of guideline-directed systemic immunosuppression. This study highlights the continued need for collaborative efforts amongst medical specialties for improving the diagnostic and therapeutic management of patients with irAEs.
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Affiliation(s)
- Ayo Falade
- Department of Medicine, Salem Hospital, Salem, MA, United States
| | - Leyre Zubiri
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Chia-Yun Wu
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Katherine Perlman
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Joie Sun
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Nora Hathaway
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Kelley Grealish
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Jackie Lopiccolo
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Kerry Reynolds
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
| | - Meghan J Mooradian
- Mass General Cancer Center, Division of Hematology-Oncology, Department of Medicine, Massachusetts General Hospital, Boston, MA, United States
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Olsson Ladjevardi C, Koliadi A, Rydén V, El-Naggar AI, Digkas E, Valachis A, Ullenhag GJ. Multiple immune-related adverse events secondary to checkpoint inhibitor therapy in patients with advanced cancer: association with treatment effectiveness. Front Oncol 2024; 14:1399171. [PMID: 38988708 PMCID: PMC11233440 DOI: 10.3389/fonc.2024.1399171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Accepted: 06/07/2024] [Indexed: 07/12/2024] Open
Abstract
Introduction Checkpoint inhibitors (CPI) are widely used in cancer treatment with a potential of causing immune-related adverse events (IRAEs). Several studies have reported a positive correlation between development of IRAEs and improved survival outcome. However, few studies have focused on the potential role of multiple IRAEs on treatment effectiveness. This study aimed at investigating the association between multiple IRAEs and treatment effectiveness in terms of progression-free survival (PFS) and overall survival (OS) in advanced cancer patients. Methods We performed a retrospective cohort study at three Swedish centers. All patients (n=600) treated with PD-L1 or PD-1 inhibitor, in monotherapy or in combination for advanced cancer between January 2017 and December 2021 were included. Multiple IRAEs were defined as IRAEs involving more than one organ system either simultaneously or sequentially. Time-depending Cox-regression model to mitigate the risk for immortal time bias (ITB) was applied. Results The major tumor types were non-small cell lung cancer (205 patients; 34.2%) and malignant melanoma (196 patients; 32.7%). Of all patients,32.8% developed single IRAE and 16.2% multiple IRAEs. Patients with multiple IRAEs showed significantly improved PFS (Hazard Ratio, HR=0.78 95% Confidence Interval, CI: 0.57-0.98) and OS (HR=0.65 95% CI: 0.44-0.95) compared to patients with single IRAE or no IRAE (HR=0.46 95% CI:0.34-0.62 for PFS vs HR=0.41 95% CI: 0.28-0.60 for OS). Conclusion In conclusion, our data supports a stronger association between development of multiple as opposed to single IRAEs and clinical effectiveness in advanced cancer patients treated with CPIs.
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Affiliation(s)
- Cecilia Olsson Ladjevardi
- Department of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
- Department of Oncology, Uppsala University Hospital, Uppsala, Sweden
| | - Anthoula Koliadi
- Department of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
- Department of Oncology, Uppsala University Hospital, Uppsala, Sweden
| | - Viktoria Rydén
- Department of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
- Department of Oncology, Uppsala University Hospital, Uppsala, Sweden
| | - Ali Inan El-Naggar
- Department of Oncology, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - Evangelos Digkas
- Department of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
- Department of Oncology, Mälarsjukhuset, Eskilstuna, Sweden
| | - Antonios Valachis
- Department of Oncology, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - Gustav J Ullenhag
- Department of Immunology, Genetics, and Pathology, Uppsala University, Uppsala, Sweden
- Department of Oncology, Uppsala University Hospital, Uppsala, Sweden
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Guven DC, Martinez-Cannon BA, Testa GD, Martins JC, Velasco RN, Kalsi T, Gomes F. Immunotherapy use in older adults with cancer with frailty: A young SIOG review paper. J Geriatr Oncol 2024; 15:101742. [PMID: 38472009 DOI: 10.1016/j.jgo.2024.101742] [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: 09/30/2023] [Revised: 02/04/2024] [Accepted: 03/04/2024] [Indexed: 03/14/2024]
Abstract
Immune checkpoint inhibitors (ICIs) became a treatment option in most tumor types and improved survival in patients with cancer in the last decade. Older patients with cancer are underrepresented in the pivotal clinical trials with ICIs. Older patients with cancer often have significant comorbidities and geriatric syndromes like frailty, which can complicate cancer care and treatment decisions. Frailty is among the most prevalent geriatric syndromes in patients with cancer and could lead to inferior survival and a higher risk of complications in patients treated with chemotherapy. However, the effect of frailty on the efficacy and safety of ICIs is understudied. This review focuses on the available evidence regarding the association between frailty and ICI efficacy and safety. Although the survival benefits of ICIs have generally been shown to be independent of age, the available real-world data has generally suggested higher rates of immune-related adverse events (irAEs) and treatment discontinuation in older patients. While international organizations recommend conducting a comprehensive geriatric assessment CGA to assess and address frailty before the start of anti-cancer therapies, an Eastern Cooperative Oncology Group (ECOG) performance status of 2 or higher is frequently used in clinical practice as synonymous with frailty, albeit with significant limitations. The available data has generally demonstrated diminished ICI efficacy in patients with an ECOG 2 or higher compared to patients with better performance status, while the incidence of high-grade irAEs were similar. Whilst evidence regarding outcomes with ICI in older patients and in those with sub-optimal performance status is growing, there is very limited data specifically evaluating the role of frailty with ICIs. These studies found a shortened overall survival, yet no evidence of a lower response rate to ICIs. These patients experienced more AEs, but they did not necessarily have a higher incidence of irAEs.
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Affiliation(s)
- Deniz Can Guven
- Medical Oncology Clinic, Health Sciences University, Elazig City Hospital, Elazig, Turkey.
| | | | - Giuseppe Dario Testa
- Division of Geriatric and Intensive Care Medicine, University of Florence and Azienda Ospedaliero Universitaria Careggi, Largo Brambilla 3, 50139 Florence, Italy
| | | | - Rogelio N Velasco
- Clinical Trial and Research Division, Philippine Heart Center, Quezon City, Philippines
| | - Tania Kalsi
- Department of Ageing and Health, Guys and St Thomas' NHS Foundation Trust, London, UK
| | - Fabio Gomes
- Medical Oncology Department, The Christie NHS Foundation Trust, Manchester, UK
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Gallifant J, Celi LA, Sharon E, Bitterman DS. Navigating the Complexities of Artificial Intelligence-Enabled Real-World Data Collection for Oncology Pharmacovigilance. JCO Clin Cancer Inform 2024; 8:e2400051. [PMID: 38713889 DOI: 10.1200/cci.24.00051] [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: 03/01/2024] [Accepted: 04/03/2024] [Indexed: 05/09/2024] Open
Abstract
This new editorial discusses the promise and challenges of successful integration of natural language processing methods into electronic health records for timely, robust, and fair oncology pharmacovigilance.
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Affiliation(s)
- Jack Gallifant
- Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA
- Department of Critical Care, Guy's & St Thomas' NHS Trust, London, United Kingdom
| | - Leo Anthony Celi
- Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA
| | - Elad Sharon
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA
| | - Danielle S Bitterman
- Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
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7
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Lessard-Roy A, Marchand R, Lemieux P, Masse M, Lacerte A, Carmichael PH, Laurin D. Immune checkpoint inhibitors and risk of immune-mediated adverse events: a cohort study comparing extended versus standard interval administration. Clin Exp Med 2024; 24:40. [PMID: 38386053 PMCID: PMC10884063 DOI: 10.1007/s10238-024-01301-7] [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: 07/20/2023] [Accepted: 01/19/2024] [Indexed: 02/23/2024]
Abstract
The COVID-19 pandemic precipitated the implementation of extended interval immune checkpoint inhibitors (ICIs) in an effort to limit hospital visits, but few studies have examined their safety. This study aimed to compare in oncology outpatients, immune-mediated adverse events (IMAEs) in terms of total number, incidence, severity, and time to occurrence, based on exposure to standard or extended interval ICIs. A retrospective cohort study was conducted in patients who received at least one dose of an ICI between 2015 and 2021. Data were collected from patient records and pharmacy software. Adjusted logistic, Poisson, and Cox regression models were estimated. A total of 310 patients with a mean age of 67.1 years were included, 130 of whom had the extended interval. No statistically significant differences were observed between the groups. With the standard and extended intervals, the mean total number of IMAE per participant was 1.02 and 1.18, respectively; the incidence of an IMAE was 62% and 64%. Of the 147 IMAE episodes in the standard interval group, 14 (9.5%) were grade 3 or higher, while there were 15 (12.4%) among the 121 IMAE episodes in the extended interval group. Compared with standard interval, the use of extended interval did not increase the risk of having a first IMAE (adjusted hazard ratio 0.92 (95% CI 0.67-1.26)). This study suggests that the administration of an ICI according to extended interval is as safe as the administration according to standard interval in oncology outpatients.
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Affiliation(s)
- Amélia Lessard-Roy
- Faculté de Pharmacie, Université Laval, Québec, QC, Canada
- Département de Pharmacie, Hôpital Sainte-Croix, Centre Intégré Universitaire de Santé et de Services Sociaux de la Mauricie-et-du-Centre-du-Québec, Drummondville, Canada
| | - Roxanne Marchand
- Faculté de Pharmacie, Université Laval, Québec, QC, Canada
- Département de Pharmacie, Centre Hospitalier Affilié Universitaire Régional de Trois-Rivières, Centre Intégré Universitaire de Santé et de Services Sociaux de la Mauricie-et-du-Centre-du-Québec, 1991 Boul. du Carmel, Trois-Rivières, QC, G8Z 3R9, Canada
| | - Pierre Lemieux
- Faculté de Pharmacie, Université Laval, Québec, QC, Canada.
- Département de Pharmacie, Centre Hospitalier Affilié Universitaire Régional de Trois-Rivières, Centre Intégré Universitaire de Santé et de Services Sociaux de la Mauricie-et-du-Centre-du-Québec, 1991 Boul. du Carmel, Trois-Rivières, QC, G8Z 3R9, Canada.
| | - Mélanie Masse
- Faculté de Pharmacie, Université Laval, Québec, QC, Canada
- Département de Pharmacie, Centre Hospitalier Affilié Universitaire Régional de Trois-Rivières, Centre Intégré Universitaire de Santé et de Services Sociaux de la Mauricie-et-du-Centre-du-Québec, 1991 Boul. du Carmel, Trois-Rivières, QC, G8Z 3R9, Canada
| | | | - Pierre-Hugues Carmichael
- Faculté de Pharmacie, Université Laval, Québec, QC, Canada
- Centre d'excellence sur le Vieillissement de Québec, Centre Intégré Universitaire de Santé et de Services Sociaux de la Capitale Nationale, Québec, Canada
| | - Danielle Laurin
- Faculté de Pharmacie, Université Laval, Québec, QC, Canada
- Centre d'excellence sur le Vieillissement de Québec, Centre Intégré Universitaire de Santé et de Services Sociaux de la Capitale Nationale, Québec, Canada
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8
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Zhang H, Houadj L, Wu KY, Tran SD. Diagnosing and Managing Uveitis Associated with Immune Checkpoint Inhibitors: A Review. Diagnostics (Basel) 2024; 14:336. [PMID: 38337852 PMCID: PMC10855398 DOI: 10.3390/diagnostics14030336] [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: 01/02/2024] [Revised: 01/29/2024] [Accepted: 01/29/2024] [Indexed: 02/12/2024] Open
Abstract
This review aims to provide an understanding of the diagnostic and therapeutic challenges of uveitis associated with immune checkpoint inhibitors (ICI). In the wake of these molecules being increasingly employed as a treatment against different cancers, cases of uveitis post-ICI therapy have also been increasingly reported in the literature, warranting an extensive exploration of the clinical presentations, risk factors, and pathophysiological mechanisms of ICI-induced uveitis. This review further provides an understanding of the association between ICIs and uveitis, and assesses the efficacy of current diagnostic tools, underscoring the need for advanced techniques to enable early detection and accurate assessment. Further, it investigates the therapeutic strategies for ICI-related uveitis, weighing the benefits and limitations of existing treatment regimens, and discussing current challenges and emerging therapies in the context of their potential efficacy and side effects. Through an overview of the short-term and long-term outcomes, this article suggests recommendations and emphasizes the importance of multidisciplinary collaboration between ophthalmologists and oncologists. Finally, the review highlights promising avenues for future research and development in the field, potentially informing transformative approaches in the ocular assessment of patients under immunotherapy and the management of uveitis following ICI therapy.
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Affiliation(s)
- Huixin Zhang
- Faculty of Medicine, Laval University, Quebec, QC G1V 0A6, Canada;
| | - Lysa Houadj
- Faculty of Medicine, University of Sherbrooke, Sherbrooke, QC J1G 2E8, Canada;
| | - Kevin Y. Wu
- Department of Surgery, Division of Ophthalmology, University of Sherbrooke, Sherbrooke, QC J1G 2E8, Canada
| | - Simon D. Tran
- Faculty of Dental Medicine and Oral Health Sciences, McGill University, Montreal, QC H3A 1G1, Canada
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9
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Ramos-Casals M, Sisó-Almirall A. Immune-Related Adverse Events of Immune Checkpoint Inhibitors. Ann Intern Med 2024; 177:ITC17-ITC32. [PMID: 38346306 DOI: 10.7326/aitc202402200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/21/2024] Open
Abstract
Immune-related adverse events (irAEs) are toxicities that arise after the administration of monoclonal antibodies targeting immune checkpoints (immune checkpoint inhibitors [ICIs]) in patients with cancer. They can occur at any time after initiation of ICI treatment, with a broad clinical phenotype that can be organ-specific or systemic. Although most irAEs manifest as mild to moderate signs and symptoms, severe forms of irAEs can lead to irreversible organ failure and have acute life-threatening presentations. Treatment should be tailored to the specific organ involved and the severity. Glucocorticoids are the first-line treatment for most irAEs, with immunosuppressants and biologics mainly used as second-line treatments.
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Affiliation(s)
- Manuel Ramos-Casals
- Department of Autoimmune Diseases, ICMiD, Hospital Clínic, and Department of Medicine, University of Barcelona, Barcelona, Spain (M.R.)
| | - Antoni Sisó-Almirall
- Department of Medicine, University of Barcelona; Primary Healthcare Transversal Research Group, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS); and Primary Care Centre Les Corts, Consorci d'Atenció Primària de Salut Barcelona Esquerra (CAPSBE), Barcelona, Spain (A.S.)
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10
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Nelli F, Fabbri A, Virtuoso A, Giannarelli D, Giron Berrios JR, Marrucci E, Fiore C, Ruggeri EM. Early Changes in LIPI Score Predict Immune-Related Adverse Events: A Propensity Score Matched Analysis in Advanced Non-Small Cell Lung Cancer Patients on Immune Checkpoint Blockade. Cancers (Basel) 2024; 16:453. [PMID: 38275894 PMCID: PMC10814049 DOI: 10.3390/cancers16020453] [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: 12/28/2023] [Revised: 01/11/2024] [Accepted: 01/17/2024] [Indexed: 01/27/2024] Open
Abstract
In advanced cancer patients undergoing immune checkpoint blockade, the burden of immune-related adverse events (irAEs) is high. The need for reliable biomarkers for irAEs remains unfulfilled in this expanding therapeutic field. The lung immune prognostic index (LIPI) is a noninvasive measure of systemic inflammation that has consistently shown a correlation with survival in various cancer types when assessed at baseline. This study sought to determine whether early changes in the LIPI score could discriminate the risk of irAEs and different survival outcomes in advanced non-small cell lung cancer (NSCLC) patients receiving PD-(L)1 blockade-based therapies. We included consecutive patients diagnosed with metastatic NSCLC who received pembrolizumab, nivolumab, or atezolizumab as second-line therapy following platinum-based chemotherapy, or first-line pembrolizumab either alone or in combination with platinum-based chemotherapy. The LIPI score relied on the combined values of derived neutrophil/lymphocyte ratio (dNLR) and lactate dehydrogenase. Their assessment at baseline and after two cycles of treatment allowed us to categorize the population into three subgroups with good (LIPI-0), intermediate (LIPI-1), and poor (LIPI-2) prognosis. Between April 2016 and May 2023, we enrolled a total of 345 eligible patients, 165 (47.8%) and 180 (52.2%) of whom were treated as first- and second-line at our facility, respectively. After applying propensity score matching, we considered 83 relevant patients in each cohort with a homogeneous distribution of all characteristics across the baseline LIPI subgroups. There was a noticeable change in the distribution of LIPI categories due to a significant decrease in dNLR values during treatment. Although no patients shifted to a worse prognosis category, 20 (24.1%) transitioned from LIPI-1 to LIPI-0, and 7 (8.4%) moved from LIPI-2 to LIPI-1 (p < 0.001). Throughout a median observation period of 7.3 (IQR 3.9-15.1) months, a total of 158 irAEs (63.5%) were documented, with 121 (48.6%) and 39 (15.7%) patients experiencing mild to moderate and severe adverse events, respectively. Multivariate logistic regression analysis showed that the classification and changes in the LIPI score while on treatment were independent predictors of irAEs. The LIPI-0 group was found to have significantly increased odds of experiencing irAEs. Following a median follow-up period of 21.1 (95% CI 17.9-25.8) months, the multivariable Cox model confirmed LIPI categorization at any given time point as a significant covariate with influence on overall survival, irrespective of the treatment line. These findings suggest that reassessing the LIPI score after two cycles of treatment could help pinpoint patients particularly prone to immune-related toxicities. Those who maintain a good LIPI score or move from the intermediate to good category would be more likely to develop irAEs. The continuous assessment of LIPI provides prognostic insights and could be useful for predicting the benefit of PD-(L)1 checkpoint inhibitors.
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Affiliation(s)
- Fabrizio Nelli
- Medical Oncology Unit, Central Hospital of Belcolle, Department of Oncology and Hematology, Strada Sammartinese snc, 01100 Viterbo, Italy (E.M.R.)
| | - Agnese Fabbri
- Medical Oncology Unit, Central Hospital of Belcolle, Department of Oncology and Hematology, Strada Sammartinese snc, 01100 Viterbo, Italy (E.M.R.)
| | - Antonella Virtuoso
- Medical Oncology Unit, Central Hospital of Belcolle, Department of Oncology and Hematology, Strada Sammartinese snc, 01100 Viterbo, Italy (E.M.R.)
| | - Diana Giannarelli
- Biostatistics Unit, Scientific Directorate, Fondazione Policlinico Universitario A. Gemelli, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), 00168 Rome, Italy;
| | - Julio Rodrigo Giron Berrios
- Medical Oncology Unit, Central Hospital of Belcolle, Department of Oncology and Hematology, Strada Sammartinese snc, 01100 Viterbo, Italy (E.M.R.)
| | - Eleonora Marrucci
- Medical Oncology Unit, Central Hospital of Belcolle, Department of Oncology and Hematology, Strada Sammartinese snc, 01100 Viterbo, Italy (E.M.R.)
| | - Cristina Fiore
- Medical Oncology Unit, Central Hospital of Belcolle, Department of Oncology and Hematology, Strada Sammartinese snc, 01100 Viterbo, Italy (E.M.R.)
| | - Enzo Maria Ruggeri
- Medical Oncology Unit, Central Hospital of Belcolle, Department of Oncology and Hematology, Strada Sammartinese snc, 01100 Viterbo, Italy (E.M.R.)
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11
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Hilder R, Tsai K, Quandt Z, Isaacs D, Drakaki A, Xing Y, In GK, Angell TE, Lechner MG. Safety and efficacy of immune checkpoint inhibitor cancer therapy in patients with preexisting type 1 diabetes mellitus. Front Endocrinol (Lausanne) 2023; 14:1242830. [PMID: 38027216 PMCID: PMC10643762 DOI: 10.3389/fendo.2023.1242830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 10/11/2023] [Indexed: 12/01/2023] Open
Abstract
Introduction Immune checkpoint inhibitors (ICI) produce dramatic tumor shrinkage and durable responses in many advanced malignancies, but their use is limited by the development of immune-related adverse events (IRAEs) that occur in up to 60% of patients and often affect endocrine organs. Concern for more severe IRAEs in patients with preexisting autoimmune diseases, including type 1 diabetes mellitus (T1DM), has led to the exclusion of such individuals from clinical trials of ICI therapy. As a result, little is known about the safety and efficacy of ICI in this population. Here, we report safety and treatments outcomes in ICI-treated patients with preexisting T1DM. Methods This retrospective case-controlled study evaluated adult patients with T1DM who received ICI therapy for solid malignancies from 2015 to 2021 at four academic medical centers. Patients with prior ICI therapy, bone marrow transplantation, or pregnancy were excluded. We collected data on demographics, cancer diagnosis and treatment, IRAE incidence and severity, and diabetes management. Controls were matched 2:1 by age, sex, cancer diagnosis, and ICI therapy class. Results Of 12,142 cancer patients treated with ICI therapy, we identified 11 with a preexisting confirmed diagnosis of T1DM prior to starting ICI therapy. Mean age was 50.6 years, 63.6% were women, and most received anti-PD1/PDL1 monotherapy (10/11) compared with combination therapy (1/11). Grade 3/4 IRAEs were seen in 3/11 subjects with preexisting T1DM and were hepatitis, myositis, and myasthenia gravis. All three cases had interruption of ICI therapy and administration of adjunct therapies, including steroids, IVIG, or mycophenolate mofetil with resolution of the IRAE. The odds of all-grade IRAEs and of severe IRAEs were comparable between cases and controls matched for age, sex, cancer type, and ICI therapy [OR 0.83 (95% CI 0.2-3.56), p = 0.81, and OR 1.69 (0.31-9.36), p = 0.55, respectively]. Overall survival was not different between patients with T1DM and controls (p = 0.54). No patients had hospitalizations for diabetes-related complications during therapy. Discussion These data suggest that ICI monotherapy can successfully be used in patients with preexisting T1DM, with IRAE rates comparable with individuals without preexisting T1DM. Larger, prospective studies of these potentially life-saving ICI therapies that include patients with preexisting autoimmunity are warranted.
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Affiliation(s)
- Robin Hilder
- Department of Medicine, University of California, Los Angeles (UCLA)-Olive View Health System, Los Angeles, CA, United States
- Department of Medicine, University of California, Los Angeles (UCLA) Geffen School of Medicine, Los Angeles, CA, United States
| | - Karen Tsai
- Division of Endocrinology, City of Hope Comprehensive Cancer Center, Duarte, CA, United States
| | - Zoe Quandt
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Dayna Isaacs
- Department of Medicine, University of California, Los Angeles (UCLA) Geffen School of Medicine, Los Angeles, CA, United States
| | - Alexandra Drakaki
- Division of Hematology and Oncology, Department of Medicine, University of California, Los Angeles (UCLA) Geffen School of Medicine, Los Angeles, CA, United States
| | - Yan Xing
- Division of Oncology, City of Hope Comprehensive Cancer Center, Duarte, CA, United States
| | - Gino K. In
- Division of Hematology and Oncology, Department of Medicine, Keck School of Medicine of University of Southern California (USC), Los Angeles, CA, United States
| | - Trevor E. Angell
- Division of Endocrinology and Diabetes, Department of Medicine, Keck School of Medicine of University of Southern California (USC), Los Angeles, CA, United States
| | - Melissa G. Lechner
- Division of Endocrinology, Department of Medicine, University of California, Los Angeles (UCLA) Geffen School of Medicine, Los Angeles, CA, United States
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12
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Silverstein J, Wright F, Wang M, Young A, Kim D, De Dios K, Brondfield S, Quandt Z. Evaluating Survival After Hospitalization Due to Immune-Related Adverse Events From Checkpoint Inhibitors. Oncologist 2023; 28:e950-e959. [PMID: 37335906 PMCID: PMC10546826 DOI: 10.1093/oncolo/oyad135] [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: 11/18/2022] [Accepted: 04/14/2023] [Indexed: 06/21/2023] Open
Abstract
BACKGROUND As immune checkpoint inhibitors (CPI) are increasingly approved for cancer treatment, hospitalizations related to severe immune-related adverse events (irAE) will increase. Here, we identify patients hospitalized due to irAEs and describe survival outcomes across irAE, CPI, and cancer type. METHODS We identified patients hospitalized at our institution from January 2012 to December 2020 due to irAEs. Survival was analyzed using Kaplan-Meier survival curves with log-rank tests. RESULTS Of 3137 patients treated with CPIs, 114 (3.6%) were hospitalized for irAEs, resulting in 124 hospitalizations. Gastrointestinal (GI)/hepatic, endocrine, and pulmonary irAEs were the most common causes of irAE-related hospitalization. After CPI initiation, the average time to hospitalization was 141 days. Median survival from hospital admission was 980 days. Patients hospitalized due to GI/hepatic and endocrine irAEs had longer median survival than patients with pulmonary irAEs (795 and 949 days vs. 83 days [P < .001]). Patients with melanoma and renal cell carcinoma had longer median survival than patients with lung cancer (2792 days and not reached vs. 159 days [P < .001]). There was longer median survival in the combination group compared to the PD-(L)1 group (1471 vs. 529 days [P = .04]). CONCLUSIONS As CPI use increases, irAE-related hospitalizations will as well. These findings suggest that among patients hospitalized for irAEs, survival differs by irAE and cancer type, with worse survival for patients with irAE pneumonitis or lung cancer. This real-world data contributes to research pertaining to hospitalization due to severe irAEs, which may inform patient counseling and treatment decision-making.
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Affiliation(s)
- Jordyn Silverstein
- Department of Internal Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Francis Wright
- Department of Internal Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Michelle Wang
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, USA
- Graduate Program in Pharmaceutical Sciences and Pharmacogenomics, University of California, San Francisco, San Francisco, CA, USA
| | - Arabella Young
- Huntsman Cancer Institute, University of Utah Health Sciences Center, Salt Lake City, UT, USA
- Department of Pathology, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Daniel Kim
- Department of Internal Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Kimberly De Dios
- Division of Endocrinology, Metabolism and Diabetes, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Sam Brondfield
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
- Department of Medicine, Division of Hematology and Oncology, University of California, San Francisco, San Francisco, CA, USA
| | - Zoe Quandt
- Division of Endocrinology, Metabolism and Diabetes, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
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13
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Cortellino S, Quagliariello V, Delfanti G, Blaževitš O, Chiodoni C, Maurea N, Di Mauro A, Tatangelo F, Pisati F, Shmahala A, Lazzeri S, Spagnolo V, Visco E, Tripodo C, Casorati G, Dellabona P, Longo VD. Fasting mimicking diet in mice delays cancer growth and reduces immunotherapy-associated cardiovascular and systemic side effects. Nat Commun 2023; 14:5529. [PMID: 37684243 PMCID: PMC10491752 DOI: 10.1038/s41467-023-41066-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Accepted: 08/22/2023] [Indexed: 09/10/2023] Open
Abstract
Immune checkpoint inhibitors cause side effects ranging from autoimmune endocrine disorders to severe cardiotoxicity. Periodic Fasting mimicking diet (FMD) cycles are emerging as promising enhancers of a wide range of cancer therapies including immunotherapy. Here, either FMD cycles alone or in combination with anti-OX40/anti-PD-L1 are much more effective than immune checkpoint inhibitors alone in delaying melanoma growth in mice. FMD cycles in combination with anti-OX40/anti-PD-L1 also show a trend for increased effects against a lung cancer model. As importantly, the cardiac fibrosis, necrosis and hypertrophy caused by immune checkpoint inhibitors are prevented/reversed by FMD treatment in both cancer models whereas immune infiltration of CD3+ and CD8+ cells in myocardial tissues and systemic and myocardial markers of oxidative stress and inflammation are reduced. These results indicate that FMD cycles in combination with immunotherapy can delay cancer growth while reducing side effects including cardiotoxicity.
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Affiliation(s)
- S Cortellino
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy
- Laboratory of Pre-Clinical and Translational Research, IRCCS-CROB, Referral Cancer Center of Basilicata, 85028, Rionero in Vulture, Italy
| | - V Quagliariello
- Division of Cardiology, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, Naples, Italy
| | - G Delfanti
- Experimental Immunology Unit, Division of Immunology, Transplantation and Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - O Blaževitš
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy
| | - C Chiodoni
- Department of Experimental Oncology, Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | - N Maurea
- Division of Cardiology, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, Naples, Italy
| | - A Di Mauro
- Pathology and Cytopathology Unit, Department of Support to Cancer Pathways Diagnostics Area, Istituto Nazionale Tumori-IRCCS "Fondazione G. Pascale", 80131, Naples, Italy
| | - F Tatangelo
- Pathology and Cytopathology Unit, Department of Support to Cancer Pathways Diagnostics Area, Istituto Nazionale Tumori-IRCCS "Fondazione G. Pascale", 80131, Naples, Italy
| | - F Pisati
- Histopathology Unit, Cogentech Società Benefit srl, 20139, Milan, Italy
| | - A Shmahala
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy
| | - S Lazzeri
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy
| | - V Spagnolo
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy
| | - E Visco
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy
| | - C Tripodo
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy
- University of Palermo School of Medicine, Palermo, Italy
| | - G Casorati
- Experimental Immunology Unit, Division of Immunology, Transplantation and Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - P Dellabona
- Experimental Immunology Unit, Division of Immunology, Transplantation and Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - V D Longo
- IFOM, The AIRC Institute of Molecular Oncology, 20139, Milan, Italy.
- Longevity Institute and Davis School of Gerontology, University of Southern California, Los Angeles, CA, 90089, USA.
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14
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Allais BS, Fay CJ, Kim DY, Semenov YR, LeBoeuf NR. Cutaneous immune-related adverse events from immune checkpoint inhibitor therapy: Moving beyond "maculopapular rash". Immunol Rev 2023; 318:22-36. [PMID: 37583051 DOI: 10.1111/imr.13257] [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: 04/05/2023] [Accepted: 06/27/2023] [Indexed: 08/17/2023]
Abstract
Uncoupling toxicity from therapeutic effect lies at the foundation of the current state of the field of cutaneous immune-related adverse events to immune checkpoint inhibitor therapy. This will be achieved through understanding the drivers of toxicity, tumor response, and resistance via large, well-powered population-level studies, institutional cohort data, and cellular-level data. Increasing diagnostic specificity through the application of consensus disease definitions has the power to improve clinical care and each approach to research. Cutaneous immune-related adverse events are associated with increased survival, and their treatment must invoke the maintenance of a delicate balance between immunosuppression, anti-tumor effect of immune checkpoint inhibitor therapy, and quality of life. The multidisciplinary care of cancer patients with adverse events is critical to optimizing clinical and translational research outcomes and, as such, dermatologists are vital to moving the study of cutaneous adverse events forward.
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Affiliation(s)
- Blair S Allais
- Inova Schar Cancer Institute, Melanoma and Skin Cancer Center, Fairfax, Virginia, USA
| | - Christopher J Fay
- The Center for Cutaneous Oncology, Department of Dermatology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Daniel Y Kim
- Harvard-MIT Health Sciences and Technology Program, Harvard Medical School, Boston, Massachusetts, USA
| | - Yevgeniy R Semenov
- Harvard Medical School, Boston, Massachusetts, USA
- Department of Dermatology, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Nicole R LeBoeuf
- The Center for Cutaneous Oncology, Department of Dermatology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
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15
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Earland N, Zhang W, Usmani A, Nene A, Bacchiocchi A, Chen DY, Sznol M, Halaban R, Chaudhuri AA, Newman AM. CD4 T cells and toxicity from immune checkpoint blockade. Immunol Rev 2023; 318:96-109. [PMID: 37491734 PMCID: PMC10838135 DOI: 10.1111/imr.13248] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Accepted: 06/27/2023] [Indexed: 07/27/2023]
Abstract
Immune-related toxicities, otherwise known as immune-related adverse events (irAEs), occur in a substantial fraction of cancer patients treated with immune checkpoint inhibitors (ICIs). Ranging from asymptomatic to life-threatening, ICI-induced irAEs can result in hospital admission, high-dose corticosteroid treatment, ICI discontinuation, and in some cases, death. A deeper understanding of the factors underpinning severe irAE development will be essential for improved irAE prediction and prevention, toward maximizing the benefits and safety profiles of ICIs. In recent work, we applied mass cytometry, single-cell RNA sequencing, single-cell V(D)J sequencing, bulk RNA sequencing, and bulk T-cell receptor (TCR) sequencing to identify pretreatment determinants of severe irAE development in patients with advanced melanoma. Across 71 patients separated into three cohorts, we found that two baseline features in circulation-elevated activated CD4 effector memory T-cell abundance and TCR diversity-are associated with severe irAE development, independent of the affected organ system within 3 months of ICI treatment initiation. Here, we provide an extended perspective on this work, synthesize and discuss related literature, and summarize practical considerations for clinical translation. Collectively, these findings lay a foundation for data-driven and mechanistic insights into irAE development, with the potential to reduce ICI morbidity and mortality in the future.
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Affiliation(s)
- Noah Earland
- Division of Cancer Biology, Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, MO, USA
| | - Wubing Zhang
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
| | - Abul Usmani
- Division of Cancer Biology, Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | | | - Antonella Bacchiocchi
- Yale Cancer Center, Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - David Y. Chen
- Division of Dermatology, Washington University School of Medicine, St. Louis, MO, USA
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Mario Sznol
- Yale Cancer Center, Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Medicine, Division of Medical Oncology, Yale University School of Medicine, New Haven, CT, USA
| | - Ruth Halaban
- Yale Cancer Center, Yale University School of Medicine, New Haven, Connecticut, USA
- Department of Dermatology, Yale University School of Medicine, New Haven, CT, USA
| | - Aadel A. Chaudhuri
- Division of Cancer Biology, Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
- Division of Biology and Biomedical Sciences, Washington University School of Medicine, St. Louis, MO, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA
- Department of Computer Science and Engineering, Washington University in St. Louis, St. Louis, MO, USA
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Aaron M. Newman
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
- Stanford Cancer Institute, Stanford University, Stanford, CA, USA
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16
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Gong J, Neilan TG, Zlotoff DA. Mediators and mechanisms of immune checkpoint inhibitor-associated myocarditis: Insights from mouse and human. Immunol Rev 2023; 318:70-80. [PMID: 37449556 PMCID: PMC10528547 DOI: 10.1111/imr.13240] [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: 05/20/2023] [Accepted: 06/26/2023] [Indexed: 07/18/2023]
Abstract
The broad application of immune checkpoint inhibitors (ICIs) has led to significant gains in cancer outcomes. By abrogating inhibitory signals, ICIs promote T cell targeting of cancer cells but can frequently trigger autoimmune manifestations, termed immune-related adverse events (irAEs), affecting essentially any organ system. Among cardiovascular irAEs, immune-related myocarditis (irMyocarditis) is the most described and carries the highest morbidity. The currently recommended treatment for irMyocarditis is potent immunosuppression with corticosteroids and other agents, but this has limited evidence basis. The cellular pathophysiology of irMyocarditis remains poorly understood, though mouse models and human data have both implicated effector CD8+ T cells, some of which are specific for the cardiomyocyte protein α-myosin. While the driving molecular signals and transcriptional programs are not well defined, the involvement of chemokine receptors such as CCR5 and CXCR3 has been proposed. Fundamental questions regarding why only approximately 1% of ICI recipients develop irMyocarditis and why irMyocarditis carries a much worse prognosis than other forms of lymphocytic myocarditis remain unanswered. Further work in both murine systems and with human samples are needed to identify better tools for diagnosis, risk-stratification, and treatment.
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Affiliation(s)
- Jingyi Gong
- Cardio-Oncology Program, Division of Cardiology, Massachusetts General Hospital, Boston, MA
| | - Tomas G. Neilan
- Cardio-Oncology Program, Division of Cardiology, Massachusetts General Hospital, Boston, MA
- Cardiovascular Imaging Research Center, Department of Radiology and Division of Cardiology, Massachusetts General Hospital, Boston, MA
| | - Daniel A. Zlotoff
- Cardio-Oncology Program, Division of Cardiology, Massachusetts General Hospital, Boston, MA
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17
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Yakobson A, Rouvinov K, Cohen AY, Goldstein I, Abu Saleh O, Solomon A, Dudnik Y, Shalata W. Carpal Tunnel Syndrome Associated with Immune Checkpoint Inhibitors. J Pers Med 2023; 13:1340. [PMID: 37763109 PMCID: PMC10532569 DOI: 10.3390/jpm13091340] [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: 08/11/2023] [Revised: 08/26/2023] [Accepted: 08/28/2023] [Indexed: 09/29/2023] Open
Abstract
Immune checkpoint inhibitors (ICIs) have transformed the therapeutic approach to diverse malignancies, leading to substantial enhancements in patient prognosis. However, along with their benefits, ICIs also increase the incidence of immune-related adverse events (irAEs). In the present paper, we highlight four cases of carpal tunnel syndrome (CTS) as an uncommon manifestation of toxicity induced by ICIs. Although diagnosed with different malignancies, the patients were undergoing ICI therapy when they developed CTS-consistent side effects accompanied by severe neuropathy. Prompt treatment with corticosteroids, intravenous immunoglobulins, or methotrexate resulted in complete symptomatic relief for all patients. This article therefore emphasizes the importance of recognizing and managing rare adverse events associated with ICI use to ensure optimal patient care.
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Affiliation(s)
- Alexander Yakobson
- The Legacy Heritage Cancer Center & Larry Norton Institute, Soroka Medical Center, Beer Sheva 84105, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer Sheva 84105, Israel
| | - Keren Rouvinov
- The Legacy Heritage Cancer Center & Larry Norton Institute, Soroka Medical Center, Beer Sheva 84105, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer Sheva 84105, Israel
| | - Aharon Y. Cohen
- The Legacy Heritage Cancer Center & Larry Norton Institute, Soroka Medical Center, Beer Sheva 84105, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer Sheva 84105, Israel
| | - Iris Goldstein
- Department of Neurology, Soroka University Medical Center, Faculty of Health Sciences, Ben Gurion University, Beer Sheva 84105, Israel
- Department of Dermatology and Venereology, The Emek Medical Centre, Afula 18341, Israel
| | - Omar Abu Saleh
- Department of Neurology, Soroka University Medical Center, Faculty of Health Sciences, Ben Gurion University, Beer Sheva 84105, Israel
- Department of Dermatology and Venereology, The Emek Medical Centre, Afula 18341, Israel
| | - Adam Solomon
- Medical School for International Health and Sciences, Ben-Gurion University, Beer-Sheva 84105, Israel
| | - Yulia Dudnik
- The Legacy Heritage Cancer Center & Larry Norton Institute, Soroka Medical Center, Beer Sheva 84105, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer Sheva 84105, Israel
| | - Walid Shalata
- The Legacy Heritage Cancer Center & Larry Norton Institute, Soroka Medical Center, Beer Sheva 84105, Israel
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer Sheva 84105, Israel
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18
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Chen S, Guevara M, Ramirez N, Murray A, Warner JL, Aerts HJWL, Miller TA, Savova GK, Mak RH, Bitterman DS. Natural Language Processing to Automatically Extract the Presence and Severity of Esophagitis in Notes of Patients Undergoing Radiotherapy. JCO Clin Cancer Inform 2023; 7:e2300048. [PMID: 37506330 DOI: 10.1200/cci.23.00048] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 05/05/2023] [Accepted: 05/26/2023] [Indexed: 07/30/2023] Open
Abstract
PURPOSE Radiotherapy (RT) toxicities can impair survival and quality of life, yet remain understudied. Real-world evidence holds potential to improve our understanding of toxicities, but toxicity information is often only in clinical notes. We developed natural language processing (NLP) models to identify the presence and severity of esophagitis from notes of patients treated with thoracic RT. METHODS Our corpus consisted of a gold-labeled data set of 1,524 clinical notes from 124 patients with lung cancer treated with RT, manually annotated for Common Terminology Criteria for Adverse Events (CTCAE) v5.0 esophagitis grade, and a silver-labeled data set of 2,420 notes from 1,832 patients from whom toxicity grades had been collected as structured data during clinical care. We fine-tuned statistical and pretrained Bidirectional Encoder Representations from Transformers-based models for three esophagitis classification tasks: task 1, no esophagitis versus grade 1-3; task 2, grade ≤1 versus >1; and task 3, no esophagitis versus grade 1 versus grade 2-3. Transferability was tested on 345 notes from patients with esophageal cancer undergoing RT. RESULTS Fine-tuning of PubMedBERT yielded the best performance. The best macro-F1 was 0.92, 0.82, and 0.74 for tasks 1, 2, and 3, respectively. Selecting the most informative note sections during fine-tuning improved macro-F1 by ≥2% for all tasks. Silver-labeled data improved the macro-F1 by ≥3% across all tasks. For the esophageal cancer notes, the best macro-F1 was 0.73, 0.74, and 0.65 for tasks 1, 2, and 3, respectively, without additional fine-tuning. CONCLUSION To our knowledge, this is the first effort to automatically extract esophagitis toxicity severity according to CTCAE guidelines from clinical notes. This provides proof of concept for NLP-based automated detailed toxicity monitoring in expanded domains.
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Affiliation(s)
- Shan Chen
- Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
| | - Marco Guevara
- Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
| | - Nicolas Ramirez
- Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
| | - Arpi Murray
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
| | - Jeremy L Warner
- Population Sciences Program, Legorreta Cancer Center, Brown University, Providence, RI
- Lifespan Cancer Institute, Providence, RI
| | - Hugo J W L Aerts
- Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
- Radiology and Nuclear Medicine, GROW & CARIM, Maastricht University, Maastricht, the Netherlands
| | - Timothy A Miller
- Computational Health Informatics Program, Boston Children's Hospital, Boston, MA
| | - Guergana K Savova
- Computational Health Informatics Program, Boston Children's Hospital, Boston, MA
| | - Raymond H Mak
- Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
| | - Danielle S Bitterman
- Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital/Dana-Farber Cancer Institute, Boston, MA
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Olsson Ladjevardi C, Koliadi A, Rydén V, Inan El‐Naggar A, Digkas E, Valachis A, Ullenhag GJ. Predicting immune-related adverse events using a simplified frailty score in cancer patients treated with checkpoint inhibitors: A retrospective cohort study. Cancer Med 2023; 12:13217-13224. [PMID: 37132258 PMCID: PMC10315811 DOI: 10.1002/cam4.6013] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 04/16/2023] [Accepted: 04/21/2023] [Indexed: 05/04/2023] Open
Abstract
OBJECTIVE Checkpoint inhibitors (CPIs) are in widespread clinical use. Little is known about which patients are at risk for developing toxicity. It is essential being able to identify patients with higher risk of experiencing immune-related adverse events (IRAEs) before initiation of CPI treatment to optimize treatment decisions and follow-up strategy. The aim of this study was to investigate whether a simplified frailty score based on performance status (PS), age, and comorbidity expressed as Charlson comorbidity index (CCI) could predict development of IRAEs. METHODS We performed a retrospective cohort study at three Swedish centers. All patients (n = 596) treated with PD-L1 or PD-1 inhibitor for advanced cancer between January 2017 and December 2021 were included. RESULTS In total, 361 patients (60.6%) were classified as nonfrail and 235 (39.4%) as frail. The most common cancer type was non-small cell lung cancer (n = 203; 34.1%) followed by malignant melanoma (n = 195; 32.7%). Any grade of IRAE occurred in 138 (58.7%) frail and in 155 (42.9%) non-frail patients (OR: 1.58; 95% CI: 1.09-2.28). Age, CCI, and PS did not independently predict the occurrence of IRAEs. Multiple IRAEs occurred in 53 (22.6%) frail and in 45 (12.5%) nonfrail patients (OR: 1.62; 95% CI: 1.00-2.64). DISCUSSION In conclusion, the simplified frailty score predicted all grade IRAEs and multiple IRAEs in multivariate analyses whereas age, CCI, or PS did not separately predict development of IRAEs suggesting that this easy-to-use score may be of value in clinical decision making but a large prospective study is needed to assess its true value.
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Affiliation(s)
- Cecilia Olsson Ladjevardi
- Department of Immunology, Genetics, and PathologyUppsala UniversityUppsalaSweden
- Department of OncologyUppsala University HospitalUppsalaSweden
| | - Anthoula Koliadi
- Department of Immunology, Genetics, and PathologyUppsala UniversityUppsalaSweden
- Department of OncologyUppsala University HospitalUppsalaSweden
| | - Viktoria Rydén
- Department of Immunology, Genetics, and PathologyUppsala UniversityUppsalaSweden
- Department of OncologyUppsala University HospitalUppsalaSweden
| | - Ali Inan El‐Naggar
- Department of Oncology, Faculty of Medicine and HealthÖrebro UniversityÖrebroSweden
| | - Evangelos Digkas
- Department of Immunology, Genetics, and PathologyUppsala UniversityUppsalaSweden
- Department of OncologyMälarsjukhusetEskilstunaSweden
| | - Antonios Valachis
- Department of Oncology, Faculty of Medicine and HealthÖrebro UniversityÖrebroSweden
| | - Gustav J. Ullenhag
- Department of Immunology, Genetics, and PathologyUppsala UniversityUppsalaSweden
- Department of OncologyUppsala University HospitalUppsalaSweden
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20
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Luo L, Liu Y, Lu J, Zhang Y, Fan G, Tang X, Guo W. Risk factors for cardiovascular adverse events from immune checkpoint inhibitors. Front Oncol 2023; 13:1104888. [PMID: 37188194 PMCID: PMC10175812 DOI: 10.3389/fonc.2023.1104888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 02/07/2023] [Indexed: 05/17/2023] Open
Abstract
Immune-related adverse events (irAEs), including skin injury, liver and kidney injury, colitis, as well as cardiovascular adverse events, are a series of complications arising during the treatment of immune checkpoint inhibitors (ICIs). Cardiovascular events are the most urgent and the most critical, as they can end life in a short period of time. With the widespread use of ICIs, the number of immune-related cardiovascular adverse events (irACEs) induced by ICIs has increased. More attention has been paid to irACEs, especially regarding cardiotoxicity, the pathogenic mechanism, diagnosis and treatment. This review aims to assess the risk factors for irACEs, to raise awareness and help with the risk assessment of irACEs at an early stage.
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Affiliation(s)
- Lingli Luo
- Medical College, Hunan Polytechnic of Environment and Biology, Hengyang, China
| | - Yuxin Liu
- College of Traditional Chinese Medicine, Hunan University of Chinese Medicine, Changsha, China
| | - Jingfen Lu
- The First Clinical Medical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yifei Zhang
- The First Teaching Hospital, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Gang Fan
- Urology Department, Huazhong University of Science and Technology Union Shenzhen Hospital, the 6th Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, China
| | - Xiaojun Tang
- Department of Spinal Surgery, The Second Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, China
| | - Weiming Guo
- Sports Medicine Department, Huazhong University of Science and Technology Union Shenzhen Hospital, the 6th Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, China
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21
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Xin Z, You L, Na F, Li J, Chen M, Song J, Bai L, Chen J, Zhou J, Ying B. Immunogenetic variations predict immune-related adverse events for PD-1/PD-L1 inhibitors. Eur J Cancer 2023; 184:124-136. [PMID: 36917924 DOI: 10.1016/j.ejca.2023.01.034] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2022] [Accepted: 01/30/2023] [Indexed: 02/24/2023]
Abstract
BACKGROUND PD-1/PD-L1 inhibitors have brought remarkable benefits but can cause profound immune-related adverse events (irAEs). The host immunogenetic background is likely to play a role in irAE susceptibility. In this study, we aimed to identify potential immunogenetic biomarkers to predict irAEs. METHODS Patients with solid tumours receiving PD-1/PD-L1 blockade were recruited and followed up. Genes considered pivotal contributors to tumour-immunity and autoimmune diseases were screened out via protein-protein interaction network and Cytoscape. Consequently, thirty-nine variants in eighteen genes were genotyped using the multiplex genotyping assay. Association analysis between genetic variants and irAEs as well as irAEs-free survival was performed. RESULTS Four immunogenetic variants as predictive biomarkers of irAEs were identified. The C allele of Mitogen-Activated Protein Kinase 1 (MAPK1) rs3810610 (odds ratio [OR] = 1.495, 95% confidence interval [CI] = 1.093-2.044, P = 0.012) was a risk predictor while the A allele of PTPRC rs6428474 (OR = 0.717, 95% CI = 0.521-0.987, P = 0.041) was a protective factor for all-grade irAEs. The A allele of ADAD1 rs17388568 (OR = 2.599, 95% CI = 1.355-4.983, P = 0.003) increased the risk while the G allele of IL6 rs1800796 (OR = 0.425, 95% CI = 0.205-0.881, P = 0.018) protected patients from high-grade irAEs. Significant immunogenetic variants reached a similar tendency in PD-1 blockade or lung cancer subgroups. In multivariate Cox regression analysis, the MAPK1 rs3810610 was an independent factor regarding all-grade irAEs-free survival (CC versus CT or TT: hazard ratio [HR] = 0.71, 95% CI = 0.52-0.99, P = 0.042). ADAD1 rs17388568 (AA versus AG or GG: HR = 0.11, 95% CI = 0.025-0.49, P = 0.004) and IL6 rs1800796 (GG or GC versus CC: HR = 3.10, 95% CI = 1.315-7.29, P = 0.01) were independent variables for high-grade irAEs-free survival. CONCLUSION We first identified several immunogenetic polymorphisms associated with irAEs and irAEs-free survival in PD-1/PD-L1 blockade-treated tumour patients, and they may serve as potential predictive biomarkers.
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Affiliation(s)
- Zhaodan Xin
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China
| | - Liting You
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China; Laboratory of Aging Research and Cancer Drug Target, State Key Laboratory of Biotherapy, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, PR China
| | - Feifei Na
- Department of Thoracic Cancer, West China Hospital, Sichuan University, Chengdu, 610041, PR China
| | - Jin Li
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China
| | - Min Chen
- Department of Laboratory Medicine, The First Affiliated Hospital of Hainan Medical College, Haikou, Hainan Province 570100, PR China
| | - Jiajia Song
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China
| | - Ling Bai
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China
| | - Jie Chen
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China.
| | - Juan Zhou
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China.
| | - Binwu Ying
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041, PR China.
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22
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Zheng LP, Yang J, Chen XW, Li LC, Sun JG. Correlation of preclinical and clinical biomarkers with efficacy and toxicity of cancer immunotherapy. Ther Adv Med Oncol 2023; 15:17588359231163807. [PMID: 37113734 PMCID: PMC10126660 DOI: 10.1177/17588359231163807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 02/27/2023] [Indexed: 04/29/2023] Open
Abstract
Immune checkpoint inhibitors (ICIs) have revealed significant clinical values in different solid tumors and hematological malignancy, changing the landscape for the treatment of multiple types of cancer. However, only a subpopulation of patients has obvious tumor response and long-term survival after ICIs treatment, and many patients may experience other undesirable clinical features. Therefore, biomarkers are critical for patients to choose exact optimum therapy. Here, we reviewed existing preclinical and clinical biomarkers of immunotherapeutic efficacy and immune-related adverse events (irAEs). Based on efficacy prediction, pseudoprogression, hyperprogressive disease, or irAEs, these biomarkers were divided into cancer cell-derived biomarkers, tumor microenvironment-derived biomarkers, host-derived biomarkers, peripheral blood biomarkers, and multi-modal model and artificial intelligence assessment-based biomarkers. Furthermore, we describe the relation between ICIs efficacy and irAEs. This review provides the overall perspective of biomarkers of immunotherapeutic outcome and irAEs prediction during ICIs treatment.
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Affiliation(s)
| | | | - Xie-Wan Chen
- Department of Basic Medicine, Army Medical University, Chongqing, China
| | - Ling-Chen Li
- Cancer Institute, Xinqiao Hospital, Army Medical University, Chongqing, China
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23
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Prognostic Significance of the Severity of Immune-Related Adverse Events in Advanced Cancer Patients Treated with PD-1/PD-L1 Inhibitors: A Real-World Data Analysis. Target Oncol 2023; 18:147-158. [PMID: 36515782 DOI: 10.1007/s11523-022-00936-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/16/2022] [Indexed: 12/15/2022]
Abstract
BACKGROUND There is limited evidence regarding immune-related adverse events (irAEs) in Asian cancer patients treated with antibodies directed against programmed cell death-1 (PD-1) or programmed cell death-ligand 1 (PD-L1). OBJECTIVE This study aimed to investigate the clinical patterns and prognostic significance of grade 1-2 and grade ≥ 3 irAEs by PD-1/PD-L1 inhibitors in cancer patients using real-world clinical data. PATIENTS AND METHODS We conducted a retrospective study of cancer patients who received pembrolizumab, nivolumab, or atezolizumab at a tertiary hospital in South Korea. Incidence, time to onset, and grade 1-2 and grade ≥ 3 irAE risk factors were analyzed from medical records. The association of irAE severity with progression-free survival (PFS) and prognostic factors for PFS were evaluated. RESULTS Among a total of 431 patients, irAEs occurred in 45.2%, and 9.5% were grade ≥ 3 irAEs. There were no significant differences in the median time to onset based on severity. Risk factors for the development of grade ≥ 3 irAEs were the presence of autoimmune disorders or diabetes mellitus. The median PFS was significantly different at 13.20, 9.00 and 4.17 months for the grade 1-2, grade ≥ 3, and no irAE groups, respectively. An increase in administration cycles was associated with a reduced risk of progression in patients with grade 1-2 and grade ≥ 3 irAEs. CONCLUSIONS The development of grade ≥ 3 irAEs was affected by comorbidities and associated with improved PFS compared with those without irAEs. Our findings identified the real-world epidemiology, risk factors, and prognostic significance of irAEs, which may guide treatment decisions of PD-1/PD-L1 inhibitors.
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24
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Basak EA, Vermeer NS, de Joode K, Hurkmans DP, Velthuis DEM, Oomen-de Hoop E, Schreurs MWJ, Bins S, Koolen SLW, Debets R, van der Veldt AAM, Aerts JGJV, Joosse A, Mathijssen RHJ. Associations between patient and disease characteristics and severe adverse events during immune checkpoint inhibitor treatment: An observational study. Eur J Cancer 2022; 174:113-120. [PMID: 35988409 DOI: 10.1016/j.ejca.2022.07.015] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 07/10/2022] [Accepted: 07/12/2022] [Indexed: 12/17/2022]
Abstract
AIM With increasing use of immune checkpoint inhibitors (ICIs) more patients will develop severe and potentially life-threatening immune-related adverse events (irAEs). So far, predictive models for the occurrence of grade ≥3 irAEs are lacking. Therefore, we analysed associations between patient and disease characteristics, and the occurrence of grade ≥3 irAEs. METHODS Patients with cancer who were treated with anti-PD-1 (+/-anti-CTLA-4) between July 2015 and February 2020, and who were prospectively included in the MULTOMAB-trial, were eligible for this cohort study. Time to and occurrence of grade ≥3 irAEs according to CTCAE v5.0 were retrospectively registered. The associations between patient and disease characteristics and irAE occurrence were analysed using the competing risk cox-regression model of Fine and Gray. Analyses were performed separately in patients treated with monotherapy (anti-PD-1) and combination therapy (anti-PD-1 + anti-CTLA-4). Subgroup analyses were performed in tumour types with the highest number of patients; melanoma and NSCLC. RESULTS Out of 641 patients, 106 patients (17%) experienced grade ≥3 irAEs. None of the analysed factors were associated with grade ≥3 irAE occurrence in the monotherapy (n = 550) or the combination therapy (n = 91) groups, nor in the subgroup analyses. Of interest, none of the patients with NSCLC with a WHO performance status of 0 (n = 34) experienced grade ≥3 irAEs. Most common NSCLC histology types were adenocarcinoma (n = 99/55%) and squamous cell carcinoma (n = 39/22%). CONCLUDING STATEMENT This study shows that patient and disease characteristics are not able to predict the occurrence of serious AEs in patients treated with ICIs.
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Affiliation(s)
- Edwin A Basak
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands.
| | - Niels S Vermeer
- Dept. of Hospital Pharmacy, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Karlijn de Joode
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Daan P Hurkmans
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Dorian E M Velthuis
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Esther Oomen-de Hoop
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Marco W J Schreurs
- Dept. of Immunology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Sander Bins
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Stijn L W Koolen
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands; Dept. of Hospital Pharmacy, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Reno Debets
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Astrid A M van der Veldt
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands; Dept. of Radiology and Nuclear Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Joachim G J V Aerts
- Dept. of Pulmonology, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Arjen Joosse
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Ron H J Mathijssen
- Dept. of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
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25
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Deharo F, Carvelli J, Cautela J, Garcia M, Sarles C, Maues de Paula A, Bourenne J, Gainnier M, Bichon A. Immune Checkpoint Inhibitor-Induced Myositis/Myocarditis with Myasthenia Gravis-like Misleading Presentation: A Case Series in Intensive Care Unit. J Clin Med 2022; 11:jcm11195611. [PMID: 36233479 PMCID: PMC9573481 DOI: 10.3390/jcm11195611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 09/13/2022] [Accepted: 09/16/2022] [Indexed: 11/21/2022] Open
Abstract
Introduction: Immune checkpoint inhibitors (ICIs) are a major breakthrough in cancer treatment. Their increasingly frequent use leads to an uprising incidence of immune-related adverse events (irAEs). Among those, myocarditis is the most reported fatal cardiovascular irAE, frequently associated with ICI-related myositis. Case series: Here, we report three cases of ICI-induced myocarditis/myositis with an extremely severe myasthenia gravis-like (MG-like) presentation, highlighting the main challenges in irAEs management. These patients were over 60 years old and presented an ongoing melanoma, either locally advanced or metastatic, treated with ICI combinations. Shortly after the first or second ICI infusion, they were admitted in an intensive care unit (ICU) for grade 3 ICI-induced MG-like symptoms leading to acute respiratory failure (ARF) requiring invasive mechanical ventilation (IMV). The initial misdiagnosis was later corrected to severe ICI-induced seronegative myocarditis/myositis upon biological results and histopathology from muscular/endomyocardial biopsies. All of them received urgent high-dose corticosteroids pulses. The oldest patient died prematurely, but the two others received targeted therapies leading to complete recovery for one of them. Discussion: These cases highlight the four main challenges of irAEs, encompassing the lack of knowledge among physicians, the risk of misdiagnosis due to numerous and non-specific symptoms, the frequent overlapping forms of irAEs, and the extremely rare MG-like misleading presentation of myocarditis/myositis. The exact pathophysiology of irAEs remains unclear, although a major involvement of the lymphoid compartment (specifically T lymphocytes) was evidenced. Therapeutic management is based on urgent high-dose corticosteroids. For the severest forms of irAEs, case-by-case targeted immunosuppressive therapies should be urgently administered upon multidisciplinary meetings. Conclusion: These cases highlight the lack of knowledge of irAEs among physicians, aggravated by misleading overlapping forms, requiring specific management in trained units and multidisciplinary care. Severe MG-like presentation of irAEs constitutes an absolute therapeutic emergency with high-dose corticosteroids and targeted immunosuppressive therapy.
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26
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Irabor OC, Nelson N, Shah Y, Niazi MK, Poiset S, Storozynsky E, Singla DK, Hooper DC, Lu B. Overcoming the cardiac toxicities of cancer therapy immune checkpoint inhibitors. Front Oncol 2022; 12:940127. [PMID: 36185227 PMCID: PMC9523689 DOI: 10.3389/fonc.2022.940127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Accepted: 08/29/2022] [Indexed: 11/13/2022] Open
Abstract
Immune checkpoint inhibitors (ICIs) have led recent advances in the field of cancer immunotherapy improving overall survival in multiple malignancies with abysmal prognoses prior to their introduction. The remarkable efficacy of ICIs is however limited by their potential for systemic and organ specific immune-related adverse events (irAEs), most of which present with mild to moderate symptoms that can resolve spontaneously, with discontinuation of therapy or glucocorticoid therapy. Cardiac irAEs however are potentially fatal. The understanding of autoimmune cardiotoxicity remains limited due to its rareness. In this paper, we provide an updated review of the literature on the pathologic mechanisms, diagnosis, and management of autoimmune cardiotoxicity resulting from ICIs and their combinations and provide perspective on potential strategies and ongoing research developments to prevent and mitigate their occurrence.
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Affiliation(s)
- Omoruyi Credit Irabor
- Department of Radiation Oncology, Sidney Kimmel Cancer Center, Philadelphia, PA, United States
- Department of Radiation Oncology, Thomas Jefferson University, Philadelphia, PA, United States
- *Correspondence: Omoruyi Credit Irabor,
| | - Nicolas Nelson
- Sidney Kimmel Medical College (SKMC), Philadelphia, PA, United States
| | - Yash Shah
- Sidney Kimmel Medical College (SKMC), Philadelphia, PA, United States
| | - Muneeb Khan Niazi
- Department of Radiation Oncology, Sidney Kimmel Cancer Center, Philadelphia, PA, United States
- Department of Radiation Oncology, Thomas Jefferson University, Philadelphia, PA, United States
| | - Spencer Poiset
- Department of Radiation Oncology, Sidney Kimmel Cancer Center, Philadelphia, PA, United States
- Department of Radiation Oncology, Thomas Jefferson University, Philadelphia, PA, United States
| | - Eugene Storozynsky
- Division of Cardiology, Thomas Jefferson University Hospital, Philadelphia, PA, United States
| | - Dinender K. Singla
- Division of Metabolic and Cardiovascular Sciences, Burnett School of Biomedical Sciences, College of Medicine, University of Central Florida, Orlando, FL, United States
| | - Douglas Craig Hooper
- Sidney Kimmel Medical College (SKMC), Philadelphia, PA, United States
- Department of Pharmacology, Physiology, and Cancer Biology, Thomas Jefferson University, Philadelphia, PA, United States
| | - Bo Lu
- Department of Radiation Oncology, Sidney Kimmel Cancer Center, Philadelphia, PA, United States
- Department of Radiation Oncology, Thomas Jefferson University, Philadelphia, PA, United States
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Young RB, Panchal H, Ma W, Chen S, Steele A, Iannucci A, Li T. Hospitalized cancer patients with comorbidities and low lymphocyte counts had poor clinical outcomes to immune checkpoint inhibitors. Front Oncol 2022; 12:980181. [PMID: 36185315 PMCID: PMC9515784 DOI: 10.3389/fonc.2022.980181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 08/22/2022] [Indexed: 01/26/2023] Open
Abstract
Background Immune checkpoint inhibitor (ICI) therapy has improved survivals with a favorable toxicity profile in a variety of cancer patients. We hypothesized that hospitalized cancer patients who have acute or chronic comorbidities may have suppressed immune systems and poor clinical outcomes to ICIs. The objective of this study was to explore clinical outcomes and predictive factors of hospitalized cancer patients who received ICI therapy at an NCI-designated Comprehensive Cancer Center. Methods A retrospective review of electronic medical records was conducted for adult cancer patients who received an FDA-approved ICI during admission from 08/2016 to 01/2022. For each patient we extracted demographics, cancer histology, comorbidities, reasons for hospitalization, ICI administered, time from treatment to discharge, time from treatment to progression or death, and complete blood counts. Progression-free survival (PFS) and overall survival (OS) were estimated using the Kaplan-Meier method and compared using the log-rank test. The 95% confidence interval for survival was calculated using the exact binomial distribution. Statistical significance was defined as 2-sided p<0.05. Results Of 37 patients identified, 2 were excluded due to lack of complete blood counts on admission. Average hospital stay was 24.2 (95% CI 16.5, 31.9) days. Ten (27.0%) patients died during the same hospitalization as treatment. Of those who followed up, 22 (59.5%) died within 90 days of inpatient therapy. The median PFS was 0.86 (95% CI 0.43, 1.74) months and median OS was 1.55 (95% CI 0.76, 3.72) months. Patients with ≥3 comorbidities had poorer PFS (2.4 vs. 0.4 months; p=0.0029) and OS (5.5 vs. 0.6 months; p=0.0006). Pre-treatment absolute lymphocyte counts (ALC) <600 cells/µL were associated with poor PFS (0.33 vs. 1.35 months; p=0.0053) and poor OS (0.33 vs. 2.34 months; p=0.0236). Pre-treatment derived neutrophil to lymphocyte ratio (dNLR) <4 was associated with good median PFS (1.6 vs. 0.4 months; p=0.0157) and OS (2.8 vs. 0.9 months; p=0.0375). Conclusions Administration of ICI therapy was associated with poor clinical outcomes and high rates of both inpatient mortality and 90-day mortality after inpatient ICI therapy. The presence of ≥3 comorbidities, ALC <600/μL, or dNLR >4 in hospitalized patients was associated with poor survival outcomes.
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Affiliation(s)
- Richard Benjamin Young
- Division of Hematology/Oncology, Department of Internal Medicine, University of California Davis School of Medicine, University of California Davis Comprehensive Cancer Center, Sacramento, CA, United States
| | - Hemali Panchal
- Division of Hematology/Oncology, Department of Internal Medicine, University of California Davis School of Medicine, University of California Davis Comprehensive Cancer Center, Sacramento, CA, United States
| | - Weijie Ma
- Division of Hematology/Oncology, Department of Internal Medicine, University of California Davis School of Medicine, University of California Davis Comprehensive Cancer Center, Sacramento, CA, United States
| | - Shuai Chen
- Division of Biostatistics, Department of Public Health Sciences, University of California, Davis, Davis, CA, United States
| | - Aaron Steele
- Department of Pharmacy Services, University of California (UC) Davis Health, University of California (UC) Davis Comprehensive Cancer Center, Sacramento, CA, United States
| | - Andrea Iannucci
- Department of Pharmacy Services, University of California (UC) Davis Health, University of California (UC) Davis Comprehensive Cancer Center, Sacramento, CA, United States
| | - Tianhong Li
- Division of Hematology/Oncology, Department of Internal Medicine, University of California Davis School of Medicine, University of California Davis Comprehensive Cancer Center, Sacramento, CA, United States
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Majety P, Groysman A, Seery V, Shea M, Hou R. Monitoring Endocrine Complications of Immunotherapy: A Screening Tool. Cureus 2022; 14:e26859. [PMID: 35974849 PMCID: PMC9375107 DOI: 10.7759/cureus.26859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/09/2022] [Indexed: 11/05/2022] Open
Abstract
Introduction The advent of immunotherapy has revolutionized cancer therapy in recent years. Immunotherapy using monoclonal antibodies against checkpoint molecules, including programmed death (PD)-1, PD ligand (PD-L)1, and cytotoxic T-lymphocyte antigen 4 (CTLA)-4, has become a cornerstone in cancer therapy. However, due to the physiologic role of checkpoint molecules in preventing autoimmunity, immune-related adverse events (irAEs) have emerged as frequent complications. As the use of immunotherapy increases, a better understanding of irAEs and screening tools for timely diagnosis and management are needed. Materials and methods We surveyed oncology providers at our institution with 10 questions assessing their knowledge, and comfort levels in diagnosing and managing endocrine irAEs. We created an endocrine clinic referral order specifically for oncology-related endocrinopathies and created a screening tool for diagnosing these endocrinopathies. We met with our oncology providers in three different hour-long sessions. A post-intervention survey was sent out six months after our initial meeting to assess changes in the participants' knowledge and comfort levels. We also reviewed the electronic medical records system for the number of new referrals to endocrinology clinic. Results A total of 27 (N) participants responded to the initial survey and 14 (n) responded to the subsequent survey six months later. Based on the initial survey, only a minority (26%) of respondents were comfortable diagnosing and managing (15%) immunotherapy-related adrenal dysfunction whereas more respondents were comfortable diagnosing (55%) and managing (56%) thyroid dysfunction. The majority (67%) of the respondents knew which immunotherapies commonly are implicated in hypophysitis but only 42% of them were aware of the next steps of its management. We noted a significant increase in self-reported comfort levels in diagnosing (p < 0.05) and managing (p < 0.05) adrenal disorders post-intervention. There was also a trend of improvement in participants' comfort levels regarding diagnosing and managing thyroid dysfunction, management of hypophysitis, and immunotherapies implicated in thyroid dysfunction but the changes did not reach statistical significance. There was no significant change in their knowledge regarding immunotherapies implicated in hypophysitis and natural history of thyroid dysfunction in this setting. In the six months following our intervention, 30% (n=21) of the patients referred to the endocrine clinic were for immune-related endocrinopathies compared to 19% (n=7) of patients over a similar duration before the intervention. Data on the time between referral and endocrinology appointment was available for 16 out of the 21 patients and the mean (±SD) time to endocrine clinic appointment was 2.66 (±1.95) weeks. Nine (43%) of the 21 referred patients were seen in endocrinology clinic within two weeks. Conclusions Although immune-related endocrinopathies are rarely fatal, they have a significant impact on patients' quality of life. Endocrinopathies are typically manageable with prompt recognition and treatment. But the subtle and non-specific manifestations make the diagnostic process a challenge. Standardized and practical screening tools can help in diagnosing these adverse events promptly, seeking specialized care if needed and may also aid in reducing healthcare-related costs.
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Affiliation(s)
- Priyanka Majety
- Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, USA
| | - Anna Groysman
- Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, USA
| | - Virginia Seery
- Medical Oncology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, USA
| | - Meghan Shea
- Medical Oncology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, USA
| | - Runhua Hou
- Endocrinology, Diabetes, and Metabolism, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, USA
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Chennamadhavuni A, Abushahin L, Jin N, Presley CJ, Manne A. Risk Factors and Biomarkers for Immune-Related Adverse Events: A Practical Guide to Identifying High-Risk Patients and Rechallenging Immune Checkpoint Inhibitors. Front Immunol 2022; 13:779691. [PMID: 35558065 PMCID: PMC9086893 DOI: 10.3389/fimmu.2022.779691] [Citation(s) in RCA: 130] [Impact Index Per Article: 65.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Accepted: 03/31/2022] [Indexed: 12/19/2022] Open
Abstract
Immune-related adverse events (irAEs) are a range of complications associated with the use of immune-checkpoint inhibitors (ICIs). Two major classes of ICIs widely used are Cytotoxic T-Lymphocyte Antigen 4 (CTLA4) and Programmed Cell death-1 (PD-1)/Programmed death-ligand 1 (PD-L1) inhibitors. High-grade irAEs are life-threatening and often cause a severe decline in performance status in such that patients do not qualify for any further anticancer treatments. It is difficult to generalize the evidence in the current literature on risk factors or biomarkers for the entire class of ICIs as the studies so far are either disease-specific (e.g., lung cancer or melanoma) or ICI agent-specific (e.g., pembrolizumab, ipilimumab) or irAE-specific (e.g., pneumonitis or gastritis). In this review, risk factors and biomarkers to consider before initiating or monitoring ICI are listed with a practical purpose in day-to-day practice. Risk factors are grouped into demographics and social history, medical history, and medication history, tumor-specific and agent-specific risk factors. A higher risk of irAE is associated with age <60 years, high body mass index, women on CTLA4 and men on PD-1/PD-L1 agents, and chronic smokers. Patients with significant kidney (Stage IV-V), cardiac (heart failure, coronary artery disease, myocardial infarction, hypertension), and lung (asthma, pulmonary fibrosis, and chronic obstructive pulmonary disease) are at a higher risk of respective organ-specific irAEs. Pre-existing autoimmune disease and chronic use of certain drugs (proton pump inhibitors, diuretics, anti-inflammatory drugs) also increase the irAE-risk. Biomarkers are categorized into circulating blood counts, cytokines, autoantibodies, HLA genotypes, microRNA, gene expression profiling, and serum proteins. The blood counts and certain protein markers (albumin and thyroid-stimulating hormone) are readily accessible in current practice. High neutrophil-lymphocyte ratio, eosinophil/monocyte/lymphocyte counts; TSH and troponins at diagnosis and drop in the white count and lymphocyte count can predict irAE. Other biomarkers with limited evidence are cytokines, autoantibodies, HLA genotypes, microRNA, and gene expression profiling. With fast-expanding approvals for ICIs in various cancer types, knowledge on risk factors and biomarkers can help providers assess the irAE-risk of their patients. Prospective disease and agent-specific studies are needed to provide further insight on this essential aspect of ICI therapy.
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Affiliation(s)
- Adithya Chennamadhavuni
- University of Iowa Hospitals and Clinics, Holden Comprehensive Cancer Center, Iowa City, IA, United States
| | - Laith Abushahin
- Department of Internal Medicine, Division of Medical Oncology at the Arthur G. James Cancer Hospital and Richard J. Solove Research Institute, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States
| | - Ning Jin
- Department of Internal Medicine, Division of Medical Oncology at the Arthur G. James Cancer Hospital and Richard J. Solove Research Institute, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States
| | - Carolyn J. Presley
- Department of Internal Medicine, Division of Medical Oncology at the Arthur G. James Cancer Hospital and Richard J. Solove Research Institute, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States
| | - Ashish Manne
- Department of Internal Medicine, Division of Medical Oncology at the Arthur G. James Cancer Hospital and Richard J. Solove Research Institute, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States
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Zhong X, Ying J, Liao H, Shen L, Pan Y. Association of thyroid function abnormality and prognosis in non-small-cell lung cancer patients treated with PD-1 inhibitors. Future Oncol 2022; 18:2289-2300. [PMID: 35440175 DOI: 10.2217/fon-2021-1537] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
Background: Thyroid function abnormality (TFA) is one of the most common toxicities in non-small-cell lung cancer (NSCLC) patients receiving immune checkpoint inhibitors. However, the risk factors related to TFA and the relationship between TFA and prognosis in NSCLC are not fully clarified. Methods: We conducted a retrospective study of patients with advanced NSCLC who were treated with PD-1 inhibitors in Huzhou Central Hospital. Thyroid function test was carried out using electrochemiluminescent bridging immunoassay. The association between TFA and clinical outcome was investigated. Results: A total of 273 patients were included in this study. Patients who experienced TFA had longer progression-free survival (21.9 vs 6.4 months; p < 0.001) and overall survival (44.6 vs 24.1 months; p = 0.02) than patients without TFA. After multivariate analysis, TFA was an independent prognostic factor for progression-free and overall survival (p < 0.05). Conclusion: TFA is associated with better outcome in NSCLC patients who receive immunotherapy.
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Affiliation(s)
- Xiaojing Zhong
- Department of Endocrinology, Huzhou Central Hospital, Affiliated Central Hospital of Huzhou University, Huzhou, 313000, China
| | - Jiyuan Ying
- Department of Gastroenterology, Research Center of Clinical Medicine, Affiliated Hospital of Nantong University, Nantong, 313000, China
| | - Haihong Liao
- Department of Internal Medicine-Oncology, Huzhou Central Hospital, Affiliated Central Hospital of Huzhou University, Huzhou, 313000, China
| | - Liying Shen
- Department of Cardiology, Huzhou Central Hospital, Affiliated Central Hospital of Huzhou University, Huzhou, 313000, China
| | - Yunfei Pan
- Department of General Medicine, Huzhou Central Hospital, Affiliated Central Hospital of Huzhou University, Huzhou, 313000, China
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31
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Lu C, Jin D, Palmer N, Fox K, Kohane IS, Smoller JW, Yu KH. Large-scale real-world data analysis identifies comorbidity patterns in schizophrenia. Transl Psychiatry 2022; 12:154. [PMID: 35410453 PMCID: PMC9001711 DOI: 10.1038/s41398-022-01916-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2021] [Revised: 03/22/2022] [Accepted: 03/23/2022] [Indexed: 11/23/2022] Open
Abstract
Schizophrenia affects >3.2 million people in the USA. However, its comorbidity patterns have not been systematically characterized in real-world populations. To address this gap, we conducted an observational study using a cohort of 86 million patients in a nationwide health insurance dataset. We identified participants with schizophrenia and those without schizophrenia matched by age, sex, and the first three digits of zip code. For each phenotype encoded in phecodes, we compared their prevalence in schizophrenia patients and the matched non-schizophrenic participants, and we performed subgroup analyses stratified by age and sex. Results show that anxiety, posttraumatic stress disorder, and substance abuse commonly occur in adolescents and young adults prior to schizophrenia diagnoses. Patients aged 60 and above are at higher risks of developing delirium, alcoholism, dementia, pelvic fracture, and osteomyelitis than their matched controls. Type 2 diabetes, sleep apnea, and eating disorders were more prevalent in women prior to schizophrenia diagnosis, whereas acute renal failure, rhabdomyolysis, and developmental delays were found at higher rates in men. Anxiety and obesity are more commonly seen in patients with schizoaffective disorders compared to patients with other types of schizophrenia. Leveraging a large-scale insurance claims dataset, this study identified less-known comorbidity patterns of schizophrenia and confirmed known ones. These comorbidity profiles can guide clinicians and researchers to take heed of early signs of co-occurring diseases.
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Affiliation(s)
- Chenyue Lu
- grid.38142.3c000000041936754XDepartment of Biomedical Informatics, Harvard Medical School, Boston, MA USA
| | - Di Jin
- grid.116068.80000 0001 2341 2786Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA USA
| | - Nathan Palmer
- grid.38142.3c000000041936754XDepartment of Biomedical Informatics, Harvard Medical School, Boston, MA USA
| | - Kathe Fox
- grid.38142.3c000000041936754XDepartment of Biomedical Informatics, Harvard Medical School, Boston, MA USA
| | - Isaac S. Kohane
- grid.38142.3c000000041936754XDepartment of Biomedical Informatics, Harvard Medical School, Boston, MA USA
| | - Jordan W. Smoller
- grid.32224.350000 0004 0386 9924Department of Psychiatry, Massachusetts General Hospital, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA USA
| | - Kun-Hsing Yu
- Department of Biomedical Informatics, Harvard Medical School, Boston, MA, USA.
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32
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Zhou J, Lee S, Lakhani I, Yang L, Liu T, Zhang Y, Xia Y, Wong WT, Bao KKH, Wong ICK, Tse G, Zhang Q. Adverse Cardiovascular Complications following prescription of programmed cell death 1 (PD-1) and programmed cell death ligand 1 (PD-L1) inhibitors: a propensity-score matched Cohort Study with competing risk analysis. CARDIO-ONCOLOGY (LONDON, ENGLAND) 2022; 8:5. [PMID: 35300724 PMCID: PMC8928662 DOI: 10.1186/s40959-021-00128-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 12/20/2021] [Indexed: 12/18/2022]
Abstract
Background Programmed death-1 (PD-1) and programmed death- ligand 1 (PD-L1) inhibitors, such as pembrolizumab, nivolumab and atezolizumab, are major classes of immune checkpoint inhibitors that are increasingly used for cancer treatment. However, their use is associated with adverse cardiovascular events. We examined the incidence of new-onset cardiac complications in patients receiving PD-1 or PD-L1 inhibitors. Methods Patients receiving PD-1 or PD-L1 inhibitors since their launch up to 31st December 2019 at publicly funded hospitals of Hong Kong, China, without pre-existing cardiac complications were included. The primary outcome was a composite of incident heart failure, acute myocardial infarction, atrial fibrillation, or atrial flutter with the last follow-up date of 31st December 2020. Propensity score matching between PD-L1 inhibitor use and PD-1 inhibitor use with a 1:2 ratio for patient demographics, past comorbidities and non-PD-1/PD-L1 medications was performed with nearest neighbour search strategy (0.1 caliper). Univariable and multivariable Cox regression analysis models were conducted. Competing risks models and multiple propensity matching approaches were considered for sensitivity analysis. Results A total of 1959 patients were included. Over a median follow-up of 247 days (interquartile range [IQR]: 72-506), 320 (incidence rate [IR]: 16.31%) patients met the primary outcome after PD-1/PD-L1 treatment: 244 (IR: 12.57%) with heart failure, 38 (IR: 1.93%) with acute myocardial infarction, 54 (IR: 2.75%) with atrial fibrillation, 6 (IR: 0.31%) with atrial flutter. Compared with PD-1 inhibitor treatment, PD-L1 inhibitor treatment was significantly associated with lower risks of the composite outcome both before (hazard ratio [HR]: 0.32, 95% CI: [0.18-0.59], P value=0.0002) and after matching (HR: 0.34, 95% CI: [0.18-0.65], P value=0.001), and lower all-cause mortality risks before matching (HR: 0.77, 95% CI: [0.64-0.93], P value=0.0078) and after matching (HR: 0.80, 95% CI: [0.65-1.00], P value=0.0463). Patients who developed cardiac complications had shorter average readmission intervals and a higher number of hospitalizations after treatment with PD-1/PD-L1 inhibitors in both the unmatched and matched cohorts (P value<0.0001). Multivariable Cox regression models, competing risk analysis with cause-specific and subdistribution hazard models, and multiple propensity approaches confirmed these observations. Conclusions Compared with PD-1 treatment, PD-L1 treatment was significantly associated with lower risk of new onset cardiac complications and all-cause mortality both before and after propensity score matching. Supplementary Information The online version contains supplementary material available at 10.1186/s40959-021-00128-5.
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Affiliation(s)
- Jiandong Zhou
- Nuffield Department of Medicine, University of Oxford, Oxford, UK.,Cardio-Oncology Research Unit, Cardiovascular Analytics Group, UK Collaboration, Hong Kong, China
| | - Sharen Lee
- Cardio-Oncology Research Unit, Cardiovascular Analytics Group, UK Collaboration, Hong Kong, China
| | - Ishan Lakhani
- Cardio-Oncology Research Unit, Cardiovascular Analytics Group, UK Collaboration, Hong Kong, China
| | - Lei Yang
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, 300211, Tianjin, China
| | - Tong Liu
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, 300211, Tianjin, China
| | - Yuhui Zhang
- Heart Failure Center, State Key Laboratory of Cardiovascular Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yunlong Xia
- Department of Cardiology, The First Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Wing Tak Wong
- School of Life Sciences, Chinese University of Hong Kong, Hong Kong, China
| | | | - Ian Chi Kei Wong
- Department of Pharmacology and Pharmacy, University of Hong Kong, Pokfulam, Hong Kong, China
| | - Gary Tse
- Cardio-Oncology Research Unit, Cardiovascular Analytics Group, UK Collaboration, Hong Kong, China. .,Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, 300211, Tianjin, China. .,Kent and Medway Medical School, Canterbury, UK.
| | - Qingpeng Zhang
- Nuffield Department of Medicine, University of Oxford, Oxford, UK. .,School of Data Science, City University of Hong Kong, Hong Kong, China.
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Tang K, Seo J, Tiu BC, Le TK, Pahalyants V, Raval NS, Ugwu-Dike PO, Zubiri L, Naranbhai V, Carrington M, Gusev A, Reynolds KL, LeBoeuf NR, Asgari MM, Kwatra SG, Semenov YR. Association of Cutaneous Immune-Related Adverse Events With Increased Survival in Patients Treated With Anti-Programmed Cell Death 1 and Anti-Programmed Cell Death Ligand 1 Therapy. JAMA Dermatol 2022; 158:189-193. [PMID: 35019948 PMCID: PMC8756357 DOI: 10.1001/jamadermatol.2021.5476] [Citation(s) in RCA: 67] [Impact Index Per Article: 33.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
IMPORTANCE Despite the efficacy of immune checkpoint inhibitors (ICIs), cutaneous immune-related adverse events (cirAEs) occur in 20% to 40% of all treated patients. To our knowledge, little is known about the predictive value of these cutaneous eruptions and their subtypes regarding cancer survival. OBJECTIVE To determine the association of developing cirAEs following treatment with anti-programmed cell death 1 (PD-1) or anti-programmed cell death ligand 1 (PD-L1) therapy with patient survival. DESIGN, SETTING, AND PARTICIPANTS This retrospective cohort study used data from the TriNetX Diamond Network, a database of health records and claims data from more than 200 million US and European patients, to conduct a population-level cohort analysis. The study included 7008 eligible patients who developed cirAEs after treatment with anti-PD-1 or anti-PD-L1 therapy for malignant neoplasms of digestive organs, bronchus or lung, melanoma of skin, and urinary tract who were identified through the TriNetX Diamond Network along with 7008 matched controls. EXPOSURES Development of cirAEs within 6 months following anti-PD-1 or anti-PD-L1 therapy. MAIN OUTCOMES AND MEASURES A 6-month analysis using a Cox proportional hazards model was performed to determine the association of cirAEs with overall survival after adjusting for demographic characteristics, cancer type, and cancer stage. RESULTS A total of 7008 patients (3036 women [43.3%]; mean [SD] age, 68.2 [11.2] years) were matched to 7008 (3044 women [43.4%]; mean [SD] age, 68.3 [11.1] years) controls. Pruritus (hazard ratio [HR], 0.695; 95% CI, 0.602-0.803; P < .001), drug eruption (HR, 0.755; 95% CI, 0.635-0.897; P = .001), xerosis (HR, 0.626; 95% CI, 0.469-0.834; P = .001), nonspecific rashes (HR, 0.704; 95% CI, 0.634-0.781; P < .001), and appearance of any cirAE (HR, 0.778; 95% CI, 0.726-0.834; P < .001) were significantly protective of mortality using a Benjamini-Hochberg correction with a significance level of .05. Additionally, psoriasis (HR, 0.703; 95% CI, 0.497-0.994; P = .045) and lichen planus/lichenoid dermatitis (HR, 0.511; 95% CI, 0.279-0.939; P = .03) were significant. Eczematous dermatitis (HR, 0.612; 95% CI, 0.314-1.195), vitiligo (HR, 0.534; 95% CI, 0.254-1.123), bullous pemphigoid (HR, 0.524; 95% CI, 0.140-1.956), and Grover disease (HR, 0.468; 95% CI, 0.115-1.898) were all associated with strong protective clinical effects. CONCLUSIONS AND RELEVANCE The results of this cohort study suggest that the development of cirAEs is strongly associated with response to ICI therapy and patient survival.
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Affiliation(s)
- Kimberly Tang
- Massachusetts General Hospital, Department of Dermatology, Boston
| | - Jayhyun Seo
- Massachusetts General Hospital, Department of Dermatology, Boston
| | - Bruce C. Tiu
- Massachusetts General Hospital, Department of Dermatology, Boston,Harvard Medical School, Department of Dermatology, Boston, Massachusetts
| | - Thomas K. Le
- Johns Hopkins University, Department of Dermatology, Baltimore, Maryland
| | - Vartan Pahalyants
- Massachusetts General Hospital, Department of Dermatology, Boston,Harvard Medical School, Department of Dermatology, Boston, Massachusetts
| | - Neel S. Raval
- Massachusetts General Hospital, Department of Dermatology, Boston,Harvard Medical School, Department of Dermatology, Boston, Massachusetts,Washington University School of Medicine, St Louis, Missouri
| | | | - Leyre Zubiri
- Massachusetts General Hospital, Department of Medicine, Division of Oncology, Boston
| | - Vivek Naranbhai
- Massachusetts General Hospital, Department of Medicine, Division of Oncology, Boston
| | - Mary Carrington
- Basic Science Program, Frederick National Laboratory for Cancer Research, National Cancer Institute, Frederick, Maryland,Ragon Institute of Massachusetts General Hospital, Massachusetts Institute of Technology, and Harvard University, Cambridge,Laboratory of Integrative Cancer Immunology, Center for Cancer Research, National Cancer Institute, Bethesda, Maryland
| | - Alexander Gusev
- Dana Farber Cancer Institute, Department of Medicine, Boston, Massachusetts
| | - Kerry L. Reynolds
- Massachusetts General Hospital, Department of Medicine, Division of Oncology, Boston
| | - Nicole R. LeBoeuf
- Dana Farber Cancer Institute, Department of Dermatology, Boston, Massachusetts
| | - Maryam M. Asgari
- Massachusetts General Hospital, Department of Dermatology, Boston,Harvard Medical School, Department of Dermatology, Boston, Massachusetts,Department of Population Medicine, Harvard Medical School, Boston, Massachusetts
| | - Shawn G. Kwatra
- Johns Hopkins University, Department of Dermatology, Baltimore, Maryland
| | - Yevgeniy R. Semenov
- Massachusetts General Hospital, Department of Dermatology, Boston,Harvard Medical School, Department of Dermatology, Boston, Massachusetts
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Harnessing big data to characterize immune-related adverse events. Nat Rev Clin Oncol 2022; 19:269-280. [PMID: 35039679 DOI: 10.1038/s41571-021-00597-8] [Citation(s) in RCA: 46] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/20/2021] [Indexed: 12/17/2022]
Abstract
Immune-checkpoint inhibitors (ICIs) have transformed patient care in oncology but are associated with a unique spectrum of organ-specific inflammatory toxicities known as immune-related adverse events (irAEs). Given the expanding use of ICIs, an increasing number of patients with cancer experience irAEs, including severe irAEs. Proper diagnosis and management of irAEs are important to optimize the quality of life and long-term outcomes of patients receiving ICIs; however, owing to the substantial heterogeneity within irAEs, and despite multicentre initiatives, performing clinical studies of these toxicities with a sufficient cohort size is challenging. Pioneering studies from the past few years have demonstrated that aggregate clinical data, real-world data (such as data on pharmacovigilance or from electronic health records) and multi-omics data are alternative tools well suited to investigating the underlying mechanisms and clinical presentations of irAEs. In this Perspective, we summarize the advantages and shortcomings of different sources of 'big data' for the study of irAEs and highlight progress made using such data to identify biomarkers of irAE risk, evaluate associations between irAEs and therapeutic efficacy, and characterize the effects of demographic and anthropometric factors on irAE risk. Harnessing big data will accelerate research on irAEs and provide key insights that will improve the clinical management of patients receiving ICIs.
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Xiong W, Zhao Y, Du H, Guo X. Current Status of Immune Checkpoint Inhibitor Immunotherapy for Lung Cancer. Front Oncol 2021; 11:704336. [PMID: 34490104 PMCID: PMC8416501 DOI: 10.3389/fonc.2021.704336] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2021] [Accepted: 07/30/2021] [Indexed: 12/26/2022] Open
Abstract
Immunotherapy is a major breakthrough in the treatment of cancer in recent years. Immune checkpoint inhibitors (ICIs) including programmed death-ligand 1 (PD-L1)/programmed death-1 (PD-1) and cytotoxic T-lymphocyte antigen-4 (CTLA-4) have been used for different histologic types of cancer including primary lung cancer that represents the most common and fatal cancer globally. Among ICI immunotherapy agents, atezolizumab, durvalumab, ipilimumab, nivolumab, and pembrolizumab are currently used as standard-of-care (SOC) treatment for metastatic or earlier stages of lung cancer. Major issues of ICI immunotherapy in lung cancer comprise the use of immune biomarkers prior to ICI therapy, selection of ICI agents, combination of ICIs/chemotherapy, combination of ICIs/radiotherapy, sequence of tyrosine kinase inhibitor (TKI) targeted therapy and ICI immunotherapy, sequence of chemotherapy and ICI immunotherapy, treatment duration of ICI regimen and ICI therapy for different histopathology, stage, PD-L1, and performance status. Based on the contemporary major clinical trials and authoritative guidelines, the objective of this review is to present an overview of the current status of ICI immunotherapy in lung cancer.
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Affiliation(s)
- Wei Xiong
- Department of Pulmonary and Critical Care Medicine, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Yunfeng Zhao
- Department of Pulmonary and Critical Care Medicine, Punan Hospital, Shanghai, China
| | - He Du
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xuejun Guo
- Department of Pulmonary and Critical Care Medicine, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
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