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Zhu S, Yang T, Zhao Y, Sun Y, Zheng X, Xu H. Interpretable machine learning model predicting immune checkpoint inhibitor-induced hypothyroidism: A retrospective cohort study. Cancer Sci 2024; 115:3767-3775. [PMID: 39313863 PMCID: PMC11531944 DOI: 10.1111/cas.16352] [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: 03/14/2024] [Revised: 08/22/2024] [Accepted: 09/08/2024] [Indexed: 09/25/2024] Open
Abstract
Hypothyroidism is a known adverse event associated with the use of immune checkpoint inhibitors (ICIs) in cancer treatment. This study aimed to develop an interpretable machine learning (ML) model for individualized prediction of hypothyroidism in patients treated with ICIs. The retrospective cohort of patients treated with ICIs was from the First Affiliated Hospital of Ningbo University. ML methods applied include logistic regression (LR), random forest classifier (RFC), support vector machine (SVM), and extreme gradient boosting (XGBoost). The area under the receiver-operating characteristic curve (AUC) was the main evaluation metric used. Furthermore, the Shapley additive explanation (SHAP) was utilized to interpret the outcomes of the prediction model. A total of 458 patients were included in the study, with 59 patients (12.88%) observed to have developed hypothyroidism. Among the models utilized, XGBoost exhibited the highest predictive capability (AUC = 0.833). The Delong test and calibration curve indicated that XGBoost significantly outperformed the other models in prediction. The SHAP method revealed that thyroid-stimulating hormone (TSH) was the most influential predictor variable. The developed interpretable ML model holds potential for predicting the likelihood of hypothyroidism following ICI treatment in patients. ML technology offers new possibilities for predicting ICI-induced hypothyroidism, potentially providing more precise support for personalized treatment and risk management.
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Affiliation(s)
- Su‐Yan Zhu
- Department of PharmacyThe First Affiliated Hospital of Ningbo UniversityNingboZhejiangChina
| | - Tong‐Tong Yang
- Department of PharmacyThe First Affiliated Hospital of Ningbo UniversityNingboZhejiangChina
| | - Yi‐Zhuo Zhao
- Department of Evaluation and InspectionCenter of Drug Evaluation and Inspection and Adverse Drug Reaction Monitoring of Ningxia Hui Autonomous RegionYinchuan CityNingxia Hui Autonomous RegionChina
| | - Yu Sun
- Department of PharmacyThe First Affiliated Hospital of Ningbo UniversityNingboZhejiangChina
| | - Xiao‐Meng Zheng
- Department of PharmacyThe First Affiliated Hospital of Ningbo UniversityNingboZhejiangChina
| | - Hong‐Bin Xu
- Department of PharmacyThe First Affiliated Hospital of Ningbo UniversityNingboZhejiangChina
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Carsote M, Nistor C. Reshaping the Concept of Riedel's Thyroiditis into the Larger Frame of IgG4-Related Disease (Spectrum of IgG4-Related Thyroid Disease). Biomedicines 2023; 11:1691. [PMID: 37371786 DOI: 10.3390/biomedicines11061691] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 06/07/2023] [Accepted: 06/09/2023] [Indexed: 06/29/2023] Open
Abstract
Recently, Riedel's thyroiditis (RT) was assimilated into the larger spectrum of immunoglobulin IgG4-related disease (IgG4-RD) in addition to a particular frame of IgG4-related thyroid disease (IgG4-RTD), underlying IgG4-RT, IgG4-associated Hashimoto's thyroiditis (and its fibrotic variant), and IgG4-related Graves's disease. Our objective was to overview recent data on RT, particularly IgG4-RD and IgG4-RTD. The case and study- sample analysis (2019-2023) included 293 articles and selected 18 original studies: nine single case reports (N = 9, female/male = 2/1, aged: 34-79 years, 5/9 patients with serum IgG4 available data, 2/5 with high serum IgG4) and four case series (N = 21; 4/5 series provided data on IgG4 profile, 3/21 had serum IgG4 assays, and 2/3 had abnormally high values). IgG4-RD and thyroid findings were analyzed in three cohorts (N = 25). Another two studies (N = 11) specifically addressed IgG4-RTD components. On presentation, the patients may have hypothyroidism, transitory thyrotoxicosis, goiter, long-term history of positive anti-thyroid antibodies, and hypoechoic ultrasound thyroid pattern. The 5-year analysis (N = 66) showed the rate of serum IgG4 evaluation remained low; normal values do not exclude RT. Mandatory histological and immunohistochemistry reports point out a high content of IgG4-carrying plasma cells and IgG4/IgG ratio. Unless clinically evident, histological confirmation provides a prompt indication of starting corticoid therapy since this is the first-line option. Surgery, if feasible, is selective (non-responders to medical therapy, emergency tracheal intervention, and open/core needle biopsy). Current open issues are identifying the role of serum IgG4 assays in patients with IgG4-RD, finding out if all cases of RT are IgG4-mediated, applying IgG4-RTD criteria of differentiation among four entities, and providing an RT/IgG4-RTD guideline from diagnosis to therapy. It remains that the central aim of approaching RT in daily practice is the early index of suspicion in order to select patients referred for further procedures that provide enough histological/immunohistochemistry material to confirm RT and its high IgG4 burden.
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Affiliation(s)
- Mara Carsote
- Department of Endocrinology, Carol Davila University of Medicine and Pharmacy & C.I. Parhon National Institute of Endocrinology, 011863 Bucharest, Romania
| | - Claudiu Nistor
- Department 4-Cardio-Thoracic Pathology, Thoracic Surgery II Discipline, Carol Davila University of Medicine and Pharmacy & Thoracic Surgery Department, Dr. Carol Davila Central Emergency University Military Hospital, 050474 Bucharest, Romania
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Inaba H, Morita S, Kosugi D, Asai Y, Kaido Y, Ito S, Hirobata T, Inoue G, Yamamoto Y, Jinnin M, Kimura H, Ota M, Okudaira Y, Nakatani H, Kobayashi T, Iwama S, Arima H, Matsuoka T. Amino acid polymorphisms in human histocompatibility leukocyte antigen class II and proinsulin epitope have impacts on type 1 diabetes mellitus induced by immune-checkpoint inhibitors. Front Immunol 2023; 14:1165004. [PMID: 37114039 PMCID: PMC10128036 DOI: 10.3389/fimmu.2023.1165004] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 03/24/2023] [Indexed: 04/08/2023] Open
Abstract
IntroductionImmune-checkpoint inhibitors are effective in various advanced cancers. Type 1 diabetes mellitus induced by them (ICI-T1DM) is a serious complication requiring prompt insulin treatment, but the immunological mechanism behind it is unclear.MethodsWe examined amino acid polymorphisms in human histocompatibility leukocyte antigen (HLA) molecules and investigated proinsulin epitope binding affinities to HLA molecules.Results and DiscussionTwelve patients with ICI-T1DM and 35 patients in a control group without ICI-T1DM were enrolled in the study. Allele and haplotype frequencies of HLA-DRB1*04:05, DQB1*04:01, and most importantly DPB1*05:01 were significantly increased in patients with ICI-T1DM. In addition, novel amino acid polymorphisms in HLA-DR (4 polymorphisms), in DQ (12 polymorphisms), and in DP molecules (9 polymorphisms) were identified. These amino acid polymorphisms might be associated with the development of ICI-T1DM. Moreover, novel human proinsulin epitope clusters in insulin A and B chains were discovered in silico and in vitro peptide binding assays to HLA-DP5. In conclusion, significant amino acid polymorphisms in HLA-class II molecules, and conformational alterations in the peptide-binding groove of the HLA-DP molecules were considered likely to influence the immunogenicity of proinsulin epitopes in ICI-T1DM. These amino acid polymorphisms and HLA-DP5 may be predictive genetic factors for ICI-T1DM.
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Affiliation(s)
- Hidefumi Inaba
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama, Japan
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
- *Correspondence: Hidefumi Inaba,
| | - Shuhei Morita
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Daisuke Kosugi
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama, Japan
| | - Yuki Asai
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama, Japan
| | - Yosuke Kaido
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama, Japan
| | - Saya Ito
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama, Japan
| | - Tomonao Hirobata
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama, Japan
| | - Gen Inoue
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama, Japan
| | - Yuki Yamamoto
- Department of Dermatology, Wakayama Medical University, Wakayama, Japan
| | - Masatoshi Jinnin
- Department of Dermatology, Wakayama Medical University, Wakayama, Japan
| | - Hiroaki Kimura
- Department of Pharmaceutical Health Sciences, Kyushu University of Health and Welfare, Nobeoka, Miyazaki, Japan
| | - Masao Ota
- Department of Medicine, Division of Gastroenterology and Hepatology, Shinshu University School of Medicine, Matsumoto, Japan
| | - Yuko Okudaira
- HLA Typing Section, GenoDive Pharma Inc., Kanagawa, Japan
| | | | - Tomoko Kobayashi
- Department of Endocrinology and Diabetes, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
| | - Shintaro Iwama
- Department of Endocrinology and Diabetes, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
| | - Hiroshi Arima
- Department of Endocrinology and Diabetes, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
| | - Takaaki Matsuoka
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
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de Filette JMK, André S, De Mey L, Aspeslagh S, Karmali R, Van der Auwera BJ, Bravenboer B. Durvalumab-induced thyroiditis in a patient with non-small cell lung carcinoma: a case report and review of pathogenic mechanisms. BMC Endocr Disord 2022; 22:291. [PMID: 36419114 PMCID: PMC9682778 DOI: 10.1186/s12902-022-01190-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Accepted: 10/26/2022] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Immune checkpoint inhibitors (ICI) targeting cytotoxic T-lymphocyte-associated protein 4 (CTLA-4), programmed cell death protein 1 and its ligand (PD-1/PD-L1) have become the current standard-of-care for advanced cancers. This novel therapeutic approach comes with its costs in the form of immune-related adverse events (irAE), including endocrinopathy. CASE PRESENTATION A 63-year-old woman was diagnosed with a non-small cell lung carcinoma of the right superior lobe, cT3N2M0. She developed thyrotoxicosis followed by hypothyroidism induced by consolidation immunotherapy with durvalumab (anti-PD-L1). Analysis of the human leukocyte antigen (HLA) region showed HLA-DR4 (susceptible) and DR13 (protective). The possible mechanisms are subsequently discussed in detail. CONCLUSIONS The case of a patient with thyroiditis associated with the PD-L1 inhibitor durvalumab is described, highlighting the need for proactive monitoring of thyroid hormone levels. Identifying biomarkers associated with an increased risk of ICI-induced side effects (such as HLA) is of interest for better patient selection, optimal management and improved understanding of the mechanisms involved.
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Affiliation(s)
- Jeroen M K de Filette
- Department of Endocrinology, Brugmann University Hospital, Université Libre de Bruxelles, Brussels, Belgium.
- Department of Endocrinology, UZ Brussel, Laarbeeklaan 101, 1090, Brussels, Belgium.
| | - Stéphanie André
- Department of Pulmonary Medicine, Saint-Pierre University Hospital, Rue Haute 322, 1000, Brussels, Belgium
- Université Libre de Bruxelles, Brussels, Belgium
- Department of Pulmonary Medicine, Brugmann University Hospital, Brussels, Belgium
| | - Lynn De Mey
- Department of Nuclear Medicine, UZ Brussel, Laarbeeklaan 101, 1090, Brussels, Belgium
| | - Sandrine Aspeslagh
- Department of Medical Oncology, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis Brussel (UZ Brussel), Laarbeeklaan 101, 1090, Brussels, Belgium
| | - Rafik Karmali
- Department of Endocrinology, UZ Brussel, Laarbeeklaan 101, 1090, Brussels, Belgium
| | | | - Bert Bravenboer
- Department of Endocrinology, Brugmann University Hospital, Université Libre de Bruxelles, Brussels, Belgium
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Kyriakos G, Patsouras A, Voutyritsa E, Gravvanis C, Papadimitriou E, Farmaki P, Quiles-Sánchez LV, Georgakopoulou VE, Damaskos C, Ríos-Vergara A, Marín-Martínez L, Diamantis E. The Role of TPOAb in Thyroid-Associated Orbitopathy: A Systematic Review. Ocul Immunol Inflamm 2022; 30:1740-1746. [PMID: 34214014 DOI: 10.1080/09273948.2021.1942498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
INTRODUCTION Thyroid-associated orbitopathy (TAO) is one of the most common autoimmune inflammatory disorders of the orbit. The presence of anti-thyroid antibodies is believed to play a role in the pathogenesis and clinical status of the TAO patients. Herein, we review the usefulness of TPOAb as a biomarker for TAO. METHODS A systematic search in MEDLINE library was conducted. Results: Twenty studies were included. TPO is expressed in orbital tissues, and the polymorphism rs11675434 SNP has proven to be associated with clinically evident TAO. Studies in pediatric patients have shown a positive correlation between high TPOAb levels and TAO. In contrast, results in adults are inconsistent. Some studies imply a protective role of TPOAb, yet the majority did not find any association. Some authors have suggested an implication of TPOAb in the pathophysiology of TAO in TRAb-negative patients. CONCLUSIONS The role of TPOAb in TAO remains unclear and controversial.
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Affiliation(s)
- Georgios Kyriakos
- Sección de Endocrinología y Nutrición, Hospital General Universitario Santa Lucia, Cartagena, Spain
| | - Alexandros Patsouras
- Second Department of Internal Medicine, Tzanio General Hospital, Piraeus, Greece
| | - Errika Voutyritsa
- N.S. Christeas Laboratory of Experimental Surgery and Surgical Research, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Christos Gravvanis
- Unit of Endocrinology and Diabetes Center, Athens General Hospital ¨G. Gennimatas¨, Athens, Greece
| | - Eirini Papadimitriou
- Unit of Endocrinology and Diabetes Center, Athens General Hospital ¨G. Gennimatas¨, Athens, Greece
| | - Paraskevi Farmaki
- First Department of Pediatrics, Agia Sofia Children's Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | | | | | - Christos Damaskos
- N.S. Christeas Laboratory of Experimental Surgery and Surgical Research, Medical School, National and Kapodistrian University of Athens, Athens, Greece
| | - Antonio Ríos-Vergara
- Sección de Endocrinología y Nutrición, Hospital General Universitario Santa Lucia, Cartagena, Spain
| | - Luis Marín-Martínez
- Sección de Endocrinología y Nutrición, Hospital General Universitario Santa Lucia, Cartagena, Spain
| | - Evangelos Diamantis
- Unit of Endocrinology and Diabetes Center, Athens General Hospital ¨G. Gennimatas¨, Athens, Greece
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Inaba H, Kaido Y, Ito S, Hirobata T, Inoue G, Sugita T, Yamamoto Y, Jinnin M, Kimura H, Kobayashi T, Iwama S, Arima H, Matsuoka T. Human Leukocyte Antigens and Biomarkers in Type 1 Diabetes Mellitus Induced by Immune-Checkpoint Inhibitors. Endocrinol Metab (Seoul) 2022; 37:84-95. [PMID: 35255603 PMCID: PMC8901959 DOI: 10.3803/enm.2021.1282] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 12/27/2021] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Type 1 diabetes mellitus induced by immune-checkpoint inhibitors (ICI-T1DM) is a rare critical entity. However, the etiology of ICI-T1DM remains unclear. METHODS In order to elucidate risk factors for ICI-T1DM, we evaluated the clinical course and immunological status of patients with ICI-T1DM who had been diagnosed during 2016 to 2021. RESULTS Seven of 871 (0.8%, six men and one woman) patients developed ICI-T1DM. We revealed that the allele frequencies of human leukocyte antigen (HLA)-DPA1*02:02 and DPB1*05:01 were significantly higher in the patients with ICI-T1DM In comparison to the controls who received ICI (11/14 vs. 10/26, P=0.022; 11/14 vs. 7/26, P=0.0027, respectively). HLA-DRB1*04:05, which has been found to be a T1DM susceptibility allele in Asians, was also observed as a high-risk allele for ICI-T1DM. The significance of the HLA-DPB1*05:01 and DRB1*04:05 alleles was confirmed by an analysis of four additional patients. The absolute/relative neutrophil count, neutrophils-lymphocyte ratio, and neutrophil-eosinophil ratio increased, and the absolute lymphocyte count and absolute/relative eosinophil count decreased at the onset as compared with 6 weeks before. In two patients, alterations in cytokines and chemokines were found at the onset. CONCLUSION Novel high-risk HLA alleles and haplotypes were identified in ICI-T1DM, and peripheral blood factors may be utilized as biomarkers.
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Affiliation(s)
- Hidefumi Inaba
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama,
Japan
- The First Department of Medicine, Wakayama Medical University, Wakayama,
Japan
| | - Yosuke Kaido
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama,
Japan
| | - Saya Ito
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama,
Japan
| | - Tomonao Hirobata
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama,
Japan
| | - Gen Inoue
- Department of Diabetes and Endocrinology, Japanese Red Cross Wakayama Medical Center, Wakayama,
Japan
| | - Takakazu Sugita
- Department of Respiratory Medicine, Japanese Red Cross Wakayama Medical Center, Wakayama,
Japan
| | - Yuki Yamamoto
- Department of Dermatology, Wakayama Medical University, Wakayama,
Japan
| | - Masatoshi Jinnin
- Department of Dermatology, Wakayama Medical University, Wakayama,
Japan
| | - Hiroaki Kimura
- Department of Pharmaceutical Health Sciences, Kyushu University of Health and Welfare, Nobeoka,
Japan
| | - Tomoko Kobayashi
- Department of Endocrinology and Diabetes, Nagoya University Graduate School of Medicine, Nagoya,
Japan
| | - Shintaro Iwama
- Department of Endocrinology and Diabetes, Nagoya University Graduate School of Medicine, Nagoya,
Japan
| | - Hiroshi Arima
- Department of Endocrinology and Diabetes, Nagoya University Graduate School of Medicine, Nagoya,
Japan
| | - Takaaki Matsuoka
- The First Department of Medicine, Wakayama Medical University, Wakayama,
Japan
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Chera A, Stancu AL, Bucur O. Thyroid-related adverse events induced by immune checkpoint inhibitors. Front Endocrinol (Lausanne) 2022; 13:1010279. [PMID: 36204105 PMCID: PMC9530140 DOI: 10.3389/fendo.2022.1010279] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 08/29/2022] [Indexed: 11/24/2022] Open
Abstract
Immune checkpoint inhibitors, namely anti-CTLA-4, anti-PD-1 and anti-PD-L1 monoclonal antibodies, have emerged in the last decade as a novel form of cancer treatment, promoting increased survival in patients. As they tamper with the immune response in order to destroy malignant cells, a new type of adverse reactions has emerged, known as immune-related adverse events (irAEs), which frequently target the endocrine system, especially the thyroid and hypophysis. Thyroid irAEs include hyperthyroidism, thyrotoxicosis, hypothyroidism and a possibly life-threatening condition known as the "thyroid storm". Early prediction of occurrence and detection of the thyroid irAEs should be a priority for the clinician, in order to avoid critical situations. Moreover, they are recently considered both a prognostic marker and a means of overseeing treatment response, since they indicate an efficient activation of the immune system. Therefore, a multidisciplinary approach including both oncologists and endocrinologists is recommended when immune checkpoint inhibitors are used in the clinic.
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Affiliation(s)
- Alexandra Chera
- Victor Babes National Institute of Pathology, Bucharest, Romania
- Carol Davila University of Medicine and Pharmacy, Bucharest, Romania
| | - Andreea Lucia Stancu
- Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, United States
| | - Octavian Bucur
- Victor Babes National Institute of Pathology, Bucharest, Romania
- Viron Molecular Medicine Institute, Boston, MA, United States
- *Correspondence: Octavian Bucur, ;;
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Safety and efficacy of CAR T cells in a patient with lymphoma and a coexisting autoimmune neuropathy. Blood Adv 2021; 4:6019-6022. [PMID: 33284942 DOI: 10.1182/bloodadvances.2020003176] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 10/21/2020] [Indexed: 12/12/2022] Open
Abstract
Key Points
CAR T-cell therapy was safe and effective in a DLBCL patient with coexisting autoimmune neuropathy. CD19 CAR T-cell therapy may control refractory autoantibodies and monoclonal gammopathies.
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Inaba H, Ariyasu H, Iwakura H, Kurimoto C, Takeshima K, Morita S, Furuta H, Hotomi M, Akamizu T. Distinct clinical features and prognosis between persistent and temporary thyroid dysfunctions by immune-checkpoint inhibitors. Endocr J 2021; 68:231-241. [PMID: 33012745 DOI: 10.1507/endocrj.ej20-0371] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Immune-related adverse events in the thyroid glands (thyroid irAEs) during treatment with immune-checkpoint inhibitors (ICIs) are most frequent endocrine irAE. Thyroid irAE can be divided into that requiring continuous therapy for thyroid dysfunction (P-THY), and that requiring only temporal treatment (T-THY). However, predictive factors for those differential outcomes are unknown, and susceptibility of human leukocyte antigen (HLA) to thyroid irAE has never been investigated. This study aimed to elucidate clinical courses and prognosis of P-THY in comparison with T-THY in the aspect of thyroid immunity and HLA. Patients with P-THY (n = 15) that required L-T4 supplemental therapy for hypothyroidism for more than 3 months, and patients with T-THY who required no therapy or therapy within 1 month were enrolled in the study. Lower-value of TSH, higher-value of FT4, and lower value of TSH/FT4 were thought to be predictive markers to estimate P-THY. In addition, anti-thyroglobulin antibody (TgAb) levels were significantly higher in patients with P-THY than those in patients with T-THY. HLA-DPA1*01:03 and HLA-DPB1*02:01 allele, and their haplotype frequencies were significantly higher in patients with P-THY than those in controls. P-THY had better survival rate than T-THY. Pre-existing thyroid autoimmunity, the extent of thyroid dysfunction, and predisposing HLA were associated with the differential course of thyroid irAEs. It was suggested that thyroid function tests, TgAb, and HLA typing tests are useful for prediction of clinical course in thyroid irAEs.
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Affiliation(s)
- Hidefumi Inaba
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroyuki Ariyasu
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroshi Iwakura
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Chiaki Kurimoto
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Ken Takeshima
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Shuhei Morita
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroto Furuta
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Muneki Hotomi
- Department of Otolaryngology-Head and Neck Surgery, Wakayama Medical University, Wakayama, Japan
| | - Takashi Akamizu
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
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Cepeha CM, Paul C, Borlea A, Borcan F, Fofiu R, Dehelean CA, Stoian D. The Value of Strain Elastography in Predicting Autoimmune Thyroiditis. Diagnostics (Basel) 2020; 10:diagnostics10110874. [PMID: 33121150 PMCID: PMC7692451 DOI: 10.3390/diagnostics10110874] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Revised: 10/23/2020] [Accepted: 10/24/2020] [Indexed: 12/19/2022] Open
Abstract
Chronic autoimmune thyroiditis (CAT) defines a diffuse intrathyroidal lymphocytic infiltration associating a destructive process of the thyroid follicles, most commonly in evolution developing hypothyroidism. Typical ultrasound changes may suggest the presence of the disease. This study aims to evaluate the performance of strain elastography in detecting autoimmune thyroiditis as an additional tool to the conventional ultrasound examination. A total of 250 patients were enrolled in the study; 180 had biochemical confirmation of CAT, the other 70 healthy subjects represented the control group. All patients were examined clinically and by means of conventional thyroid ultrasound (US) and real-time elastography using a Hitachi Preirus machine (5–15 MHz linear probe). Five valid measurements for the parenchyma/muscle strain ratios (SR) were taken for each subject, considering the mean value for analysis. A mean SR value above 1.64 was found to predict the presence of CAT with sensitivity (Sen) 69%, specificity p92%, positive predictive value (PPV) 95.4%, negative predictive value (NPV) 54% and area under receiver operating characteristic (AUROC) 0.87. Moreover, when comparing the mean values for SR, significantly higher values were found in CAT patients compared with the controls (2.81 ± 2.11 vs. 1.03 ± 0.51; p < 0.0001). Of the 180 CAT subjects, 92 were on thyroid hormone replacement therapy; significantly higher values were detected for patients under therapy compared with asymptomatic cases (3.45 ± 2.53 vs. 2.15 ± 1.27, p < 0.0001). A cut-off value of 2.94 was established for identifying CAT patients who needed hormonal treatment (Sen 52.3%, Sp 83.7%, PPV 75.4%, NPV 64.7% and AUROC 0.66). No correlation was found between stiffness and antibody titers nor for functional status. Elastography does add valuable information to the US evaluation of cases with autoimmune thyroiditis.
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Affiliation(s)
- Cristina Mihaela Cepeha
- PhD School Department, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania; (C.M.C.); (R.F.)
- Department of Internal Medicine II, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania;
| | - Corina Paul
- Department of Pediatrics, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania
- Correspondence: (C.P.); (A.B.)
| | - Andreea Borlea
- PhD School Department, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania; (C.M.C.); (R.F.)
- Department of Internal Medicine II, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania;
- Correspondence: (C.P.); (A.B.)
| | - Florin Borcan
- Faculty of Pharmacy, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania; (F.B.); (C.A.D.)
| | - Renata Fofiu
- PhD School Department, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania; (C.M.C.); (R.F.)
- Department of Internal Medicine II, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania;
| | - Cristina Adriana Dehelean
- Faculty of Pharmacy, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania; (F.B.); (C.A.D.)
| | - Dana Stoian
- Department of Internal Medicine II, Victor Babes University of Medicine and Pharmacy, 300041 Timisoara, Romania;
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11
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Kurimoto C, Inaba H, Ariyasu H, Iwakura H, Ueda Y, Uraki S, Takeshima K, Furukawa Y, Morita S, Yamamoto Y, Yamashita S, Katsuda M, Hayata A, Akamatsu H, Jinnin M, Hara I, Yamaue H, Akamizu T. Predictive and sensitive biomarkers for thyroid dysfunctions during treatment with immune-checkpoint inhibitors. Cancer Sci 2020; 111:1468-1477. [PMID: 32086984 PMCID: PMC7226278 DOI: 10.1111/cas.14363] [Citation(s) in RCA: 93] [Impact Index Per Article: 18.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Revised: 01/28/2020] [Accepted: 02/03/2020] [Indexed: 01/01/2023] Open
Abstract
Immune‐related adverse events (irAEs) are often seen during immune‐checkpoint inhibitor (ICI) treatment of various malignancies. Endocrine irAEs including thyroid dysfunctions are the most common irAEs, but their biomarkers remain unclear. In order to identify individuals who are susceptible to thyroid irAE for earlier diagnosis and appropriate follow‐up, the current study is aimed to investigate biomarkers of thyroid irAE. Herein, patients with advanced malignant diseases who received ICIs treatment were prospectively studied. Clinical and laboratory examination, thyroid function, and autoantibodies were evaluated at baseline, and every 4 wk after first treatment with ICIs. Cytokines/chemokines were measured at baseline and at 4 wk. In vivo effects of ICIs on experimental autoimmune thyroiditis were evaluated. Twenty‐six patients with malignant diseases who received ICIs treatment were enrolled in the study. Patients were divided into two groups: those who developed thyroid irAE, and those without irAEs. Comparing the two groups, early increase (≤4 wk) in serum thyroglobulin (Tg) levels and thyroid autoantibodies was seen in thyroid irAE (P < .05). Notably, higher levels of serum IL‐1β, IL‐2, and GM‐CSF at baseline, and early decrease of IL‐8, G‐CSF, and MCP‐1 were significantly associated in the development of thyroid irAE (P < .05). In vivo effects of anti‐PD‐1 antibody on deterioration of mice experimental thyroiditis were seen. In conclusion, early change in Tg, thyroid autoimmunity, and cytokine levels might indicate development of thyroid irAE. Pre‐existing thyroid autoimmunity might be involved with the development of thyroid irAE. Potential application of these factors as surrogate biomarkers for tumor therapy was indicated.
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Affiliation(s)
- Chiaki Kurimoto
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hidefumi Inaba
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroyuki Ariyasu
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroshi Iwakura
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Yoko Ueda
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Shinsuke Uraki
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Ken Takeshima
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Yasushi Furukawa
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Shuhei Morita
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Yuki Yamamoto
- Department of Dermatology, Wakayama Medical University, Wakayama, Japan
| | | | - Masahiro Katsuda
- Second Department of Surgery, Wakayama Medical University, Wakayama, Japan
| | - Atsushi Hayata
- Department of Respiratory Medicine and Clinical Oncology, Wakayama Medical University, Wakayama, Japan
| | - Hiroaki Akamatsu
- Department of Respiratory Medicine and Clinical Oncology, Wakayama Medical University, Wakayama, Japan
| | - Masatoshi Jinnin
- Department of Dermatology, Wakayama Medical University, Wakayama, Japan
| | - Isao Hara
- Department of Urology, Wakayama Medical University, Wakayama, Japan
| | - Hiroki Yamaue
- Second Department of Surgery, Wakayama Medical University, Wakayama, Japan
| | - Takashi Akamizu
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
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12
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Elia G, Ferrari SM, Galdiero MR, Ragusa F, Paparo SR, Ruffilli I, Varricchi G, Fallahi P, Antonelli A. New insight in endocrine-related adverse events associated to immune checkpoint blockade. Best Pract Res Clin Endocrinol Metab 2020; 34:101370. [PMID: 31983543 DOI: 10.1016/j.beem.2019.101370] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Anticancer immunotherapy, in the form of immune checkpoint inhibition, is a paradigm shift that has transformed the care of patients with different types of solid and hematologic cancers. The most notable improvements have been seen in patients with melanoma, non-small-cell lung, bladder, renal, cervical, urotherial, and colorectal cancers, Merkel cell carcinoma, and Hodgkin lymphoma. Monoclonal antibodies (mAbs) targeting immune checkpoints (i.e., anti-CTLA: ipilimumab; anti-PD-1: nivolumab, pembrolizumab; anti-PD-L1: durvalumab, atezolizumab, avelumab) unleash the immune system against tumor cells targeting mainly T cells. Treatment with immune checkpoint inhibitors (ICIs) is associated with a variety of diverse and distinct immune-related adverse events (irAEs), reflecting the mechanistic underpinning of each target (i.e., CTLA-4, and PD-1/PD-L1 network). The most frequent endocrine irAEs associated with anti-PD-1 mAb treatment are thyroid dysfunctions, whereas hypophysitis is mostly linked to anti-CTLA-4 treatment. Type 1 diabetes mellitus and adrenalitis are rare irAEs. Combination therapy (anti-CTLA-4 plus anti-PD-1/PD-L1) can be associated with an increased risk and prevalence of endocrine irAEs. In this paper we discuss the pathophysiological and clinical aspects of irAEs with specific emphasis on endocrine irAEs associated with ICIs. With a growing number of patients treated with ICIs, a tight collaboration among oncologists, endocrinologists and immunologists appears necessary when the circumstances are more challenging and for better management of severe endocrine irAEs. Further investigations are urgently needed to better understand the mechanisms by which different ICIs can induce a variety of endocrine irAEs.
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Affiliation(s)
- Giusy Elia
- Department of Clinical and Experimental Medicine, University of Pisa, 56126, Pisa, Italy.
| | - Silvia Martina Ferrari
- Department of Clinical and Experimental Medicine, University of Pisa, 56126, Pisa, Italy.
| | - Maria Rosaria Galdiero
- Department of Translational Medical Sciences and Center for Basic and Clinical Immunology Research (CISI), University of Naples Federico II, 80131, Naples, Italy; WAO Center of Excellence, 80131, Naples, Italy; Institute of Experimental Endocrinology and Oncology "G. Salvatore" (IEOS), National Research Council (CNR), 80131, Naples, Italy.
| | - Francesca Ragusa
- Department of Clinical and Experimental Medicine, University of Pisa, 56126, Pisa, Italy.
| | - Sabrina Rosaria Paparo
- Department of Clinical and Experimental Medicine, University of Pisa, 56126, Pisa, Italy.
| | - Ilaria Ruffilli
- Department of Clinical and Experimental Medicine, University of Pisa, 56126, Pisa, Italy.
| | - Gilda Varricchi
- Department of Translational Medical Sciences and Center for Basic and Clinical Immunology Research (CISI), University of Naples Federico II, 80131, Naples, Italy; WAO Center of Excellence, 80131, Naples, Italy; Institute of Experimental Endocrinology and Oncology "G. Salvatore" (IEOS), National Research Council (CNR), 80131, Naples, Italy.
| | - Poupak Fallahi
- Department of Translational Research and of New Technologies in Medicine and Surgery, University of Pisa, 56126, Pisa, Italy.
| | - Alessandro Antonelli
- Department of Clinical and Experimental Medicine, University of Pisa, 56126, Pisa, Italy.
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13
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Inaba H, Ariyasu H, Iwakura H, Ueda Y, Kurimoto C, Uraki S, Takeshima K, Yamaoka H, Furukawa Y, Morita S, Nishi M, Akamizu T. Comparative analysis of human leucocyte antigen between idiopathic and anti-PD-1 antibody induced isolated adrenocorticotropic hormone deficiency: A pilot study. Clin Endocrinol (Oxf) 2019; 91:786-792. [PMID: 31468541 DOI: 10.1111/cen.14082] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Revised: 08/24/2019] [Accepted: 08/27/2019] [Indexed: 01/14/2023]
Abstract
BACKGROUND Adult-onset idiopathic isolated adrenocorticotropic hormone deficiency (id-IAD) is a rare disease with unknown aetiology. Recently, numerous cases of anti-PD-1 antibody-induced IAD (PD1-IAD) have been reported, but the clinical course, predictive factors and relationship to id-IAD have not been clarified. Moreover, associations of id-IAD and PD1-IAD with human leucocyte antigen (HLA) require elucidation. METHODS Clinical characteristics of 13 Japanese patients with id-IAD and eight Japanese patients with PD1-IAD were analysed, and HLA-typing test was performed for each patient. Allele and haplotype frequencies of the patients were compared to those of healthy Japanese controls. RESULTS In the HLA allele and haplotype analyses of id-IAD, the frequencies of HLA-C*14:02, HLA-DPB1*05:01, HLA-DRB1*04:05-DQB1*04:01-DPB1*05:01 and HLA-DRB1*09:01-DQB1*03:03-DPB1*05:01 were significantly increased. On the other hand, HLA alleles account for PD1-IAD susceptibility as follows: HLA-DQB1*06:01, HLA-DPB1*09:01 and HLA-DRB5*01:02. Moreover, protective effect for HLA-C*03:03 was suggested in combined id-IAD and PD1-IAD patients. Comparison of the effects of HLA on id-IAD and PD1-IAD revealed some differences. Alleles or haplotypes frequencies increased in id-IAD group were as follows: HLA-DPB1*05:01, HLA-DRB1*09:01, HLA-DRB4*01:03:02, HLA-DQB1*03:03 and HLA-DRB1*09:01-DQB1*03:03. In clinical settings, hyponatremia, disturbance of consciousness and hypoglycaemia were less frequently seen in patients with PD1-IAD than in patients with id-IAD. CONCLUSIONS Distinct clinical characteristics and predisposing HLA allele contributions were proposed between id-IAD and PD1-IAD. Further investigations with greater number of cases are warranted to clarify the detailed mechanisms of id-IAD and PD1-IAD.
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Affiliation(s)
- Hidefumi Inaba
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroyuki Ariyasu
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroshi Iwakura
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Yoko Ueda
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Chiaki Kurimoto
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Shinsuke Uraki
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Ken Takeshima
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Hiroyuki Yamaoka
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Yasushi Furukawa
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Shuhei Morita
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Masahiro Nishi
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
| | - Takashi Akamizu
- The First Department of Medicine, Wakayama Medical University, Wakayama, Japan
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