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Souza AWSD, Dantas JG, Montandon ACDOES, Calich AL, Mont' Alverne ARDS, Gasparin AA, Bianchi D, Yuki EFN, Sacilotto N, Dos Reis Neto ET, Monticielo OA, Pereira IA. Position statement of the Brazilian society of Rheumatology on mesna use as a preventive therapy for bladder disease in patients with systemic autoimmune diseases and systemic vasculitis under cyclophosphamide treatment. Adv Rheumatol 2024; 64:41. [PMID: 38773538 DOI: 10.1186/s42358-024-00380-0] [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: 11/30/2023] [Accepted: 05/06/2024] [Indexed: 05/24/2024] Open
Abstract
OBJECTIVE To review current literature to support the use of mesna as a preventive therapy for hemorrhagic cystitis and bladder cancer in patients with systemic autoimmune diseases and systemic vasculitis treated with cyclophosphamide. MATERIALS AND METHODS The search for articles was conducted systematically through MEDLINE, LILACS, Cochrane Library, and Embase databases. Only articles in English were selected. For available records, titles and abstracts were selected independently by two investigators. RESULTS Eighteen studies were selected for analysis. The known adverse effects of cyclophosphamide were hematological toxicity, infections, gonadal toxicity, teratogenicity, increased risk for malignancy and hemorrhagic cystitis. Long-term toxicity was highly dependent on cyclophosphamide cumulative dose. The risk of bladder cancer is especially higher in long-term exposure and with cumulative doses above 36 g. The risk remains high for years after drug discontinuation. Hemorrhagic cystitis is highly correlated with cumulative dose and its incidence ranges between 12 and 41%, but it seems to be lower with new regimens with reduced cyclophosphamide dose. No randomized controlled trials were found to analyze the use of mesna in systemic autoimmune rheumatic diseases and systemic vasculitis. Retrospective studies yielded conflicting results. Uncontrolled prospective studies with positive results were considered at high risk of bias. No evidence was found to support the use of mesna during the treatment with cyclophosphamide for autoimmune diseases or systemic vasculitis to prevent hemorrhagic cystitis and bladder cancer. In the scenarios of high cumulative cyclophosphamide dose (i.e., > 30 g), patients with restricted fluid intake, neurogenic bladder, therapy with oral anticoagulants, and chronic kidney disease, mesna could be considered. CONCLUSION The current evidence was found to be insufficient to support the routine use of mesna for the prophylaxis of hemorrhagic cystitis and bladder cancer in patients being treated for systemic autoimmune diseases and systemic vasculitis with cyclophosphamide. The use may be considered for selected cases.
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Affiliation(s)
- Alexandre Wagner S de Souza
- Rheumatology Division, Department of Medicine, Escola Paulista de Medicina - Universidade Federal de São Paulo, São Paulo, SP, Brazil.
| | - João Gabriel Dantas
- Rheumatology Division, Department of Medicine, Escola Paulista de Medicina - Universidade Federal de São Paulo, São Paulo, SP, Brazil
| | | | - Ana Luísa Calich
- Rheumatology Division, Department of Medicine, Escola Paulista de Medicina - Universidade Federal de São Paulo, São Paulo, SP, Brazil
- Hospital Sírio Libanês, São Paulo, SP, Brazil
| | | | - Andrese Aline Gasparin
- Rheumatology Division, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | | | | | | | - Edgard Torres Dos Reis Neto
- Rheumatology Division, Department of Medicine, Escola Paulista de Medicina - Universidade Federal de São Paulo, São Paulo, SP, Brazil
| | - Odirlei André Monticielo
- Rheumatology Division, Hospital de Clínicas de Porto Alegre, Universidade Federal do Rio Grande do Sul, Porto Alegre, RS, Brazil
| | - Ivanio Alves Pereira
- Rheumatology Division, Universidade Federal de Santa Catarina, Florianópolis, SC, Brazil
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Grovu R, Huo Y, Nguyen A, Mourad O, Pan Z, El-Gharib K, Wei C, Mustafa A, Quan T, Slobodnick A. Machine learning: Predicting hospital length of stay in patients admitted for lupus flares. Lupus 2023; 32:1418-1429. [PMID: 37831499 DOI: 10.1177/09612033231206830] [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] [Indexed: 10/14/2023]
Abstract
BACKGROUND Although rare, severe systemic lupus erythematosus (SLE) flares requiring hospitalization account for most of the direct costs of SLE care. New machine learning (ML) methods may optimize lupus care by predicting which patients will have a prolonged hospital length of stay (LOS). Our study uses a machine learning approach to predict the LOS in patients admitted for lupus flares and assesses which features prolong LOS. METHODS Our study sampled 5831 patients admitted for lupus flares from the National Inpatient Sample Database 2016-2018 and collected 90 demographics and comorbidity features. Four machine learning (ML) models were built (XGBoost, Linear Support Vector Machines, K Nearest Neighbors, and Logistic Regression) to predict LOS, and their performance was evaluated using multiple metrics, including accuracy, receiver operator area under the curve (ROC-AUC), precision-recall area under the curve (PR- AUC), and F1-score. Using the highest-performing model (XGBoost), we assessed the feature importance of our input features using Shapley value explanations (SHAP) to rank their impact on LOS. RESULTS Our XGB model performed the best with a ROC-AUC of 0.87, PR-AUC of 0.61, an F1 score of 0.56, and an accuracy of 95%. The features with the most significant impact on the model were "the need for a central line," "acute dialysis," and "acute renal failure." Other top features include those related to renal and infectious comorbidities. CONCLUSION Our results were consistent with the established literature and showed promise in ML over traditional methods of predictive analyses, even with rare rheumatic events such as lupus flare hospitalizations.
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Affiliation(s)
- Radu Grovu
- Internal Medicine Department, Staten Island University Hospital, Staten Island, NY, USA
| | - Yanran Huo
- Department of Engineering, University of Massachusetts, Dartmouth, MA, USA
| | - Andrew Nguyen
- Medicine Department, Harvard Medical School, Boston, MA, USA
| | - Omar Mourad
- Internal Medicine Department, Staten Island University Hospital, Staten Island, NY, USA
| | - Zihang Pan
- Medicine Department, Duke-NUS Medical School, Singapore
| | - Khalil El-Gharib
- Internal Medicine Department, Staten Island University Hospital, Staten Island, NY, USA
| | - Chapman Wei
- Internal Medicine Department, Staten Island University Hospital, Staten Island, NY, USA
| | - Ahmad Mustafa
- Internal Medicine Department, Staten Island University Hospital, Staten Island, NY, USA
| | - Theodore Quan
- Medicine Department, George Washington University School of Medicine, Washington, DC, USA
| | - Anastasia Slobodnick
- Rheumatology Department, Staten Island University Hospital, Staten Island, NY, USA
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DeChiara JR, Birch EM, Harper H. Low-Dose Cyclophosphamide Associated With Hyponatremia and Hepatotoxicity. Cureus 2023; 15:e45375. [PMID: 37849582 PMCID: PMC10578966 DOI: 10.7759/cureus.45375] [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] [Accepted: 09/15/2023] [Indexed: 10/19/2023] Open
Abstract
Cyclophosphamide (CY) is an alkylating agent often used as a chemotherapeutic agent, with increasing use as an immunosuppressant. Cyclophosphamide has many established adverse effects, including hyponatremia and limited reports of hepatotoxicity, particularly in high-dose treatment. A case of simultaneous hyponatremia and acute liver injury associated with the initiation of cyclophosphamide two weeks prior is discussed here. A 73-year-old male with acquired hemophilia A/factor VIII deficiency presented to the emergency department (ED) with four days of hip pain and was found to have jaundice and confusion. Laboratory evaluation demonstrated hyponatremia and an acute liver injury associated with his recent cyclophosphamide use. With the discontinuation of the offending agent and sodium correction, he made a full recovery. Cyclophosphamide-induced hyponatremia is likely secondary to the nephrogenic syndrome of inappropriate antidiuresis (NSIAD) and is most often associated with high-dose regimens. While the mechanism of hepatotoxicity requires further study, it is likely dose-dependent and related to excess levels of 4-hydroxycyclophosphamide (HCY). The management of cyclophosphamide-induced water toxicity and hepatotoxicity is centered around the discontinuation of medication, the correction of electrolyte abnormalities, and supportive treatment.
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Affiliation(s)
- James R DeChiara
- Department of Emergency Medicine, Madigan Army Medical Center, Tacoma, USA
| | - Eleanor M Birch
- Department of Emergency Medicine, Madigan Army Medical Center, Tacoma, USA
| | - Hillary Harper
- Department of Emergency Medicine, Madigan Army Medical Center, Tacoma, USA
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Gómez-Hernando M, Quintana LF, Suárez-Lledo M, Martínez-Cibrian N, Rivero A, Ruiz-Boy S, Carcelero E, Mate P, Riu G, Monge I, Serrahima A, Solano MT, Rosiñol L, Esteve J, Urbano-Ispizua A, Carreras E, Fernández-Avilés F, Martínez C, Rovira M, Salas MQ. Hyponatremia induced by post-transplant cyclophosphamide in allogeneic hematopoietic cell transplantation. Bone Marrow Transplant 2023; 58:212-214. [PMID: 36335256 DOI: 10.1038/s41409-022-01864-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 10/21/2022] [Accepted: 10/26/2022] [Indexed: 11/08/2022]
Affiliation(s)
- Marta Gómez-Hernando
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain
| | - Luis F Quintana
- Clinical Nephrology Section, Nephrology and Renal Transplantation Department, Hospital Clínic de Barcelona, ICNU, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - María Suárez-Lledo
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Nuria Martínez-Cibrian
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Andrea Rivero
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Sonia Ruiz-Boy
- Pharmacy Unit, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Ester Carcelero
- Pharmacy Unit, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Paula Mate
- Pharmacy Unit, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Gisela Riu
- Pharmacy Unit, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Inés Monge
- Pharmacy Unit, Hospital Clínic de Barcelona, Barcelona, Spain
| | - Anna Serrahima
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain
| | - Maria Teresa Solano
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain
| | - Laura Rosiñol
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Jordi Esteve
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Alvaro Urbano-Ispizua
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Enric Carreras
- Fundació i Institut de Recerca Josep Carreras contra la leucèmia (Campus Clínic), Barcelona, Spain
| | - Francesc Fernández-Avilés
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Carmen Martínez
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Montserrat Rovira
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Maria Queralt Salas
- Hematopoietic Transplantation Unit, Hematology Department, Clinical Institute of Hematology and Oncology (ICMHO), Hospital Clínic de Barcelona, Barcelona, Spain. .,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.
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