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Calleja JL, Delgado Sánchez O, Fuentes Pradera MÁ, Llop E, López Zárraga F, Lozano ML, Parra R, Turnes J. Recommendations for the future management of thrombocytopenia in patients with liver cirrhosis: A modified RAND/UCLA appropriateness method. GASTROENTEROLOGIA Y HEPATOLOGIA 2024; 47:32-50. [PMID: 37028757 DOI: 10.1016/j.gastrohep.2023.03.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 03/14/2023] [Accepted: 03/26/2023] [Indexed: 04/08/2023]
Abstract
OBJECTIVE The lack of consensus and specific guidelines, and the introduction of new treatments in thrombocytopenia management in liver cirrhosis patients, required a series of recommendations by experts to improve knowledge on this disease. This study's aim was to improve the knowledge around thrombocytopenia in liver cirrhosis patients, in order to contribute to the generation of future evidence to improve the management of this disease. PATIENTS AND METHODS A modified version of the RAND/UCLA appropriateness method was used. The scientific committee, a multidisciplinary team of 7 experts in managing thrombocytopenia in liver cirrhosis patients, identified the expert panel, and participated in elaborating the questionnaire. Thirty experts from different Spanish institutions were invited to answer a 48-item questionnaire covering 6 areas on a nine-point Likert scale. Two rounds were voted. The consensus was obtained if >77.7% of panelists reached agreement or disagreement. RESULTS A total of 48 statements were developed by the scientific committee and then voted by the experts, resulting in 28 defined as appropriate and completely necessary, relating to evidence generation (10), care circuit, (8), hemorrhagic risk assessment, decision-making and diagnostic tests (14), professionals' role and multidisciplinary coordination (9) and patient education (7). CONCLUSIONS This is the first consensus in Spain on the management of thrombocytopenia in liver cirrhosis patients. Experts indicated several recommendations to be carried out in different areas that could help physicians make better decisions in their clinical practice.
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Affiliation(s)
- José Luis Calleja
- Department of Gastroenterology and Hepatology, Puerta de Hierro University Hospital, IDIPHISA, CIBERehd, Madrid, Spain.
| | | | | | - Elba Llop
- Department of Gastroenterology and Hepatology, Puerta de Hierro University Hospital, IDIPHISA, CIBERehd, Madrid, Spain
| | - Fernando López Zárraga
- Vascular and Interventional Radiology Unit, Álava University Hospital, Vitoria-Gasteiz, Spain
| | - María Luisa Lozano
- Department of Hematology, Morales Meseguer General University Hospital, Murcia, Spain; Biomedical Research Institute of Murcia (IMIB-Pascual Parrilla), CIBERER, Murcia, Spain
| | - Rafael Parra
- Blood and Tissue Bank, Vall d'Hebrón Hospital, Barcelona, Spain
| | - Juan Turnes
- Department of Gastroenterology and Hepatology, Pontevedra University Hospital Complex, IIS Galicia Sur, Pontevedra, Spain; Health Research Institute (IIS) Galicia Sur, Pontevedra, Spain
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Torre A, Cisneros-Garza LE, Castillo-Barradas M, Navarro-Alvarez N, Sandoval-Salas R, González-Huezo MS, Pérez-Hernández JL, Méndez-Guerrero O, Ruiz-Manríquez JA, Trejo-Estrada R, Chavez-Tapia NC, Solís-Gasca LC, Moctezuma-Velázquez C, Aguirre-Valádez J, Flores-Calderón J, Higuera-de-la-Tijera F, García-Juárez I, Canedo-Castillo NA, Malé-Velázquez R, Montalvo-Gordon I, Vilatobá M, Márquez-Guillén E, Córdova-Gallardo J, Flores-García NC, Miranda-Zazueta G, Martínez-Saldívar BI, Páez-Zayas VM, Muñoz-Espinosa LE, Solís-Galindo FA. Consensus document on acute-on-chronic liver failure (ACLF) established by the Mexican Association of Hepatology. Ann Hepatol 2023; 28:101140. [PMID: 37482299 DOI: 10.1016/j.aohep.2023.101140] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 05/26/2023] [Accepted: 05/31/2023] [Indexed: 07/25/2023]
Abstract
Acute-on chronic liver failure (ACLF) has been an intensively debated topic mainly due to the lack of a unified definition and diagnostic criteria. The growing number of publications describing the mechanisms of ACLF development, the progression of the disease, outcomes and treatment has contributed to a better understanding of the disease, however, it has also sparked the debate about this condition. As an attempt to provide medical professionals with a more uniform definition that could be applied to our population, the first Mexican consensus was performed by a panel of experts in the area of hepatology in Mexico. We used the most relevant and impactful publications along with the clinical and research experience of the consensus participants. The consensus was led by 4 coordinators who provided the most relevant bibliography by doing an exhaustive search on the topic. The entire bibliography was made available to the members of the consensus for consultation at any time during the process and six working groups were formed to develop the following sections: 1.- Generalities, definitions, and criteria, 2.- Pathophysiology of cirrhosis, 3.- Genetics in ACLF, 4.- Clinical manifestations, 5.- Liver transplantation in ACLF, 6.- Other treatments.
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Affiliation(s)
- Aldo Torre
- Metabolic Unit, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico.
| | - Laura Esthela Cisneros-Garza
- Gastroenterology and Hepatology Department, Hospital Christus Muguerza Alta Especialidad, Monterrey, Nuevo León, Mexico
| | | | - Nalu Navarro-Alvarez
- Gastroenterology Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | | | | | | | - Osvely Méndez-Guerrero
- Gastroenterology Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | | | | | | | - Luis Carlos Solís-Gasca
- Gastroenterology Department, Hospital General de Zona #12 Benito Juárez del Instituto Mexicano del Seguro Social, Mérida, Yucatán, Mexico
| | - Carlos Moctezuma-Velázquez
- Gastroenterology Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico; Department of Medicine - Division of Gastroenterology (Liver Unit), University of Alberta, Edmonton, Alberta, Canada
| | | | - Judith Flores-Calderón
- Pediatrics Department, Hospital de Pediatría, Centro Médico Nacional Siglo XXI, Mexico City, Mexico
| | | | - Ignacio García-Juárez
- Gastroenterology Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | | | | | - Iaarah Montalvo-Gordon
- Clinic of Gastrointestinal and Hepatic Specialties, Hospital Faro del Mayab, Mérida, Yucatán, Mexico
| | - Mario Vilatobá
- Transplant Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Ernesto Márquez-Guillén
- Gastroenterology Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico; Hospital Ángeles del Pedregal, Mexico City, Mexico
| | - Jacqueline Córdova-Gallardo
- Hepatology Department - General Surgery Service, Hospital General Dr. Manuel Gea González, Mexico City, Mexico
| | - Nayeli Cointa Flores-García
- Gastroenterology Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | - Godolfino Miranda-Zazueta
- Gastroenterology Department, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City, Mexico
| | | | | | - Linda Elsa Muñoz-Espinosa
- Universidad Autónoma de Nuevo León. Liver Unit, Department of Internal Medicine, University Hospital 'Dr. José E. González', Monterrey, Nuevo León, Mexico
| | - Francisco Alfonso Solís-Galindo
- Gastroenterology Department, Unidad Médica de Alta Especialidad # 71 Instituto Mexicano del Seguro Social, Torreón, Coahuila, Mexico
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Dager WE. Developing precision-based multidisciplinary pharmacotherapy management plans in the critically ill. Pharmacotherapy 2023; 43:1102-1111. [PMID: 37772645 DOI: 10.1002/phar.2871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 07/16/2023] [Accepted: 07/27/2023] [Indexed: 09/30/2023]
Affiliation(s)
- William E Dager
- Davis Medical Center, University of California, Sacramento, California, USA
- University of California San Francisco School of Pharmacy, San Francisco, California, USA
- University of California Davis School of Medicine, Sacramento, California, USA
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Liu Y, Song C, Tian Z, Shen W. Ten-Year Multicenter Retrospective Study Utilizing Machine Learning Algorithms to Identify Patients at High Risk of Venous Thromboembolism After Radical Gastrectomy. Int J Gen Med 2023; 16:1909-1925. [PMID: 37228741 PMCID: PMC10202705 DOI: 10.2147/ijgm.s408770] [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: 02/15/2023] [Accepted: 05/16/2023] [Indexed: 05/27/2023] Open
Abstract
Purpose This study aims to construct a machine learning model that can recognize preoperative, intraoperative, and postoperative high-risk indicators and predict the onset of venous thromboembolism (VTE) in patients. Patients and Methods A total of 1239 patients diagnosed with gastric cancer were enrolled in this retrospective study, among whom 107 patients developed VTE after surgery. We collected 42 characteristic variables of gastric cancer patients from the database of Wuxi People's Hospital and Wuxi Second People's Hospital between 2010 and 2020, including patients' demographic characteristics, chronic medical history, laboratory test characteristics, surgical information, and patients' postoperative conditions. Four machine learning algorithms, namely, extreme gradient boosting (XGBoost), random forest (RF), support vector machine (SVM), and k-nearest neighbor (KNN), were employed to develop predictive models. We also utilized Shapley additive explanation (SHAP) for model interpretation and evaluated the models using k-fold cross-validation, receiver operating characteristic (ROC) curves, calibration curves, decision curve analysis (DCA), and external validation metrics. Results The XGBoost algorithm demonstrated superior performance compared to the other three prediction models. The area under the curve (AUC) value for XGBoost was 0.989 in the training set and 0.912 in the validation set, indicating high prediction accuracy. Furthermore, the AUC value of the external validation set was 0.85, signifying good extrapolation of the XGBoost prediction model. The results of SHAP analysis revealed that several factors, including higher body mass index (BMI), history of adjuvant radiotherapy and chemotherapy, T-stage of the tumor, lymph node metastasis, central venous catheter use, high intraoperative bleeding, and long operative time, were significantly associated with postoperative VTE. Conclusion The machine learning algorithm XGBoost derived from this study enables the development of a predictive model for postoperative VTE in patients after radical gastrectomy, thereby assisting clinicians in making informed clinical decisions.
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Affiliation(s)
- Yuan Liu
- Department of General Surgery, The Affiliated Wuxi People’s Hospital of Nanjing Medical University, Wuxi, People’s Republic of China
| | - Chen Song
- Department of General Surgery, The Affiliated Wuxi People’s Hospital of Nanjing Medical University, Wuxi, People’s Republic of China
| | - Zhiqiang Tian
- Department of General Surgery, The Affiliated Wuxi People’s Hospital of Nanjing Medical University, Wuxi, People’s Republic of China
| | - Wei Shen
- Department of General Surgery, The Affiliated Wuxi People’s Hospital of Nanjing Medical University, Wuxi, People’s Republic of China
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Tomić Mahečić T, Baronica R, Mrzljak A, Boban A, Hanžek I, Karmelić D, Babić A, Mihaljević S, Meier J. Individualized Management of Coagulopathy in Patients with End-Stage Liver Disease. Diagnostics (Basel) 2022; 12:3172. [PMID: 36553179 PMCID: PMC9777026 DOI: 10.3390/diagnostics12123172] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 12/02/2022] [Accepted: 12/14/2022] [Indexed: 12/23/2022] Open
Abstract
Over the last decades, individualized approaches and a better understanding of coagulopathy complexity in end-stage liver disease (ESLD) patients has evolved. The risk of both thrombosis and bleeding during minimally invasive interventions or surgery is associated with a worse outcome in this patient population. Despite deranged quantitative and qualitative coagulation laboratory parameters, prophylactic coagulation management is unnecessary for patients who do not bleed. Transfusion of red blood cells (RBCs) and blood products carries independent risks for morbidity and mortality, including modulation of the immune system with increased risk for nosocomial infections. Optimal coagulation management in these complex patients should be based on the analysis of standard coagulation tests (SCTs) and viscoelastic tests (VETs). VETs represent an individualized approach to patients and can provide information about coagulation dynamics in a concise period of time. This narrative review will deliver the pathophysiology of deranged hemostasis in ESLD, explore the difficulties of evaluating the coagulopathies in liver disease patients, and examine the use of VET assays and management of coagulopathy using coagulation factors. Methods: A selective literature search with PubMed as the central database was performed with the following.
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Affiliation(s)
- Tina Tomić Mahečić
- Clinic of Anesthesiology, Reanimatology and Intensive Care Medicine, and Pain Treatment, University Hospital Center Zagreb, 10000 Zagreb, Croatia
| | - Robert Baronica
- Clinic of Anesthesiology, Reanimatology and Intensive Care Medicine, and Pain Treatment, University Hospital Center Zagreb, 10000 Zagreb, Croatia
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
| | - Anna Mrzljak
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Liver Transplant Center, Department of Gastroenterology and Hepatology, University Hospital Center Zagreb, 10000 Zagreb, Croatia
| | - Ana Boban
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
- Department of Hematology, University Hospital Center Zagreb, 10000 Zagreb, Croatia
| | - Ivona Hanžek
- Clinic of Anesthesiology, Reanimatology and Intensive Care Medicine, and Pain Treatment, University Hospital Center Zagreb, 10000 Zagreb, Croatia
| | - Dora Karmelić
- Clinic of Anesthesiology, Reanimatology and Intensive Care Medicine, and Pain Treatment, University Hospital Center Zagreb, 10000 Zagreb, Croatia
| | - Anđela Babić
- Clinic of Anesthesiology, Reanimatology and Intensive Care Medicine, and Pain Treatment, University Hospital Center Zagreb, 10000 Zagreb, Croatia
| | - Slobodan Mihaljević
- Clinic of Anesthesiology, Reanimatology and Intensive Care Medicine, and Pain Treatment, University Hospital Center Zagreb, 10000 Zagreb, Croatia
- School of Medicine, University of Zagreb, 10000 Zagreb, Croatia
| | - Jens Meier
- Clinic of Anesthesiology and Intensive Care Medicine, Kepler University Clinic, Johannes Kepler University, 4040 Linz, Austria
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Ding JN, Feng TT, Sun W, Cai XY, Zhang Y, Zhao WF. Recombinant human thrombopoietin treatment in patients with chronic liver disease-related thrombocytopenia undergoing invasive procedures: A retrospective study. World J Gastrointest Surg 2022; 14:1260-1271. [PMID: 36504518 PMCID: PMC9727570 DOI: 10.4240/wjgs.v14.i11.1260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 10/30/2022] [Accepted: 11/16/2022] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Chronic liver disease (CLD) related thrombocytopenia increases the risk of bleeding and poor prognosis. Many liver disease patients require invasive procedures or surgeries, such as liver biopsy or endoscopic variceal ligation, and most of them have lower platelet counts, which could aggravate the risk of bleeding due to liver dysfunction and coagulation disorders. Unfortunately, there is no defined treatment modality for CLD-induced thrombocytopenia. Recombinant human thrombopoietin (rhTPO) is commonly used to treat primary immune thrombocytopenic purpura and thrombocytopenia caused by solid tumor chemotherapy; however, there are few reports on the use of rhTPO in the treatment of CLD-related thrombocytopenia. AIM To evaluate the efficacy of rhTPO in the treatment of patients with CLD-associated thrombocytopenia undergoing invasive procedures. METHODS All analyses were based on the retrospective collection of clinical data of patients with CLD who were treated in the Department of Infectious Diseases at The First Affiliated Hospital of Soochow University between June 2020 and December 2021. Fifty-nine male and 41 female patients with liver disease were enrolled in this study to assess the changes in platelet counts and parameters before and after the use of rhTPO for thrombocytopenia. Adverse events related to treatment, such as bleeding, thrombosis, and disseminated intravascular coagulation, were also investigated. RESULTS Among the enrolled patients, 78 (78%) showed a platelet count increase after rhTPO use, while 22 (22%) showed no significant change in platelet count. The mean platelet count after rhTPO treatment in all patients was 101.53 ± 81.81 × 109/L, which was significantly improved compared to that at baseline (42.88 ± 16.72 × 109/L), and this difference was statistically significant (P < 0.001). In addition, patients were further divided into three subgroups according to their baseline platelet counts (< 30 × 109/L, 30-50 × 109/L, > 50 × 109/L). Subgroup analyses showed that the median platelet counts after treatment were significantly higher (P < 0.001, all). Ninety (90%) patients did not require platelet transfusion partially due to an increase in platelet count after treatment with rhTPO. No serious adverse events related to rhTPO treatment were observed. Overall, rhTPO demonstrated good clinical efficacy for treating CLD-associated thrombocytopenia. CONCLUSION rhTPO can improve platelet count, reduce the risk of bleeding, and decrease the platelet transfusion rate, which may promote the safety of invasive procedures and improve overall survival of patients with CLD.
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Affiliation(s)
- Jing-Nuo Ding
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou 215000, Jiangsu Province, China
| | - Ting-Ting Feng
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou 215000, Jiangsu Province, China
| | - Wei Sun
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou 215000, Jiangsu Province, China
| | - Xin-Yi Cai
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou 215000, Jiangsu Province, China
| | - Yun Zhang
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou 215000, Jiangsu Province, China
| | - Wei-Feng Zhao
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou 215000, Jiangsu Province, China
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Desai S, Subramanian A. Thrombocytopenia in Chronic Liver Disease: Challenges and Treatment Strategies. Cureus 2021; 13:e16342. [PMID: 34277309 PMCID: PMC8276329 DOI: 10.7759/cureus.16342] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/12/2021] [Indexed: 12/14/2022] Open
Abstract
Thrombocytopenia is a common hematologic complication seen in patients with chronic liver disease (CLD). The pathophysiology of thrombocytopenia in CLD is multifactorial, primarily stemming from platelet sequestration and decreased platelet production. This review focuses on the pathophysiology and current treatment options in the treatment of thrombocytopenia in chronic liver disease. While platelet transfusions are the gold standard of treatment, considerations ought to be given to CLD patients who can benefit from transjugular intrahepatic portosystemic shunt and splenic artery embolization. Finally, the recent approval of thrombopoietin receptor agonists for use in CLD patients paves a way for a safe and effective alternative method of improving platelet levels and reducing the need for recurrent platelet transfusions.
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Affiliation(s)
- Shreya Desai
- Internal Medicine, Rosalind Franklin University of Medicine and Science, North Chicago, USA
| | - Anita Subramanian
- Internal Medicine, Campbell University, Lilington, USA.,Internal Medicine, Ross University School of Medicine, Barbados, BRB
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