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Delgado MG, Mertineit N, Bosch J, Baumgartner I, Berzigotti A. Combination of Model for End-Stage Liver Disease (MELD) and Sarcopenia predicts mortality after transjugular intrahepatic portosystemic shunt (TIPS). Dig Liver Dis 2024; 56:1544-1550. [PMID: 38555198 DOI: 10.1016/j.dld.2024.03.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 02/21/2024] [Accepted: 03/01/2024] [Indexed: 04/02/2024]
Abstract
TIPS is the most effective treatment for portal hypertension. Patient selection remains important to achieving optimal post-TIPS outcomes. The study evaluates 1-year mortality factors in cirrhotic patients receiving TIPS. METHODS 87 cirrhotic patients received a TIPS between 2015 - 2021. Predictors of 1-year and overall mortality were assessed by estimating cumulative incidence functions and Grey's test to adjust for liver transplantation as a risk competing with mortality. Variables with p < 0.05 were checked for collinearity and included in the multivariate Cox proportional hazards model. Model discrimination was evaluated by calculating the area under the ROC curve. RESULTS 87 patients were included (68% men; 22% ≥70 years). ALD was the primary cirrhosis cause. Most patients were Child-Pugh class B, MELD-Na score was 13.6 ± 6.0 points. The most frequent indication for TIPS was bleeding (51.7%), followed by refractory ascites (42.5%). The variables positively associated with mortality in univariate analysis were ascites, clinically overt sarcopenia and MELD-Na score, while ongoing nutritional supplementation improved survival. In the multivariate analysis, only clinically overt sarcopenia and MELD-Na score remained independently associated with mortality. A MELD-Na/sarcopenia model demonstrated a good discrimination, AUROC: 0.86 (95% CI 0.77 - 0.95). CONCLUSION MELD-Na score, and sarcopenia were significantly associated with 1-year survival in cirrhotic patients who received TIPS.
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Affiliation(s)
- Maria Gabriela Delgado
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Switzerland; Center for Vascular Interventions (IZI), Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Nando Mertineit
- Center for Vascular Interventions (IZI), Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland; Department of Diagnostic, Interventional and Pediatric Radiology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland; Department of Medical Radiology, Buergerspital Solothurn, Solothurner Spitäler, Solothurn, Switzerland
| | - Jaime Bosch
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Switzerland
| | | | - Annalisa Berzigotti
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Switzerland; Center for Vascular Interventions (IZI), Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.
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Hunt C, Patel M, Bayona Molano MDP, Patel MS, VanWagner LB. Radiological and Surgical Treatments of Portal Hypertension. Clin Liver Dis 2024; 28:437-453. [PMID: 38945636 DOI: 10.1016/j.cld.2024.03.003] [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] [Indexed: 07/02/2024]
Abstract
Interventions for portal hypertension are continuously evolving and expanding beyond the realm of medical management. When complications such as varices and ascites persist despite conservative interventions, procedures including transjugular intrahepatic portosystemic shunt creation, transvenous obliteration, portal vein recanalization, splenic artery embolization, surgical shunt creation, and devascularization are all potential interventions detailed in this article. Selection of the optimal procedure to address the underlying cause, treat symptoms, and, in some cases, bridge to liver transplantation depends on the specific etiology of portal hypertension and the patient's comorbidities.
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Affiliation(s)
- Charlotte Hunt
- Department of Internal Medicine, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - Mausam Patel
- Department of Internal Medicine, UT Southwestern Medical Center, 5323 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - Maria Del Pilar Bayona Molano
- Department of Radiology, Keck School of Medicine, University of Southern California, 1500 San Pablo Street, Health Sciences Campus, Los Angeles, CA 90033, USA
| | - Madhukar S Patel
- Division of Organ Transplantation, Department of Surgery, UT Southwestern Medical Center, 5939 Harry Hines Boulevard, Dallas, TX 75390, USA
| | - Lisa B VanWagner
- Division of Digestive and Liver Diseases, Department of Internal Medicine, UT Southwestern Medical Center, 5959 Harry Hines Boulevard, Suite HP4.420M, Dallas, TX 75390-8887, USA.
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Lv YF, Zhu B, Meng MM, Wu YF, Dong CB, Zhang Y, Liu BW, You SL, Lv S, Yang YP, Liu FQ. Development of a new Cox model for predicting long-term survival in hepatitis cirrhosis patients underwent transjugular intrahepatic portosystemic shunts. World J Gastrointest Surg 2024; 16:491-502. [PMID: 38463355 PMCID: PMC10921221 DOI: 10.4240/wjgs.v16.i2.491] [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: 11/21/2023] [Revised: 12/23/2023] [Accepted: 01/12/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND Transjugular intrahepatic portosystemic shunt (TIPS) placement is a procedure that can effectively treat complications of portal hypertension, such as variceal bleeding and refractory ascites. However, there have been no specific studies on predicting long-term survival after TIPS placement. AIM To establish a model to predict long-term survival in patients with hepatitis cirrhosis after TIPS. METHODS A retrospective analysis was conducted on a cohort of 224 patients who underwent TIPS implantation. Through univariate and multivariate Cox regression analyses, various factors were examined for their ability to predict survival at 6 years after TIPS. Consequently, a composite score was formulated, encompassing the indication, shunt reasonability, portal venous pressure gradient (PPG) after TIPS, percentage decrease in portal venous pressure (PVP), indocyanine green retention rate at 15 min (ICGR15) and total bilirubin (Tbil) level. Furthermore, the performance of the newly developed Cox (NDC) model was evaluated in an internal validation cohort and compared with that of a series of existing models. RESULTS The indication (variceal bleeding or ascites), shunt reasonability (reasonable or unreasonable), ICGR15, postoperative PPG, percentage of PVP decrease and Tbil were found to be independent factors affecting long-term survival after TIPS placement. The NDC model incorporated these parameters and successfully identified patients at high risk, exhibiting a notably elevated mortality rate following the TIPS procedure, as observed in both the training and validation cohorts. Additionally, in terms of predicting the long-term survival rate, the performance of the NDC model was significantly better than that of the other four models [Child-Pugh, model for end-stage liver disease (MELD), MELD-sodium and the Freiburg index of post-TIPS survival]. CONCLUSION The NDC model can accurately predict long-term survival after the TIPS procedure in patients with hepatitis cirrhosis, help identify high-risk patients and guide follow-up management after TIPS implantation.
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Affiliation(s)
- Yi-Fan Lv
- Liver Disease Minimally Invasive Diagnosis and Treatment Center, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Bing Zhu
- Liver Vascular Disease Diagnosis and Treatment Center, The Fifth Medical Center of Chinese People's Liberation Army General Hospital, Beijing 100039, China
| | - Ming-Ming Meng
- Liver Disease Minimally Invasive Diagnosis and Treatment Center, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Yi-Fan Wu
- Liver Disease Minimally Invasive Diagnosis and Treatment Center, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Cheng-Bin Dong
- Liver Disease Minimally Invasive Diagnosis and Treatment Center, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Yu Zhang
- Liver Disease Minimally Invasive Diagnosis and Treatment Center, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Bo-Wen Liu
- Liver Disease Minimally Invasive Diagnosis and Treatment Center, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
| | - Shao-Li You
- Liver Vascular Disease Diagnosis and Treatment Center, The Fifth Medical Center of Chinese People's Liberation Army General Hospital, Beijing 100039, China
| | - Sa Lv
- Liver Vascular Disease Diagnosis and Treatment Center, The Fifth Medical Center of Chinese People's Liberation Army General Hospital, Beijing 100039, China
| | - Yong-Ping Yang
- Liver Vascular Disease Diagnosis and Treatment Center, The Fifth Medical Center of Chinese People's Liberation Army General Hospital, Beijing 100039, China
| | - Fu-Quan Liu
- Liver Disease Minimally Invasive Diagnosis and Treatment Center, Beijing Shijitan Hospital, Capital Medical University, Beijing 100038, China
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Xiong B, Yang C, Zhu X, Zhou C, Chen S, Zhang Z, Wu X, Huang S. The Added Value of Sarcopenia on Existing Risk Scores to Predict Mortality after TIPS Placement: A Multicenter Study. Acad Radiol 2023; 30 Suppl 1:S246-S256. [PMID: 37029067 DOI: 10.1016/j.acra.2023.03.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Revised: 03/09/2023] [Accepted: 03/10/2023] [Indexed: 04/08/2023]
Abstract
RATIONALE AND OBJECTIVES Multiple prognostic scores have been applied for predicting survival after TIPS placement. The aim was to evaluate the added value of sarcopenia on existing risk scores and develop a sarcopenia-based scoring system for survival prediction and risk stratification. MATERIALS AND METHODS In the derivation cohort of 386 cirrhotic patients undergoing TIPS, five risk scores (Child-Pugh, MELD, MELD-Na, MELD 3.0, and FIPS) were compared for prediction of short- and long-term mortality after TIPS. Sarcopenia was diagnosed based on the L3 skeletal muscle index and was incorporated into existing scores to assess its added value. A novel sarcopenia-based score was developed and externally validated in an independent cohort of 198 patients undergoing TIPS. RESULTS Among existing scores, the FIPS score showed the highest discrimination (c-index: 0.756-0.783) and calibration (Brier score: 0.059-0.127). Besides, the FIPS score was significantly associated with the severity of baseline sarcopenia and reversal of sarcopenia after TIPS. The inclusion of sarcopenia improved discrimination of existing scores in different degrees and sarcopenia could stratify the low-risk categories deemed by these scores. A FIPS-sarcopenia score was developed, showing superior discrimination over existing scores (c-index: 0.777-0.804 in the derivation cohort, 0.738-0.788 in the validation cohort). With a determined cutoff of 0.8, this score allowed for the identification of two prognostic subgroups with distinct prognoses. CONCLUSION FIPS score was highly correlated with the severity of sarcopenia and sarcopenia reversal after TIPS, and sarcopenia could improve the prognostic ability of existing scores. A FIPS-sarcopenia score was developed and validated, showing improved survival prediction and risk stratification.
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Affiliation(s)
- Bin Xiong
- Department of Interventional Radiology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China (B.X., X.W.).
| | - Chongtu Yang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (C.Y.); Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (C.Y., C.Z., S.H.)
| | - Xiaoli Zhu
- Department of Interventional Radiology, The First Affiliated Hospital of Soochow University (X.Z., Z.Z.)
| | - Chen Zhou
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China (C.Y., C.Z., S.H.)
| | - Shirui Chen
- Department of Dermatology, Chengdu Second People's Hospital, Chengdu, China (S.C.)
| | - Zichen Zhang
- Department of Interventional Radiology, The First Affiliated Hospital of Soochow University (X.Z., Z.Z.)
| | - Xiaomei Wu
- Department of Interventional Radiology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China (B.X., X.W.)
| | - Songjiang Huang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China (C.Y.); Department of Interventional Radiology, Zhongshan Hospital, Fudan University, Shanghai, China (S.H.)
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Bayona Molano MDP, Barrera Gutierrez JC, Landinez G, Mejia A, Haskal ZJ. Updates on the Model for End-Stage Liver Disease Score and Impact on the Liver Transplant Waiting List: A Narrative Review. J Vasc Interv Radiol 2023; 34:337-343. [PMID: 36539154 DOI: 10.1016/j.jvir.2022.12.029] [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: 06/02/2022] [Revised: 12/07/2022] [Accepted: 12/10/2022] [Indexed: 12/23/2022] Open
Abstract
The model for end-stage liver disease (MELD) score is an established indicator of cirrhosis severity and a predictor of morbidity and mortality in patients undergoing transjugular intrahepatic portosystemic shunt (TIPS) creation and for allocation in liver transplantation. Since the adoption of the score, its use has been expanded to multiple new indications requiring model modifications, including relevant clinical and demographic variables, to increase predictive accuracy. The purpose of this report is to provide an update on the modifications made to the MELD score, comparing their performance with C statistics, advantages and disadvantages, and impact on mortality at 3 months after placing a TIPS or awaiting liver transplantation.
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Affiliation(s)
| | | | - Gina Landinez
- Interventional Radiology Section, University of California San Francisco, San Francisco, California
| | - Alejandro Mejia
- Hepatobiliary and Transplant Surgery, Methodist Dallas Medical Center, Dallas, Texas
| | - Ziv J Haskal
- Department of Radiology and Medical Imaging, University of Virginia School of Medicine, Charlottesville, Virginia
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Validating the prognostic value of Freiburg index of posttransjugular intrahepatic portosystemic shunt survival score and classic scores in Chinese patients with implantation of transjugular intrahepatic portosystemic shunt. Eur J Gastroenterol Hepatol 2022; 34:1074-1080. [PMID: 36062497 DOI: 10.1097/meg.0000000000002427] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
BACKGROUND AND AIMS It is important and challenging to evaluate the survival of cirrhotic patients undergoing transjugular intrahepatic portosystemic shunt (TIPS). We aimed to validate the Freiburg index of post-TIPS survival (FIPS) score and classic scores for predicting mortality in Chinese patients after TIPS creation. METHODS A total of 709 consecutive patients with cirrhosis from December 2011 to July 2018 who underwent TIPS placement were retrospectively reviewed. The prognostic value of the FIPS score, the model for end-stage liver disease (MELD) score, Child-Pugh score and Chronic Liver Failure Consortium Acute Decompensation score was validated with the receiver operating characteristic (ROC) curve and DeLong et al. test. RESULTS The MELD-Na score was superior to the FIPS score in predicting 1-month mortality [AUROC, 0.727 (0.692-0.759) vs. 0.588 (0.551-0.625); P = 0.048]. The MELD and MELD-Na scores were significant superior to the FIPS score in predicting 3-month mortality [AUROC, 0.730 (0.696-0.762) vs. 0.598 (0.561-0.634); P = 0.044 and 0.740 (0.706-0.772) vs. 0.598 (0.561-0.634); P = 0.028]. Subgroup analyses revealed that Child-Pugh score was better than FIPS score in predicting 3-month mortality [AUROC, 0.797 (0.745-0.843) vs. 0.578 (0.517-0.637); P = 0.049] in nonviral cirrhosis group. CONCLUSION Classic scores still had good risk stratification and predictive ability of post-TIPS mortality. The FIPS score was not superior to the classic scores in the current Chinese cohort. The MELD and MELD-Na scores were significantly superior to the FIPS score in predicting 3-month mortality.
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Bai YW, Liu JC, Yang CT, Wang YL, Wang CY, Ju SG, Zhou C, Huang SJ, Li TQ, Chen Y, Yao W, Xiong B. Inclusion of sarcopenia improves the prognostic value of MELD score in patients after transjugular intrahepatic portosystemic shunt. Eur J Gastroenterol Hepatol 2022; 34:948-955. [PMID: 35594511 PMCID: PMC9345516 DOI: 10.1097/meg.0000000000002391] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Accepted: 04/21/2022] [Indexed: 02/06/2023]
Abstract
OBJECTIVE To explore the predictive value of model for end-stage liver disease (MELD)-Sarcopenia score for survival of cirrhotic patients after transjugular intrahepatic portosystemic shunt (TIPS) placement. METHODS 289 patients who underwent TIPS between February 2016 and December 2020 were included, they were divided into the sarcopenia group ( n = 138) and non-sarcopenia group ( n = 151) according to whether they were complicated with sarcopenia. Kaplan-Meier curve was used to analyze and compare the prognosis of the above two groups and multivariate Cox regression analysis was used to identify the independent prognostic factors. The performance of different predictive models was compared using C-index. RESULTS During the follow-up, Kaplan-Meier analyses indicated that cumulative survival was significantly lower in sarcopenia group than that in non-sarcopenia group [74.6% vs. 92.7%, HR, 0.24 (95% confidence interval (CI), 0.12-0.46), Log-rank P < 0.001]. After multivariate Cox analysis, age [HR, 1.040 (95% CI, 1.015-1.065), P = 0.002], sarcopenia [HR, 3.948 (95% CI, 1.989-7.838), P < 0.001], albumin [HR, 0.945 (95% CI, 0.897-0.997), P = 0.037], and MELD score [HR, 1.156 (95% CI, 1.097-1.217), P < 0.001] were identified as the independent risk factors for mortality after TIPS. The C-indexes of MELD-Sarcopenia, Child-Pugh, MELD, MELD-Na, and the Freiburg index of post-TIPS survival (FIPS) scores were 0.782, 0.688, 0.719, 0.734, and 0.770, respectively. CONCLUSION Sarcopenia is independently correlated with post-TIPS mortality, and MELD-Sarcopenia score showed the best performance in predicting post-TIPS mortality than the traditional predictive models.
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Affiliation(s)
- Yao-wei Bai
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Jia-cheng Liu
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Chong-tu Yang
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Ying-liang Wang
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Chao-yang Wang
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Shu-guang Ju
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Chen Zhou
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Song-jiang Huang
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Tong-qiang Li
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Yang Chen
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Wei Yao
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
| | - Bin Xiong
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
- Hubei Province Key Laboratory of Molecular Imaging, Wuhan, China
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Yang C, Xiong B. A comprehensive review of prognostic scoring systems to predict survival after transjugular intrahepatic portosystemic shunt placement. PORTAL HYPERTENSION & CIRRHOSIS 2022; 1:133-144. [DOI: 10.1002/poh2.28] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 06/05/2022] [Indexed: 09/01/2023]
Abstract
AbstractPatient prognosis after transjugular intrahepatic portosystemic shunt (TIPS) placement is relatively poor and highly heterogeneous; therefore, a prognostic scoring system is essential for survival prediction and risk stratification. Conventional scores include the Child–Turcotte–Pugh (CTP) and model for end‐stage liver disease (MELD) scores. The CTP score was created empirically and displayed a high correlation with post‐TIPS survival. However, the inclusion of subjective parameters and the use of discrete cut‐offs limit its utility. The advantages of the MELD score include its statistical validation and objective and readily available predictors that contribute to its broad application in clinical practice to predict post‐TIPS outcomes. In addition, multiple modifications of the MELD score, by incorporating additional predictors (e.g., MELD‐Sodium and MELD‐Sarcopenia scores), adjusting coefficients (recalibrated MELD score), or combined (MELD 3.0), have been proposed to improve the prognostic ability of the standard MELD score. Despite several updates to conventional scores, a prognostic score has been proposed (based on contemporary data) specifically for outcome prediction after TIPS placement. However, this novel score (the Freiburg index of post‐TIPS survival, FIPS) exhibited inconsistent discrimination in external validation studies, and its superiority over conventional scores remains undetermined. Additionally, several tools display potential for application in specific TIPS indications (e.g., bilirubin‐platelet grade for refractory ascites), and biomarkers of systemic inflammation, nutritional status, liver disease progression, and cardiac decompensation may provide additional value, but require further validation. Future studies should consider the effect of TIPS placement when exploring predictors, as TIPS is a pathophysiological approach that substantially alters systemic hemodynamics and ameliorates bacterial translocation and malnutrition.
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Affiliation(s)
- Chongtu Yang
- Department of Radiology Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Molecular Imaging Wuhan China
| | - Bin Xiong
- Department of Radiology Union Hospital, Tongji Medical College Huazhong University of Science and Technology Wuhan China
- Hubei Province Key Laboratory of Molecular Imaging Wuhan China
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