Literature DB >> 34557025

Impact of Hypothyroidism on Patients with Hepatocellular Carcinoma Undergoing Liver Transplantation.

Ahmed Salman1, Mohamed Aon1, Amr Hussein2, Mohamed Salman3, Mohamed Tourky4, Ahmed Mahmoud5, Feras Aljarad6, Mohamed Elkaseer7, Hossam El-Din Shaaban8, Ahmed Moustafa9, Ahmed El-Mikkawy10, Nahla Gaballa11, Heba Abdallah12, Zaky Ftouh Zaky Rashed13,14, Hesham Elkassar1.   

Abstract

BACKGROUND: This work endeavored to explore the effect of hypothyroidism on mortality in subjects with HCC who underwent living-donor liver transplantation (LDLT).
METHODS: This prospective study included 107 patients with HCC subjected to LDLT, divided into hypothyroid group (n=53) and euthyroid group (n=54). The primary objectives were overall and disease-free survival (DFS).
RESULTS: Euthyroid and hypothyroid groups were comparable in all baseline characteristics except the age of patients. Overall survival (OS) of the whole group at 48 months was 68.8%, while the DFS was 60.2%. On univariate analysis, OS was negatively affected by the older age of the patients (p<0.001) or the donor (p<0.001), hypothyroidism (p=0.008), HBV (p=0.029), larger tumor size (p=0.023), and defective Milan criteria (p=0.022). On multivariate analysis, the age of the patients and donors was the independent factor affecting OS. On univariate analysis, DFS was negatively affected by older age of the patients (p < 0.001) or the donor (p=0.005), hypothyroidism (p=0.005), HBV (p=0.019), larger tumor size (p=0.023), and defective Milan criteria (p=0.020). On multivariate analysis, the age of the patients, thyroid status, and Milan criteria were the independent factors affecting DFS.
CONCLUSION: Hypothyroidism is a risk factor for worse outcomes in HCC patients after liver transplantation.
© 2021 Salman et al.

Entities:  

Keywords:  hepatocellular carcinoma; hypothyroidism; liver transplantation

Year:  2021        PMID: 34557025      PMCID: PMC8455075          DOI: 10.2147/IJGM.S326315

Source DB:  PubMed          Journal:  Int J Gen Med        ISSN: 1178-7074


Introduction

Globally, hepatocellular carcinoma (HCC) is the most frequent primary liver cancer representing the sixth most common malignancy.1 In Egypt, HCC is the fourth common cancer.2 The age-standardized incidence rate of HCC is 61.8 per 100,000 population.3 The pathogenesis of HCC is a complex process linked to different predisposing factors. Liver cirrhosis is a chief risk factor for HCC development irrespective of its cause. Meanwhile, chronic viral infections, hepatitis B virus (HBV), and hepatitis C virus (HCV) are substantial risk factors for HCC.4 Metabolic5 and hormonal factors6 were suggested to be implicated in the development of HCC. Growing evidence indicated the involvement of thyroid hormones in the development of malignancies of the breast,7 ovary,8 and HCC.9 Thyroid hormones (TH) are involved in regulating several physiological processes, such as cell development, structure, growth, and metabolism.10 Thyroid disorders are commonly linked to many chronic comorbidities like diabetes mellitus,11 chronic kidney disease,12 and liver disorders.13 Epidemiological data supposed a positive correlation between hypothyroidism and high risk of NAFLD and HCC.14–16 Besides, experimental studies found that treatment with T3 can prevent liver diseases, including HCC in rodents exposed to carcinogens.17,18 These findings back a possible role TH in the progression and survival in patients with HCC. Therefore, the current work endeavored to explore the effect of hypothyroidism on mortality in patients with HCC undergoing liver transplantation.

Patients and Methods

This prospective multicentre cohort analysis involved 107 cases aged 18 years or more with HCC who underwent living-donor liver transplantation. The patients were divided into two groups according to the thyroid status: hypothyroid group (n=53) and euthyroid group (n=54). Patients were excluded if diagnosed with cholangiocarcinoma (CCA), mixed HCC, and CCA or fibrolamellar HCC based on explant pathology. Also, patients who developed hypothyroidism due to treatment of hyperthyroidism were not enrolled in the analysis. The work was approved by the relevant ethical committee of Cairo and Al-Azhar University Hospitals and the National Liver Institute. All living-donor transplants were donated voluntarily with written informed consent, and that this was conducted in accordance with the Declaration of Istanbul. Also, this study was conducted in accordance with the Declaration of Helsinki. The confirmation of HCC was based on either noninvasive parameters (a new lesion >1 cm in size evolving in a cirrhotic patient and depicted by arterial hyperenhancement and portal venous washout on computed tomography, magnetic resonance imaging, or angiography) or histopathology from the biopsy or the explanted liver, adopting the criteria of the American Association for the Study of Liver Disease (AASLD) 2010 Guidelines for HCC.19 All cases were followed up for a median of 43 months (range: 1–58).

Data Collection

Demographic data, medical background, smoking history, laboratory workup, original liver disorders (including symptoms that indicate decompensation such as repeated spontaneous bacterial peritonitis (SBP), repeated hepatic coma, refractory fluid retention, and recurrent variceal bleeding), and HCC features from the explanted liver were registered. Medical history before the diagnosis of HCC, such as uncontrolled blood sugar, elevated blood pressure, hyperlipidemia, and hypothyroidism, were collected. Pretransplant hypothyroidism was determined as a thyroid‐stimulating hormone (TSH) level continuously over the year preceding transplant >5 mIU/L, a previously confirmed endocrinologist diagnosis, or the usage of thyroid hormone replacement medications.20 Original hepatic diseases were confirmed by positive HBsAg for HBV, positive HCV RNA or anti‐HCV for HCV, previous undue alcohol consumption for alcoholic liver disease (ALD), metabolic syndrome associated with fatty infiltration for non-alcoholic fatty liver disease (NAFLD), and immunological and/or histopathologic confirmation for autoimmune liver diseases (AILD) including autoimmune hepatitis, primary biliary cholangitis, primary sclerosis cholangitis, and others. Cases were followed up for five years from the time of liver transplantation or till death. The primary outcomes were overall and disease-free survival and recurrence rate. Overall survival was calculated from the time of operation to the time of death or last follow-up visit. Disease-free survival was calculated from the time of operation to the time of recurrence, death, or last follow-up.

Anesthetic Management

During the transplantation procedure, all patients were anesthetized by IV propofol (2mg/kg), Fentanyl (2mic/kg), and rocuronium (0.9 mg/kg) as a neuromuscular blocker, and blouses were given according to neuromuscular monitor and maintained by inhaled sevoflurane. Lungs will be controlled by pressure-regulated volume-controlled mode, with a mixture of (Fio2 0.4) in air, and PEEP was applied after recruitment, PaCo2 was adjusted around 35 mmHg. Rotational thromboelastometry (ROTEM) was used to guide transfusion of platelets, fresh frozen plasma, and cryoprecipitate perioperatively.

Sample Size

In a recent work,21 the median survival time of euthyroid cases was nearly 12 years, the accrual interval was one year, and additional follow-up after the accrual interval of 15 years. If the true hazard ratio (relative risk) of hypothyroid cases relative to euthyroid cases is 2.45, 48 hypothyroid patients and 48 euthyroid (total 96) patients were needed to be able to reject the null hypothesis that the hypothyroid and euthyroid survival curves are equal with a power of 0.80. An additional 10% was added to compensate for expected losses; the total sample is 107 patients (53 per group). The Type-I error probability associated with this test of this null hypothesis is 0.05. The sample size was estimated using power and sample program version 3.1.2.

Statistical Methodology

Statistical analysis was performed using IBM© SPSS© Statistics version 22 (IBM© Corp., Armonk, NY, USA). Comparison between categorical variables was made by Chi-square test. Comparison between arms of numerical variables was done by t-test for normally distributed data and Mann–Whitney U-test for non-normally distributed data. Survival analysis was done using the Kaplan–Meier method. Comparison between two survival curves was done using Log rank test. Cox proportional hazard analysis was conducted to detect independent variables affecting survival. All tests were two-tailed. A p-value <0.05 was considered statistically significant.

Results

Follow-up started immediately post-transplantation. Cases were followed up for five years from the time of liver transplantation or till death. The euthyroid and hypothyroid groups were comparable in all of the baseline characteristics except for the age of the patients (Table 1). The hypothyroid group was significantly older than the euthyroid group (p = 0.007). There were no considerable differences between the two groups in terms of all of the tumor characteristics and laboratory tests (Tables 2 and 3). TSH levels were significantly higher in the hypothyroid group, as this was the basis of group categorization.
Table 1

Baseline Data of the Two Studied Groups

Euthyroid Group n=54Hypothyroid Group n=53p-value
Age (years)46.3±5.849.6±6.60.007
Sex (male/female)43/1142/110.961
Diabetes Mellitus17 (31.5%)17 (32.1%)0.947
Hypertension8 (14.8%)6 (11.3%)0.592
Dyslipidemia11 (20.4%)13 (24.5%)0.606
Smoking14 (25.9%)13 (24.5%)0.868
Body mass index (kg/m2)27.9±2.926.9±3.60.153
Etiology
 HCV23 (43.4%)24 (44.4%)
 HBV10 (18.9%)8 (14.8%)
 Alcoholic liver disease6 (11.3%)6 (11.1%)0.959
 NAFLD9 (17.0%)7 (13.0%)
 Autoimmune liver disease4 (7.5%)4 (7.4%)
 Other etiology2 (3.8%)4 (7.4%)
Donor Age (years)29.9±5.131.0±6.00.304

Note: Data are summarized as mean±SD or Number (%).

Abbreviations: HCV, Hepatitis C virus; HBV, Hepatitis B virus; NAFLD, non-alcoholic fatty liver disease.

Table 2

Tumor Characteristics of the Two Studied Groups

Euthyroid Group n=54Hypothyroid Group n=53p-value
Differentiation
 No viable tumor11 (20.4%)12 (22.6%)0.793
 Well and moderate31 (57.4%)27 (50.9%)
 Poorly and undifferentiated12 (22.2%)14 (26.4%)
Tumor number
 Solitary29 (53.7%)24 (45.3%)0.311
 Two14 (25.9%)21 (39.6%)
 More than two11 (20.4%)8 (15.1%)
Tumor diameter
 <3 cm25 (46.3%)24 (50.9%)0.463
 3‐5 cm21 (38.9%)15 (28.3%)
 >5 cm8 (14.8%)11 (20.8%)
Within Milan criteria48 (88.9%)46 (86.8%)0.740
Vascular invasion4 (7.4%)6 (11.3%)0.487
Recurrent Spontaneous peritonitis11 (20.4%)13 (24.5%)0.606
Recurrent GI Bleeding11 (20.4%)12 (22.6%)0.775
Recurrent encephalopathy9 (16.7%)8 (15.1%)0.824
Resistant Ascites6 (11.1%)5 (9.4%)0.775
Bridge treatment19 (35.2%)20 (37.7%)0.784

Note: Data are summarized as Number (%).

Abbreviation: GI, gastrointestinal.

Table 3

Results of Laboratory Tests of the Two Studied Groups

Euthyroid Group n=54Hypothyroid Group n=53p-value
TSH (mIU/L)2.4±0.74.2±1.3<0.001
Hemoglobin (gm/dL)9.7±1.19.6±1.20.790
Total leukocytic count (x103/mm3)7.3±1.97.9±2.00.132
Platelets count (x103/mm3)187.0 (59.0–422.0)176.0 (46.0–387.0)0.803
Serum Albumin (mg/dL)3.1±0.63.2±0.60.567
Total bilirubin (mg/dL)2.0±0.42.0±0.50.436
AST (IU/L)62.0 (34.0–87.0)55.0 (32.0–110.0)0.104
ALT (IU/L)45.5 (25.0–78.0)43.0 (24.0–84.0)0.201
INR1.7±0.31.8±0.30.457
Alpha fetoprotein (IU)74.0 (12.0–453.0)68.0 (10.0–365.0)0.866
Glomerular filtration rate87.1±11.486.8±10.50.870
MELD score14.2±2.214.2±2.30.900

Note: Data are presented as mean±SD.

Abbreviations: TSH, Thyroid-stimulating Hormone; AST, Aspartate aminotransferase; ALT, Alanine aminotransferase; INR, The international normalized ratio; MELD, Model for End-stage Liver Disease.

Baseline Data of the Two Studied Groups Note: Data are summarized as mean±SD or Number (%). Abbreviations: HCV, Hepatitis C virus; HBV, Hepatitis B virus; NAFLD, non-alcoholic fatty liver disease. Tumor Characteristics of the Two Studied Groups Note: Data are summarized as Number (%). Abbreviation: GI, gastrointestinal. Results of Laboratory Tests of the Two Studied Groups Note: Data are presented as mean±SD. Abbreviations: TSH, Thyroid-stimulating Hormone; AST, Aspartate aminotransferase; ALT, Alanine aminotransferase; INR, The international normalized ratio; MELD, Model for End-stage Liver Disease. The overall survival of the whole group at 48 months was 68.8%, while the DFS was 60.2% (Table 4). On univariate analysis overall survival was negatively affected by older age of the patients (p < 0.001) or the donor (p < 0.001), hypothyroidism (p = 0.008), HBV (p = 0.029), larger tumor size (p = 0.023), defective Milan criteria (p = 0.022), and recurrent gastrointestinal bleeding (p = 0.036). On multivariate analysis, the age of the patients and donors were the independent factors affecting overall survival (Table 5).
Table 4

Cumulative Overall and Disease-Free Survival Proportion of the Two Studied Groups in Relation to the Possible Patient and Tumor Factors

nCumulative OS at 48 Months (%)p-valueCumulative DFS at 48 Months (%)p-value
Whole Group10768.860.2
Age (years)
 ≤ 507781.769.7
 > 503036.5< 0.00137.1<0.001
Thyroid Status
 Euthyroid5479.90.00871.90.005
 Hypothyroid5357.547.8
Donor Age (years)
 ≤ 305590.9< 0.00171.80.005
 > 305246.248.0
Diabetes MellitusNo7371.864.4
Yes3468.50.93866.10.564
HypertensionNo9374.167.3
Yes1447.10.11648.20.186
DyslipidemiaNo8371.865.6
Yes2466.70.41053.60.286
HCVNo6070.965.6
Yes4765.80.88051.10.620
HBVNo8975.367.5
Yes1846.30.02939.50.019
Differentiation
 No viable tumor2368.659.6
 Well and moderate2658.943.8
 Poorly and undifferentiated5872.60.29869.00.098
Tumor Number
 Single5364.759.0
 Multiple5472.60.62659.30.509
Tumor Size
 ≤ 3 cm5256.954.9
 > 3 cm5580.30.02362.50.232
Within MilanNo1346.236.9
Yes9474.20.02263.60.020
Vascular invasionNo9773.165.3
Yes1060.00.15040.00.139
Bridge treatmentNo6866.561.7
Yes3960.50.67956.50.650
Recurrent Spontaneous peritonitisNo8374.063.8
Yes2460.00.24850.60.314
Recurrent GIT BleedingNo8474.764.3
Yes2348.50.03646.40.087
Recurrent EncephalopathyNo9072.861.7
Yes1758.80.09652.90.222
Resistant AscitesNo9674.162.1
Yes1145.50.09445.50.184

Abbreviations: HCV, hepatitis C virus; HBV, hepatitis B virus.

Table 5

Multivariate Cox Regression Analysis for Independent Factors Affecting Overall and Disease-Free Survival on the Whole Studied Group (n=107)

Regression Coefficient (B)p-valueHazard Ratio95% Confidence Interval of Hazard Ratio
Overall Survival
 Recipient age1.1190.0033.0631.462–6.418
 Donor age1.6110.0015.0091.874–13.389
Disease-free Survival
 Thyroid status0.7300.0332.0741.062–4.050
 Recipient age0.9770.0042.6551.374–5.130
 Within Milan criteria0.9250.0232.5211.137–5.593

Note: All variables mean that the higher values contribute to higher risk.

Cumulative Overall and Disease-Free Survival Proportion of the Two Studied Groups in Relation to the Possible Patient and Tumor Factors Abbreviations: HCV, hepatitis C virus; HBV, hepatitis B virus. Multivariate Cox Regression Analysis for Independent Factors Affecting Overall and Disease-Free Survival on the Whole Studied Group (n=107) Note: All variables mean that the higher values contribute to higher risk. On univariate analysis disease-free survival was negatively affected by older age of the patients (p < 0.001) or the donor (p = 0.005), hypothyroidism (p = 0.005), HBV (p = 0.019), larger tumor size (p = 0.023), and defective Milan criteria (p = 0.020). On multivariate analysis, age of the patients, thyroid status and Milan criteria were the independent factors affecting DFS (Table 5).

Discussion

This study demonstrated that in patients with HCC undergoing liver transplantation, hypothyroidism is an independent factor that negatively affected disease-free but not overall survival. In these cases, the older age of the patients and liver donors were the independent factors worsening overall survival. Older age of the patients, hypothyroidism and Milan criteria were the independent factors affecting disease-free survival. A great deal of research indicated a potential role of thyroid hormones in the pathogenesis of various cancer types. A previous study suggested that hyperthyroidism increases the hazard of some solid tumors, while hypothyroidism may decrease aggressiveness or delay the onset of malignancy.22 This may be logical as thyroid hormones can exert a tumor-promoting effect. However, an opposite conclusion provoked by a recent systematic review of 14 studies concluded that hypothyroidism was linked to an increased risk of HCC and colorectal cancer and conversely decreased risk of prostate cancer.23 In a case-control study, Reddy et al suggested that hypothyroidism is an independent risk factor for developing HCC. This was based on a significantly higher likelihood of hypothyroidism in cases with HCC of unknown etiology than those with known etiology.20 A larger case-control study, including 420 HCC patients, found that a history of hypothyroidism in women for more than ten years increased the risk of developing HCC. In contrast, this association was not observed in men.16 These findings enthused research on the molecular mechanisms through which hypothyroid status may promote tumorigenesis. Circulating thyroid hormones (THs) interact with thyroid hormone receptors (THRs) encoded by the TRα and TRβ genes. THs exert their effect via two mechanisms; stimulation of target gene expression through TRα and TRβ and a rapid, transcription-independent (nongenomic) effect.24 These receptors are ligand-dependent transcription factors belonging to the nuclear receptors superfamily.25 These receptors are reported to affect cell proliferation and malignant transformation. The liver is an important target organ of TH; hence, disruption of cellular TH-THRs signals is recognized to initiate liver diseases as chronic hepatitis and HCC.17,26 For example, reduced expression of TRs is a common event in many human cancer.16,27–29 Inactivating mutations in TRs that block access to the target genes has been detected in +70% of HCC patients.30,31 Also, v-Erba, a mutant form of THRA missing the ability of ligand binding, is reported to cause HCC in transgenic mice.32 In addition to maintaining hepatic homeostasis, the TH-THRs pathway acts as a tumor repressor in the liver.17 In the present work, hypothyroidism was an independent factor that impacted disease-free survival in those with HCC after liver transplantation. A plausible explanation for these findings was the data reported by Chi et al, who have shown that disruption of TH production induced marked progression of diethylnitrosamine (DEN)-induced HCC in a murine model. The administration of TH resulted in suppressing the carcinogenic process through the activation of autophagy.17 Other studies in animal models indicated the critical role of normal autophagic flux in preventing HCC development.33,34 Autophagy is a bulk degradation system of the impaired components of aggregated proteins in lysosomes to maintain cellular homeostasis.35 In a rat model, the down-regulation of TRs, especially Trβ was an early event of the process of HCC carcinogenesis that heralds neoplastic transformation.36 In the current study, we took a step forward to investigate the impact of hypothyroidism on the outcome of HCC patients following liver transplantation. We found a negative effect of hypothyroidism on the survival of HCC patients, but why it was associated with worse outcomes is not clear. Findings of the previous studies focusing on the development of HCC might provide a reasonable explanation of the results of the current study. These studies indicated that hypothyroid status, whenever untreated, could promote HCC progression and consequently worsen overall and disease-free survival. This study is not without limitations. The restricted sample size of a single-center study should be considered. Besides, the study did not investigate the mechanism by which hypothyroid status may exert its action.

Novelty of the Study

It is sensible to say that there is very scarce research that addressed the impact of hypothyroidism on patients with HCC after liver transplant. We have found only a single article indicating a poorer overall and recurrence‐free survival in HCC patients having liver transplantation in the association of hypothyroidism.21 Nonetheless, this study was a retrospective one, including 288 patients. Notably, among the strengths of this work are the prospective nature and the reasonable number of cases with a pretty extended follow-up period. Furthermore, the study provided epidemiological evidence that can be a nucleus for further research on the molecular basis of unsatisfactory outcomes associated with hypothyroidism. We can conclude that hypothyroidism represents a risk factor for worse outcomes in HCC patients after liver transplantation. It was linked to poorer overall survival, and it independently worsens disease-free survival in these patients. More extensive multi-center studies are needed to confirm these findings, which may add a significant addition to the treatment of HCC patients after liver transplantation.
  34 in total

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Authors:  K H Lin ; Y H Wu ; S L Chen
Journal:  Endocrinology       Date:  2001-02       Impact factor: 4.736

Review 2.  Thyroid dysfunction in patients with diabetes: clinical implications and screening strategies.

Authors:  R Kadiyala; R Peter; O E Okosieme
Journal:  Int J Clin Pract       Date:  2010-07       Impact factor: 2.503

3.  Autophagy-deficient mice develop multiple liver tumors.

Authors:  Akito Takamura; Masaaki Komatsu; Taichi Hara; Ayako Sakamoto; Chieko Kishi; Satoshi Waguri; Yoshinobu Eishi; Okio Hino; Keiji Tanaka; Noboru Mizushima
Journal:  Genes Dev       Date:  2011-04-15       Impact factor: 11.361

Review 4.  Hepatocellular carcinoma.

Authors:  Alejandro Forner; María Reig; Jordi Bruix
Journal:  Lancet       Date:  2018-01-05       Impact factor: 79.321

5.  Thyroid hormone protects hepatocytes from HBx-induced carcinogenesis by enhancing mitochondrial turnover.

Authors:  H-C Chi; S-L Chen; S-L Lin; C-Y Tsai; W-Y Chuang; Y-H Lin; Y-H Huang; M-M Tsai; C-T Yeh; K-H Lin
Journal:  Oncogene       Date:  2017-05-15       Impact factor: 9.867

6.  Prevalence of hypothyroidism in nonalcoholic fatty liver disease.

Authors:  Mangesh R Pagadala; Claudia O Zein; Srinivasan Dasarathy; Lisa M Yerian; Rocio Lopez; Arthur J McCullough
Journal:  Dig Dis Sci       Date:  2011-12-20       Impact factor: 3.199

7.  Thyroid Hormone Controls Breast Cancer Cell Movement via Integrin αV/β3/SRC/FAK/PI3-Kinases.

Authors:  Marina Inés Flamini; Ivonne Denise Uzair; Gisela Erika Pennacchio; Flavia Judith Neira; Joselina Magali Mondaca; Fernando Dario Cuello-Carrión; Graciela Alma Jahn; Tommaso Simoncini; Angel Matías Sanchez
Journal:  Horm Cancer       Date:  2017-01-03       Impact factor: 3.869

Review 8.  Thyroid Hormones and Cancer: A Comprehensive Review of Preclinical and Clinical Studies.

Authors:  Eilon Krashin; Agnieszka Piekiełko-Witkowska; Martin Ellis; Osnat Ashur-Fabian
Journal:  Front Endocrinol (Lausanne)       Date:  2019-02-13       Impact factor: 5.555

9.  Hypothyroidism enhances tumor invasiveness and metastasis development.

Authors:  Olaia Martínez-Iglesias; Susana García-Silva; Javier Regadera; Ana Aranda
Journal:  PLoS One       Date:  2009-07-29       Impact factor: 3.240

10.  Hypothyroidism is associated with worse outcomes of hepatocellular carcinoma patients after liver transplantation.

Authors:  Ning Zhang; Weidong Jin; Shuangnan Zhou; Ju Dong Yang; William S Harmsen; Nasra H Giama; Nicha Wongjarupong; Julie K Heimbach; Kymberly D Watt; Harmeet Malhi; Terry M Therneau; Lewis R Roberts
Journal:  Cancer Med       Date:  2018-11-19       Impact factor: 4.452

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Authors:  Gangqi Sun; Xiaojuan Hou; Luyao Zhang; Hengyan Zhang; Changchun Shao; Fengwei Li; Chen Zong; Rong Li; Junxia Shi; Xue Yang; Li Zhang
Journal:  Front Oncol       Date:  2022-05-10       Impact factor: 5.738

2.  Impact of Thyroid Incidentaloma on Liver Transplant: A Study of 1010 Recipients at a Single Center.

Authors:  Yi-Chia Chan; Chao-Long Chen; Chih-Che Lin; Chee-Chien Yong; Yi-Ju Wu; Shun-Yu Chi; Fong-Fu Chou
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