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Wang J, Zhao Y, Tang LL, Mueller C, Li Q. A resample-replace lasso procedure for combining high-dimensional markers with limit of detection. J Appl Stat 2021; 49:4278-4293. [DOI: 10.1080/02664763.2021.1977785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Jinjuan Wang
- School of Mathematics and Statistics, Beijing Institute of Technology, Beijing, People's Republic of China
| | - Yunpeng Zhao
- School of Mathematical and Natural Sciences, Arizona State University, Tempe, AZ, USA
| | - Larry L. Tang
- Department of Statistics and National Center for Forensic Science, University of Central Florida, Orlando, FL, USA
- Department of Statistics, Rehabilitation Medicine Department, NIH Clinical Center, Bethesda, MD, USA
| | | | - Qizhai Li
- LSC Academy of Mathematics and Systems Science, Chinese Academy of Sciences and University of Chinese Academy of Sciences, Beijing, People's Republic of China
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Wang J, Zhao Y, Tang LL. Estimating the AUC with a Graphical Lasso Method for High-dimensional Biomarkers with LOD. BIOSTATISTICS & EPIDEMIOLOGY 2021; 5:189-206. [PMID: 35415380 PMCID: PMC9000202 DOI: 10.1080/24709360.2021.1898731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Accepted: 10/13/2020] [Indexed: 06/14/2023]
Abstract
This manuscript estimates the area under the receiver operating characteristic curve (AUC) of combined biomarkers in a high-dimensional setting. We propose a penalization approach to the inference of precision matrices in the presence of the limit of detection. A new version of expectation-maximization algorithm is then proposed for the penalized likelihood, with the use of numerical integration and the graphical lasso method. The estimated precision matrix is then applied to the inference of AUCs. The proposed method outperforms the existing methods in numerical studies. We apply the proposed method to a data set of brain tumor study. The results show a higher accuracy on the estimation of AUC compared with the existing methods.
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Affiliation(s)
- Jirui Wang
- Department of Statistics, George Mason University
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Haghgoo SM, Sharafi H, Alavian SM. Serum cytokines, adipokines and ferritin for non-invasive assessment of liver fibrosis in chronic liver disease: a systematic review. Clin Chem Lab Med 2019; 57:577-610. [PMID: 30231008 DOI: 10.1515/cclm-2018-0357] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Accepted: 07/27/2018] [Indexed: 02/06/2023]
Abstract
Chronic liver disease (CLD) is a major health problem worldwide. Non-alcoholic fatty liver disease (NAFLD), chronic hepatitis C (CHC), chronic hepatitis B (CHB), and alcoholic liver disease (ALD) are the most common etiologies of CLD. Liver biopsy is the gold standard for assessment of liver fibrosis, however, it is an invasive method. This review attempts to evaluate the usefulness of serum adiponectin, serum leptin, serum ferritin, serum transforming growth factor-β1 (TGF-β1), and serum platelet derived growth factor-BB (PDGF-BB) as non-invasive markers in the diagnosis of liver fibrosis/cirrhosis. A systematic search in MEDLINE, Web of Science, Scopus, and local databases was performed to identify articles published in English or Persian as of November 2017. Studies conducted among CLD patients, with biopsy proven fibrosis/cirrhosis, and providing sufficient details of patients' clinicopathological characteristics were included. In the 95 studies included, there were a total of 15,548 CLD patients. More than 83% of studies were carried out in Asia and Europe. The relationship between liver fibrosis/cirrhosis and serum levels of ferritin, adiponectin, leptin, TGF-β1, and PDGF-BB was assessed in 42, 33, 27, nine, and three studies, respectively. Serum levels of the markers, particularly ferritin, could successfully predict liver fibrosis/cirrhosis, however, these data might not be clinically replicated and further studies are needed.
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Affiliation(s)
- Seyyed Mortaza Haghgoo
- Baqiyatallah Research Center for Gastroenterology and Liver Diseases, Baqiyatallah University of Medical Sciences, Tehran, Iran.,Department of Clinical Biochemistry, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran
| | - Heidar Sharafi
- Baqiyatallah Research Center for Gastroenterology and Liver Diseases, Baqiyatallah University of Medical Sciences, Tehran, Iran.,Middle East Liver Diseases (MELD) Center, Tehran, Iran
| | - Seyed Moayed Alavian
- Baqiyatallah Research Center for Gastroenterology and Liver Diseases, Baqiyatallah University of Medical Sciences, Tehran, Iran.,Middle East Liver Diseases (MELD) Center, Tehran, Iran
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Characteristics and evolutionary history of hepatitis B virus quasi-subgenotype B3 in Southeast Asia. Virus Res 2019; 273:197762. [PMID: 31541667 DOI: 10.1016/j.virusres.2019.197762] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2019] [Revised: 09/17/2019] [Accepted: 09/17/2019] [Indexed: 12/16/2022]
Abstract
To analyze the hepatitis B virus (HBV) quasi-subgenotype B3 characters and molecular evolution in Southeast Asia, 411 serum samples with HBsAg positive were collected from Xishuangbanna, China. After DNA extraction, PCR amplification and sequencing, a total of 183 HBV full-length genomes were obtained. Phylogenetic analysis showed 139 stains (76.0%) were genotype B, 41 strains were genotype C (22.4%) and 3 strains were genotype I (1.6%). Among genotype B, 34 sequences were identified as quasi-subgenotype B3. Quasi-subgenotype B3 sequences from this study and quasi-subgenotype B3 sequences from the GenBank (total of 141 complete genome sequences) were grouped into quasi-subgenotype B3 (B3, formerly B5, Chinese B6 and B7-9). Sixteen peculiar nucleotides distributed in quasi-subgenotype B3 were identified, which were differ from B1, B2, B4 and B5(formerly B6) (nt93 T, nt100C, nt355 G, nt843 T, nt861C, nt912C, nt929 T, nt930 G, nt1023 T, nt1041 T, nt2651C, nt2693 T, nt2970C, nt3054A, nt3087A and nt3171 G). Then Evolutionary dynamics analysis of HBV quasi-subgenotype B3 was performed. The mean rate of nucleotide substitution for HBV quasi-subgenotype B3 was estimated to be around 5.556-5.660 × 10-4 substitutions/site/year. Estimated time to most recent ancestor of quasi-subgenotype B3 was around the 1847-1945(95%HPD), and Yunnan strains might be the parental strains. The Bayesian sky plot showed a steady spreading of HBV quasi-genotype B3 from early of 1940s to 90 s. In summary, HBV quasi-subgenotype B3 infection is prevalent in Southeast Asia based on the current reports and still with a high prevalence rate based on the evolutionary dynamics analysis. Current vaccine and nucleotide analogues might have effective prevention and treatment for HBV quasi-subgenotype B3 based on the rare clinically relevant mutation sites included in quasi-subgenotype B3.
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Riazalhosseini B, Mohamed Z, Apalasamy YD, Shafie NS, Mohamed R. Interleukin-6 gene variants are associated with reduced risk of chronicity in hepatitis B virus infection in a Malaysian population. Biomed Rep 2018; 9:213-220. [PMID: 30271596 DOI: 10.3892/br.2018.1126] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2018] [Accepted: 06/29/2018] [Indexed: 02/06/2023] Open
Abstract
Interleukin-6 (IL-6) is a cytokine with a critical role in regulating the immune response to infectious disease. Studies have indicated that polymorphisms in the IL-6 gene may be linked to hepatitis B virus (HBV) infection. The purpose of the present study was to examine the association among IL-6 SNPs and haplotypes with HBV infection risk in a Malaysian population. A total of 1,246 Malaysian subjects with and without chronic hepatitis B were recruited for this study. Three IL-6 polymorphisms (rs2069837, rs1800796 and rs2066992) were genotyped using a Sequenom MassARRAY® platform. The results suggested that GC and CC genotypes of rs1800796 as well as GT and TT genotypes of rs2066992 were associated with protection against HBV infection (P<0.001). Furthermore, haplotypes GG and CT exhibited a significant association with protection against HBV (P=0.003 and =0.005, respectively); and haplotypes GG and CT exhibited a significant association with clearance of HBV infection (P=0.035 and =0.037, respectively). The present study indicates that two IL-6 SNPs (rs1800796 and rs2066992) are associated with clearance of chronic HBV or protection against HBV infection at allelic, genotypic and haplotypic levels.
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Affiliation(s)
- Behnaz Riazalhosseini
- Department of Pharmacology, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Zahurin Mohamed
- Department of Pharmacology, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Yamunah Devi Apalasamy
- Social Wellbeing Research Centre, Faculty of Economics and Administration, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Noor Shafila Shafie
- Department of Pharmacology, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia
| | - Rosmawati Mohamed
- Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia
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Riazalhosseini B, Mohamed R, Apalasamy YD, Langmia IM, Mohamed Z. Circulating microRNA as a marker for predicting liver disease progression in patients with chronic hepatitis B. Rev Soc Bras Med Trop 2017; 50:161-166. [PMID: 28562750 DOI: 10.1590/0037-8682-0416-2016] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Accepted: 03/22/2017] [Indexed: 11/22/2022] Open
Abstract
INTRODUCTION Hepatitis B virus (HBV) constitutes an important risk factor for cirrhosis and hepatocellular carcinoma (HCC). The link between circulating microRNAs and HBV has been previously reported, although not as a marker of liver disease progression in chronic hepatitis B (CHB). The aim of this study was to characterize miRNA expression profiles between CHB with and without cirrhosis or HCC. METHODS: A total of 12 subjects were recruited in this study. We employed an Affymetrix Gene Chip miRNA 3.0 Array to provide universal miRNA coverage. We compared microRNA expression profiles between CHB with and without cirrhosis/HCC to discover possible prognostic markers associated with the progression of CHB. RESULTS: Our results indicated 8 differently expressed microRNAs, of which miRNA-935, miRNA-342, miRNA-339, miRNA-4508, miRNA-3615, and miRNA-3200 were up-regulated, whereas miRNA-182 and miRNA-4485 were down-regulated in patients with CHB who progressed to cirrhosis/HCC as compared to those without progression. CONCLUSIONS: We demonstrated the differential expression of miRNA-935, miRNA-342, miRNA-339, miRNA-4508, miRNA-3615, miRNA-3200, miRNA-182, and miRNA-4485 between patients with HBV without cirrhosis/HCC and those who had progressed to these more severe conditions. These miRNAs may serve as novel and non-invasive prognostic markers for early detection of CHB-infected patients who are at risk of progression to cirrhosis and/or HCC.
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Affiliation(s)
- Behnaz Riazalhosseini
- Department of Pharmacology, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Rosmawati Mohamed
- Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | - Yamunah Devi Apalasamy
- Department of Pharmacology, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | - Zahurin Mohamed
- Department of Pharmacology, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
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Moossavi S, Besharat S, Sharafkhah M, Ghanbari R, Sharifi A, Rezanejad P, Pourshams A, Poustchi H, Mohamadkhani A. Inverse Association of Plasma Level of Glutathione Peroxidase with Liver Fibrosis in Chronic Hepatitis B: Potential Role of Iron. Middle East J Dig Dis 2016; 8:122-30. [PMID: 27252819 PMCID: PMC4885611 DOI: 10.15171/mejdd.2016.17] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND
Oxidative stress has a major pathogenic role for liver damage following
chronic hepatitis B. Glutathione peroxidase (Gpx) is necessary in oxidative
state mechanism that is generally down-regulated by Hepatitis B virus (HBV)
infection. On the other hand, disorders of iron homeostasis have been found
out in HBV infected patients. Therefore, the objective of this study was to assess
the interplay of Gpx and serum iron on clinical and virological features of
patients with chronic HBV infection.
METHODS
One hundred and fifty adult, treatment-naïve, patients with chronic hepatitis
B were randomly designated from an ongoing cohort of patients with HBV.
Plasma Gpx1 concentration and HBV DNA quantity were measured. Liver
stiffness was measured by transient elastography.
RESULTS
Serum iron had a positive association with HBV DNA count in the total population.
Serum iron was not associated with liver stiffness. However, HBV DNA
was significantly associated with liver stiffness only in male patients. Serum Gpx
was inversely associated with liver stiffness. Serum iron and Gpx had indirect
effects on liver stiffness via HBV DNA count. We observed dissimilar effects of
serum iron on HBV DNA and Gpx on liver stiffness in male and female patients.
CONCLUSION
We identified interplay of serum iron and Gpx1 in relation to level of liver
fibrosis in patients with chronic hepatitis B. Our results propose that oxidative
stress and serum iron are differentially implicated in the progression of chronic
hepatitis B in male and female patients.
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Affiliation(s)
- Shirin Moossavi
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Sima Besharat
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Maryam Sharafkhah
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Reza Ghanbari
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Amrollah Sharifi
- Department of Clinical nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences, Tehran, Iran
| | - Parisa Rezanejad
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Akram Pourshams
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Hossein Poustchi
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Ashraf Mohamadkhani
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
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Association between microRNA-196A2 and microRNA-146A polymorphisms and progression to cirrhosis and hepatocellular carcinoma in patients with viral hepatitis B. Pharmacogenet Genomics 2016; 26:74-9. [DOI: 10.1097/fpc.0000000000000187] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Araujo NM. Hepatitis B virus intergenotypic recombinants worldwide: An overview. INFECTION GENETICS AND EVOLUTION 2015; 36:500-510. [PMID: 26299884 DOI: 10.1016/j.meegid.2015.08.024] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/29/2015] [Revised: 08/11/2015] [Accepted: 08/19/2015] [Indexed: 02/07/2023]
Abstract
Novel variants generated by recombination events between different hepatitis B virus (HBV) genotypes have been increasingly documented worldwide, and the role of recombination in the evolutionary history of HBV is of significant research interest. In the present study, large-scale data retrieval and analysis on HBV intergenotypic recombinant genomes were performed. The geographical distribution of HBV recombinants as well as the molecular processes involved in recombination were examined. After review of published data, a total of 436 complete HBV sequences, previously identified as recombinants, were included in the recombination detection analysis. About 60% of HBV recombinants were B/C (n=179) and C/D (n=83) hybrids. A/B/C, A/C, A/C/G, A/D, A/E, A/G, B/C/U (U=unknown genotype), C/F, C/G, C/J, D/E, D/F, and F/G hybrids were additionally identified. HBV intergenotypic sequences were reported in almost all geographical regions with similar circulation patterns as their original genotypes, indicating the potential for spreading in a wide range of human populations and developing their own epidemiology. Recombination breakpoints were non-randomly distributed in the genome, and specific favored sites detected, such as within nt 1700-2000 and 2100-2300 regions, which displayed a statistically significant difference in comparison with the remaining genome. Elucidation of the effects of recombination events on the evolutionary history of HBV is critical to understand current and future evolution trends.
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Affiliation(s)
- Natalia M Araujo
- Laboratório de Virologia Molecular, Instituto Oswaldo Cruz, FIOCRUZ, Av. Brasil 4365, 21040-360 Rio de Janeiro, RJ, Brazil.
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Qian Z, Jianqiong W, Hongmei L, Rong Z, Li L, Jinping Z, Tao S. Distribution and epidemiologic trends of HBV genotypes and subtypes in 14 countries neighboring china. HEPATITIS MONTHLY 2015; 15:e24422. [PMID: 26045702 PMCID: PMC4451280 DOI: 10.5812/hepatmon.15(5)2015.24422] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/09/2014] [Revised: 03/10/2015] [Accepted: 04/14/2015] [Indexed: 12/11/2022]
Abstract
BACKGROUND The number of cases of HBV infection reported by the WHO for each district and country is positively correlated with the number of HBV sequences in the database isolated from the corresponding district and country. OBJECTIVES This study determined distribution characteristics of HBV genotypes and subtypes in 14 countries neighboring China. The progress made in genomic research involving HBV was also reviewed. MATERIALS AND METHODS Nine hundred fifty-one complete genome sequences of HBV from 14 countries neighboring China were selected from NCBI. The sequence-related information was analyzed and recorded. One hundred seventy-two sequences of HBV genotype B were screened for alignment using DNA star and MEGA 5.1. RESULTS Dominant HBV genotypes in the countries neighboring China were genotypes B, C and D and dominant subtypes were adw2 and adrq+. The association between genotype and serotype of HBV in these countries was shown to differ from previous research results. As shown by sequence alignment, the sequence divergence between five subgenotypes (B3, B5, B7, B8 and B9) was below 4%. The B subgenotypes shared six common specific amino acid sites in the S region. CONCLUSIONS The B3, B5, B7, B8 and B9 subgenotypes can be clustered into quasi-sub-genotype B3 and the open reading frame of HBV has a start codon preference; however, whether a mutation in the start codon in the pre-S2 region has an impact on survival and replication of HBV remains to be determined.
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Affiliation(s)
- Zhao Qian
- Kunming Medical College, Kunming, Yunnan, China
- Institute of Basic and Clinical Medicine, Provincial Key Laboratory for Birth Defects and Genetic Diseases, the First People’s Hospital of Yunnan Province, Affiliated Hospital of Kunming Science and Technology University, Kunming, Yunnan Province, China
| | - Wang Jianqiong
- Clinical Laboratory, the First People’s Hospital of Yunnan Province, Kunming, Yunnan Province, China
| | - Li Hongmei
- Institute of Basic and Clinical Medicine, Provincial Key Laboratory for Birth Defects and Genetic Diseases, the First People’s Hospital of Yunnan Province, Affiliated Hospital of Kunming Science and Technology University, Kunming, Yunnan Province, China
- Kunming Science and Technology University, Kunming, Yunnan, China
| | - Zeng Rong
- Institute of Basic and Clinical Medicine, Provincial Key Laboratory for Birth Defects and Genetic Diseases, the First People’s Hospital of Yunnan Province, Affiliated Hospital of Kunming Science and Technology University, Kunming, Yunnan Province, China
| | - Li Li
- Institute of Basic and Clinical Medicine, Provincial Key Laboratory for Birth Defects and Genetic Diseases, the First People’s Hospital of Yunnan Province, Affiliated Hospital of Kunming Science and Technology University, Kunming, Yunnan Province, China
| | - Zhang Jinping
- Institute of Basic and Clinical Medicine, Provincial Key Laboratory for Birth Defects and Genetic Diseases, the First People’s Hospital of Yunnan Province, Affiliated Hospital of Kunming Science and Technology University, Kunming, Yunnan Province, China
| | - Shen Tao
- Institute of Basic and Clinical Medicine, Provincial Key Laboratory for Birth Defects and Genetic Diseases, the First People’s Hospital of Yunnan Province, Affiliated Hospital of Kunming Science and Technology University, Kunming, Yunnan Province, China
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Ma J, Song ZQ, Yan FH. Separation of hepatic iron and fat by dual-source dual-energy computed tomography based on material decomposition: an animal study. PLoS One 2014; 9:e110964. [PMID: 25356845 PMCID: PMC4214685 DOI: 10.1371/journal.pone.0110964] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2014] [Accepted: 09/21/2014] [Indexed: 12/13/2022] Open
Abstract
Objective To explore the feasibility of dual-source dual-energy computed tomography (DSDECT) for hepatic iron and fat separation in vivo. Materials and Methods All of the procedures in this study were approved by the Research Animal Resource Center of Shanghai Ruijin Hospital. Sixty rats that underwent DECT scanning were divided into the normal group, fatty liver group, liver iron group, and coexisting liver iron and fat group, according to Prussian blue and HE staining. The data for each group were reconstructed and post-processed by an iron-specific, three-material decomposition algorithm. The iron enhancement value and the virtual non-iron contrast value, which indicated overloaded liver iron and residual liver tissue, respectively, were measured. Spearman's correlation and one-way analysis of variance (ANOVA) were performed, respectively, to analyze statistically the correlations with the histopathological results and differences among groups. Results The iron enhancement values were positively correlated with the iron pathology grading (r = 0.729, p<0.001). Virtual non-iron contrast (VNC) values were negatively correlated with the fat pathology grading (r = −0.642,p<0.0001). Different groups showed significantly different iron enhancement values and VNC values (F = 25.308,p<0.001; F = 10.911, p<0.001, respectively). Among the groups, significant differences in iron enhancement values were only observed between the iron-present and iron-absent groups, and differences in VNC values were only observed between the fat-present and fat-absent groups. Conclusion Separation of hepatic iron and fat by dual energy material decomposition in vivo was feasible, even when they coexisted.
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Affiliation(s)
- Jing Ma
- Department of Radiology, Shanghai Zhongshan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Department of Radiology, the 2 Affiliated Hospital of Shi-Hezi University Medical School (Corps Hospital), Urumqi, Xinjiang Province, China
| | - Zhi-Qiang Song
- Department of Radiology, the 2 Affiliated Hospital of Shi-Hezi University Medical School (Corps Hospital), Urumqi, Xinjiang Province, China
| | - Fu-Hua Yan
- Department of Radiology, Shanghai Ruijin Hospital, Shanghai Jiao Tong University, Shanghai, China
- * E-mail:
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