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Ren Y, Xu Y, Lee WM, Di Bisceglie AM, Fan X. In-depth serum virome analysis in patients with acute liver failure with indeterminate etiology. Arch Virol 2020; 165:127-135. [PMID: 31741097 PMCID: PMC6957702 DOI: 10.1007/s00705-019-04466-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Accepted: 10/12/2019] [Indexed: 11/26/2022]
Abstract
In clinical virome research, whole-genome/transcriptome amplification is required when starting material is limited. An improved method, named "template-dependent multiple displacement amplification" (tdMDA), has recently been developed in our lab (Wang et al. in BioTechniques 63:21-25. https://doi.org/10.2144/000114566, 2017). In combination with Illumina sequencing and bioinformatics pipelines, its application in virome sequencing was explored using a serum sample from a patient with chronic hepatitis C virus (HCV) infection. In comparison to an amplification-free procedure, virome sequencing via tdMDA showed a 9.47-fold enrichment for HCV-mapped reads and, accordingly, an increase in HCV genome coverage from 28.5% to 70.1%. Eight serum samples from acute patients liver failure (ALF) with or without known etiology were then used for virome sequencing with an average depth at 94,913x. Both similarity-based (mapping, NCBI BLASTn, BLASTp, and profile hidden Markov model analysis) and similarity-independent methods (machine-learning algorithms) identified viruses from multiple families, including Herpesviridae, Picornaviridae, Myoviridae, and Anelloviridae. However, their commensal nature and cross-detection ruled out an etiological interpretation. Together with a lack of detection of novel viruses in a comprehensive analysis at a resolution of single reads, these data indicate that viral agents might be rare in ALF cases with indeterminate etiology.
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Affiliation(s)
- Yi Ren
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA
- Wuhan Pulmonary Hospital, Wuhan, 430030, Hubei, China
| | - Yanjuan Xu
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA
| | - William M Lee
- Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA
| | - Adrian M Di Bisceglie
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA.
- Saint Louis University Liver Center, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA.
| | - Xiaofeng Fan
- Division of Gastroenterology and Hepatology, Department of Internal Medicine, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA.
- Saint Louis University Liver Center, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA.
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Li G, Zhou Z, Yao L, Xu Y, Wang L, Fan X. Full annotation of serum virome in Chinese blood donors with elevated alanine aminotransferase levels. Transfusion 2019; 59:3177-3185. [PMID: 31393615 DOI: 10.1111/trf.15476] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Revised: 07/14/2019] [Accepted: 07/20/2019] [Indexed: 12/30/2022]
Abstract
BACKGROUND A serum alanine aminotransferase (ALT) test is currently demanded for blood donation in China. One of the major reasons to include such a test is possible etiology of known or unknown hepatotropic viruses. However, this hypothesis has never been examined convincingly. STUDY DESIGN AND METHODS The study recruited 90 Chinese blood donors that were divided into three groups based on their ALT values. Serum virome from these donors was explored using a metagenomics approach with enhanced sensitivity resolved at single sequencing reads. RESULTS Anellovirus and pegivirus C (GBV-C) were detected among these donors. None of them were found solely in donors with abnormal liver enzyme. Anellovirus was highly prevalent (93.3%) and the co-infection with multiple genera (alpha, beta, and gammatorquevirus) were more common in the donors with normal ALT values in comparison to those with elevated ALT (single/double/triple Anellovirus genera, 1/3/24 vs. 7/7/14 or 6/7/13, p = 0.009). For unmapped reads that accounted for 15 ± 14.9% of the data, similarity-based (BLASTN, BLASTP, and HMMER3) and similarity-independent (k-mer frequency) analysis identified several circular rep encoding ssDNA (CRESS-DNA) genomes. Direct PCR testing indicated these genomes were likely reagent contaminants. CONCLUSION Viral etiology is not responsible for elevated ALT levels in Chinese blood donors. The ALT test, if not abandoned, should be adjusted for its cutoff in response to donor shortage in China.
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Affiliation(s)
- Gang Li
- Wuhan Blood Center, Wuhan, China
| | | | - Li Yao
- Wuhan Blood Center, Wuhan, China
| | - Yanjuan Xu
- Division of Gastroenterology & Hepatology, Department of Internal Medicine, Saint Louis University School of Medicine, St. Louis, Missouri
| | - Lan Wang
- Wuhan Blood Center, Wuhan, China
| | - Xiaofeng Fan
- Division of Gastroenterology & Hepatology, Department of Internal Medicine, Saint Louis University School of Medicine, St. Louis, Missouri.,Saint Louis University Liver Center, Saint Louis University School of Medicine, St. Louis, Missouri
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Template-dependent multiple displacement amplification for profiling human circulating RNA. Biotechniques 2017; 63:21-27. [PMID: 28701144 DOI: 10.2144/000114566] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2017] [Accepted: 05/25/2017] [Indexed: 11/23/2022] Open
Abstract
Multiple displacement amplification (MDA) is widely used in whole-genome/transcriptome amplification. However, template-independent amplification (TIA) in MDA is a commonly observed phenomenon, particularly when using high concentrations of random hexamer primers and extended incubation times. Here, we demonstrate that the use of random pentamer primers with 5´ ends blocked by a C18 spacer results in MDA solely in a template-dependent manner, a technique we have named tdMDA. Together with an optimized procedure for the removal of residual genomic DNA during RNA extraction, tdMDA was used to profile circulating RNA from 0.2 mL of patient sera. In comparison to regular MDA, tdMDA demonstrated a lack of quantifiable DNA amplification in the negative control, a remarkable reduction of unmapped reads from Illumina sequencing (7 ± 10.9% versus 58.6 ± 39%, P = 0.006), and increased mapping rates of the serum transcriptome (26.9 ± 7.9% versus 5.8 ± 8.2%, P = 3.8 × 10-4). Transcriptome profiles could be used to separate patients with chronic hepatitis C virus (HCV) infection from those with HCV-associated hepatocellular carcinoma (HCC). We conclude that tdMDA should facilitate RNA-based liquid biopsy, as well as other genome studies with biological specimens having ultralow amounts of genetic material.
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Chen Y, Shen C, Guha D, Ding M, Kulich S, Ashimkhanova A, Rinaldo C, Seaberg E, Margolick JB, Stosor V, Martínez-Maza O, Gupta P. Identification of the transcripts associated with spontaneous HCV clearance in individuals co-infected with HIV and HCV. BMC Infect Dis 2016; 16:693. [PMID: 27875997 PMCID: PMC5120459 DOI: 10.1186/s12879-016-2044-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2016] [Accepted: 11/16/2016] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Infection with human immunodeficiency virus (HIV) influences the outcome and natural disease progression of hepatitis C virus (HCV) infection. While the majority of HCV mono-infected and HCV/HIV co-infected subjects develop chronic HCV infection, 20-46% of mono- and co-infected subjects spontaneously clear HCV infection. The mechanism underlying viral clearance is not clearly understood. Analysis of differential cellular gene expression (mRNA) between HIV-infected patients with persistent HCV infection or spontaneous clearance could provide a unique opportunity to decipher the mechanism of HCV clearance. METHODS Plasma RNA from HIV/HCV co-infected subjects who cleared HCV and those who remained chronically infected with HCV was sequenced using Ion Torrent technology. The sequencing results were analyzed to identify transcripts that are associated with HCV clearance by measuring differential gene expression in HIV/HCV co-infected subjects who cleared HCV and those who remained chronically infected with HCV. RESULTS We have identified plasma mRNA, the levels of which are significantly elevated (at least 5 fold, False Discovery Rate (FDR) <0.05) before HCV infection in subjects who cleared HCV compared to those who remained chronically infected. Upon further analysis of these differentially expressed genes, before and after HCV infection, we found that before HCV infection 12 genes were uniquely upregulated in the clearance group compared to the chronically infected group. Importantly, a number of these 12 genes and their upstream regulators (such as CCL3, IL17D, LBP, SOCS3, NFKBIL1, IRF) are associated with innate immune response functions. CONCLUSIONS These results suggest that subjects who spontaneously clear HCV may express these unique genes associated with innate immune functions.
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Affiliation(s)
- Yue Chen
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, 2138 Parran Hall, 130 DeSoto Street, Pittsburgh, Pa, 15261, USA.
| | - Chengli Shen
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, 2138 Parran Hall, 130 DeSoto Street, Pittsburgh, Pa, 15261, USA
| | - Debjani Guha
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, 2138 Parran Hall, 130 DeSoto Street, Pittsburgh, Pa, 15261, USA
| | - Ming Ding
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, 2138 Parran Hall, 130 DeSoto Street, Pittsburgh, Pa, 15261, USA
| | - Scott Kulich
- Department of Pathology, VA Hospital, Pittsburgh, Pa, USA
| | - Aiymkul Ashimkhanova
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, 2138 Parran Hall, 130 DeSoto Street, Pittsburgh, Pa, 15261, USA
| | - Charles Rinaldo
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, 2138 Parran Hall, 130 DeSoto Street, Pittsburgh, Pa, 15261, USA
| | - Eric Seaberg
- Department of Molecular Microbiology and Immunology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Joseph B Margolick
- Department of Molecular Microbiology and Immunology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Valentina Stosor
- Division of Infectious Diseases, School of Medicine, Northwestern University, Chicago, IL, USA
| | - Otoniel Martínez-Maza
- Department of Epidemiology, UCLA Fielding School of Public Health, and Departments of Obstetrics & Gynecology and Microbiology, Immunology & Molecular Genetics, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Phalguni Gupta
- Department of Infectious Diseases and Microbiology, Graduate School of Public Health, University of Pittsburgh, 2138 Parran Hall, 130 DeSoto Street, Pittsburgh, Pa, 15261, USA
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