1
|
Chen Y, Zheng Q, Wang H, Tang P, Deng L, Li P, Li H, Hou J, Li J, Wang L, Peng J. Integrating transcriptomics and proteomics to analyze the immune microenvironment of cytomegalovirus associated ulcerative colitis and identify relevant biomarkers. BioData Min 2024; 17:26. [PMID: 39192288 DOI: 10.1186/s13040-024-00382-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Accepted: 08/22/2024] [Indexed: 08/29/2024] Open
Abstract
BACKGROUND In recent years, significant morbidity and mortality in patients with severe inflammatory bowel disease (IBD) and cytomegalovirus (CMV) have drawn considerable attention to the status of CMV infection in the intestinal mucosa of IBD patients and its role in disease progression. However, there is currently no high-throughput sequencing data for ulcerative colitis patients with CMV infection (CMV + UC), and the immune microenvironment in CMV + UC patients have yet to be explored. METHOD The xCell algorithm was used for evaluate the immune microenvironment of CMV + UC patients. Then, WGCNA analysis was explored to obtain the co-expression modules between abnormal immune cells and gene level or protein level. Next, three machine learning approach include Random Forest, SVM-rfe, and Lasso were used to filter candidate biomarkers. Finally, Best Subset Selection algorithms was performed to construct the diagnostic model. RESULTS In this study, we performed transcriptomic and proteomic sequencing on CMV + UC patients to establish a comprehensive immune microenvironment profile and found 11 specific abnormal immune cells in CMV + UC group. After using multi-omics integration algorithms, we identified seven co-expression gene modules and five co-expression protein modules. Subsequently, we utilized various machine learning algorithms to identify key biomarkers with diagnostic efficacy and constructed an early diagnostic model. We identified a total of eight biomarkers (PPP1R12B, CIRBP, CSNK2A2, DNAJB11, PIK3R4, RRBP1, STX5, TMEM214) that play crucial roles in the immune microenvironment of CMV + UC and exhibit superior diagnostic performance for CMV + UC. CONCLUSION This 8 biomarkers model offers a new paradigm for the diagnosis and treatment of IBD patients post-CMV infection. Further research into this model will be significant for understanding the changes in the host immune microenvironment following CMV infection.
Collapse
Affiliation(s)
- Yang Chen
- Yunnan Provincial Laboratory of Clinical Virology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
- Department of Pathology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
- Department of Pathology, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, 650032, China
| | - Qingqing Zheng
- Department of Pathology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
- Department of Pathology, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, 650032, China
| | - Hui Wang
- Department of Pathology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
- Department of Pathology, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, 650032, China
| | - Peiren Tang
- Department of Pathology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
- Department of Pathology, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, 650032, China
| | - Li Deng
- Department of Pathology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
- Department of Pathology, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, 650032, China
| | - Pu Li
- Department of General Practice, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
| | - Huan Li
- Department of Pathology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China
- Department of Pathology, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, 650032, China
| | - Jianhong Hou
- Department of Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China.
| | - Jie Li
- Academy of Biomedical Engineering, Kunming Medical University, Kunming, Yunnan, 650500, China.
| | - Li Wang
- Department of Pathology, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China.
- Department of Pathology, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan, 650032, China.
| | - Jun Peng
- Department of Surgery, The First People's Hospital of Yunnan Province, Kunming, Yunnan, 650032, China.
| |
Collapse
|
2
|
Maresca R, Varca S, Di Vincenzo F, Ainora ME, Mignini I, Papa A, Scaldaferri F, Gasbarrini A, Giustiniani MC, Zocco MA, Laterza L. Cytomegalovirus Infection: An Underrated Target in Inflammatory Bowel Disease Treatment. J Clin Med 2023; 13:130. [PMID: 38202138 PMCID: PMC10779749 DOI: 10.3390/jcm13010130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Revised: 12/20/2023] [Accepted: 12/22/2023] [Indexed: 01/12/2024] Open
Abstract
CMV infection is still a matter of concern in IBD patients, especially regarding the disease's relapse management. Why IBD patients, particularly those affected by ulcerative colitis, are more susceptible to CMV reactivation is not totally explained, although a weakened immune system could be the reason. Various techniques, ranging from serology to histology, can be employed to detect intestinal CMV infection; however, there is currently disagreement in the literature regarding the most effective diagnostic test. Furthermore, CMV involvement in steroid resistance has been broadly discussed, but whether CMV infection is a cause or consequence of the disease severity and, consequently, steroid refractoriness is still debated. Its potential contribution to the lack of response to advanced therapy and small molecules must be more valued and wholly explored. In this review, we look at the actual literature on CMV in IBD patients, and we suggest a pragmatic algorithm for clinical practice management of CMV infection.
Collapse
Affiliation(s)
- Rossella Maresca
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
- Dipartimento Universitario di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Simone Varca
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
- Dipartimento Universitario di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Federica Di Vincenzo
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
- Dipartimento Universitario di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Maria Elena Ainora
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
| | - Irene Mignini
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
| | - Alfredo Papa
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
- Dipartimento Universitario di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Franco Scaldaferri
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
- Dipartimento Universitario di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Antonio Gasbarrini
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
- Dipartimento Universitario di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Maria Cristina Giustiniani
- Department of Pathology, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Largo A. Gemelli 8, 00168 Rome, Italy;
| | - Maria Assunta Zocco
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
- Dipartimento Universitario di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Lucrezia Laterza
- CEMAD Digestive Diseases Center, Fondazione Policlinico Universitario “A. Gemelli” IRCCS, Università Cattolica del Sacro Cuore, Largo A. Gemelli 8, 00168 Rome, Italy; (R.M.); (S.V.); (F.D.V.); (M.E.A.); (I.M.); (A.P.); (F.S.); (A.G.); (L.L.)
| |
Collapse
|
3
|
Zarenezhad E, Abdulabbas HT, Kareem AS, Kouhpayeh SA, Barbaresi S, Najafipour S, Mazarzaei A, Sotoudeh M, Ghasemian A. Protective role of flavonoids quercetin and silymarin in the viral-associated inflammatory bowel disease: an updated review. Arch Microbiol 2023; 205:252. [PMID: 37249707 DOI: 10.1007/s00203-023-03590-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Revised: 05/14/2023] [Accepted: 05/18/2023] [Indexed: 05/31/2023]
Abstract
Inflammatory bowel disease (IBD) is a chronic recurrent inflammation of the gastrointestinal tract (GIT). IBD patients are susceptible to various infections such as viral infections due to the long-term consumption of immunosuppressive drugs and biologics. The antiviral and IBD protective traits of flavonoids have not been entirely investigated. This study objective included an overview of the protective role of flavonoids quercetin and silymarin in viral-associated IBD. Several viral agents such as cytomegalovirus (CMV), Epstein-Barr virus (EBV), varicella zoster virus (VZV) and enteric viruses can be reactivated and thus develop or exacerbate the IBD conditions or eventually facilitate the disease remission. Flavonoids such as quercetin and silymarin are non-toxic and safe bioactive compounds with remarkable anti-oxidant, anti-inflammatory and anti-viral effects. Mechanisms of anti-inflammatory and antiviral effects of silymarin and quercetin mainly include immune modulation and inhibition of caspase enzymes, viral binding and replication, RNA synthesis, viral proteases and viral assembly. In the nutraceutical sector, natural flavonoids low bioavailability and solubility necessitate the application of delivery systems to enhance their efficacy. This review study provided an updated understanding of the protective role of quercetin and silymarin against viral-associated IBD.
Collapse
Affiliation(s)
- Elham Zarenezhad
- Noncommunicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, Iran
| | - Hussein T Abdulabbas
- Department of Medical Microbiology, Medical College, Al Muthanna University, Al Muthanna, Iraq
| | - Ahmed Shayaa Kareem
- Department of Medical Laboratories Techniques, Imam Ja'afar Al-Sadiq University, Al-Muthanna, 66002, Iraq
| | - Seyed Amin Kouhpayeh
- Department of Pharmacology, Faculty of Medicine, Fasa University of Medical Sciences, Fasa, Iran
| | - Silvia Barbaresi
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
| | - Sohrab Najafipour
- Department of Microbiology, Faculty of Medicine, Fasa University of Medical Sciences, Fasa, Iran
| | - Abdulbaset Mazarzaei
- Department of Immunology, School of Medicine, Iranshahr University of Medical Sciences, Iranshahr, Iran
| | - Mitra Sotoudeh
- Department of Nutrition, School of Medicine, Iranshahr University of Medical Sciences, Iranshahr, Iran
| | - Abdolmajid Ghasemian
- Noncommunicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, Iran.
| |
Collapse
|
4
|
Dehghani T, Gholizadeh O, Daneshvar M, Nemati MM, Akbarzadeh S, Amini P, Afkhami H, Kohansal M, Javanmard Z, Poortahmasebi V. Association Between Inflammatory Bowel Disease and Viral Infections. Curr Microbiol 2023; 80:195. [PMID: 37106245 PMCID: PMC10139670 DOI: 10.1007/s00284-023-03305-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 04/17/2023] [Indexed: 04/29/2023]
Abstract
Chronic inflammatory gastrointestinal diseases such as Crohn's disease (CD) and ulcerative colitis (UC) are known as inflammatory bowel disorders (IBD). Patients with inflammatory bowel illnesses are more susceptible to viral infections. In people with IBD, viral infections have emerged as a significant issue. Viral infections are often difficult to identify and have a high morbidity and fatality rate. We reviewed studies on viral infections and IBD, concentrating on Cytomegalovirus (CMV), SARS-CoV-2, Epstein-Barr virus (EBV), enteric viruses, and hepatitis B virus (HBV). Also, the effect of IBD on these viral infections is discussed. These data suggest that patients with IBD are more likely to get viral infections. As a result, practitioners should be aware of the increased risk of viral infections in inflammatory bowel disease patients.
Collapse
Affiliation(s)
- Tannaz Dehghani
- Internal Medicine, Lorestan University of Medical Sciences, Lorestan, Iran
| | - Omid Gholizadeh
- Department of Bacteriology and Virology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Mohammad Mahdi Nemati
- Department of Animal Biology, Faculty of Natural Science, University of Tabriz, Tabriz, Iran
| | - Sama Akbarzadeh
- Department of Animal Biology, Faculty of Natural Science, University of Tabriz, Tabriz, Iran
| | - Parya Amini
- Faculty of Medicine, Yasouj University of Medical Sciences, Yasouj, Iran
| | - Hamed Afkhami
- Department of Medical Microbiology, Faculty of Medicine, Shahed University of Medical Science, Tehran, Iran
| | - Maryam Kohansal
- Noncommunicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, Iran
| | - Zahra Javanmard
- Department of Medical Microbiology, Faculty of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Vahdat Poortahmasebi
- Department of Bacteriology and Virology, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran.
- Research Center for Clinical Virology, Tehran University of Medical Sciences, Tehran, Iran.
| |
Collapse
|
5
|
Application of Metagenomic Next-Generation Sequencing (mNGS) Using Bronchoalveolar Lavage Fluid (BALF) in Diagnosing Pneumonia of Children. Microbiol Spectr 2022; 10:e0148822. [PMID: 36169415 PMCID: PMC9603332 DOI: 10.1128/spectrum.01488-22] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Pneumonia is the leading cause of death in children; the pathogens are often difficult to diagnose. In this study, the performance of metagenomic next-generation sequencing (mNGS) using bronchoalveolar lavage fluid (BALF) samples from 112 children with confirmed pneumonia has been evaluated. mNGS performed a significantly higher positive detection rate (91.07%, 95% confidence interval [CI] 83.80% to 95.40%) and coincidence rate against the final diagnosis (72.32%, 95% CI 62.93% to 80.15%) than that of conventional methods (70.54%, 95% CI 61.06% to 78.58% and 56.25%, 95% CI 46.57% to 65.50%, respectively) (P < 0.01 and P < 0.05, respectively). Bacteria, viruses, and their mixed infections were common in children with pneumonia. Streptococcus pneumoniae was the most common bacterial pathogen in children with pneumonia, while Haemophilus parainfluenzae and Haemophilus influenzae seemed more likely to cause nonsevere pneumonia in children. In contrast, human cytomegalovirus (CMV) infection and the simultaneous bacterial infections could cause severe pneumonia, especially in children with underlying diseases. After adjustments of antibiotics based on mNGS and conventional methods, the conditions improved in 109 (97.32%) children. mNGS of BALF samples has shown great advantages in diagnosing the pathogenic etiology of pneumonia in children, especially when considering the limited volumes of BALF and the previous use of empirical antibiotics, contributing to the timely adjustment of antibiotic treatments, which can potentially improve the prognosis and decrease the mortality. IMPORTANCE Our study indicates high efficiency of mNGS using BALF for the detection of causative pathogens that cause pneumonia in children. mNGS can be a potential diagnostic tool to supplement conventional methods for children's pneumonia.
Collapse
|
6
|
Routine Histology-Based Diagnosis of CMV Colitis Was Rare in Pediatric Patients. J Pediatr Gastroenterol Nutr 2022; 75:462-465. [PMID: 35706089 DOI: 10.1097/mpg.0000000000003528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
Cytomegalovirus (CMV) induced or complicated colitis is important to identify, yet its incidence is unknown among pediatric patients. We aimed to establish the incidence of routine histology-confirmed CMV colitis among pediatric patients with colitis. Pathology reports at Texas Children's Hospital (TCH) between January 1, 2011 and November 6, 2019 were reviewed. Of 1801 cases of histologic colitis, 11 patients had CMV found by histology (mean age 15.4, 72.7% female), with an incidence of 0.6%. Nine out of these 11 (81.8%) patients were immunocompromised and 4 (36.4%) had inflammatory bowel disease (IBD) as an underlying diagnosis of whom 2 had new-onset ulcerative colitis. At an average follow-up of 3.7 years, none of the CMV colitis cases experienced recurrence or severe complications (such as colectomy). An independent analysis of 54 consecutive IBD-associated colectomy cases at TCH showed no histologic evidence of CMV. We conclude that routine histology proven CMV-associated colitis in pediatric patients and IBD-colon explants was rare.Key Words: cytomegalovirus; colitis; children; histopathology; ulcerative colitis.
Collapse
|
7
|
Liang G, Cobián-Güemes AG, Albenberg L, Bushman F. The gut virome in inflammatory bowel diseases. Curr Opin Virol 2021; 51:190-198. [PMID: 34763180 DOI: 10.1016/j.coviro.2021.10.005] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 10/05/2021] [Accepted: 10/12/2021] [Indexed: 02/06/2023]
Abstract
Dysbiosis of the microbiome has been extensively studied in inflammatory bowel diseases (IBD). The roles of bacteria and fungi have been studied in detail, but viral communities, an important component of the microbiome, have been less thoroughly investigated. Metagenomics provided a way to fill this gap by using DNA sequencing to enumerate all viruses in a sample, termed the 'virome'. Such methods have now been employed in several studies to assess associations between viral communities and IBD, yielding several commonly seen properties, including an increase in tailed bacteriophage (Caudovirales) and a decrease in the spherical Microviridae. Numerous studies of single human viruses have been carried out, but no one virus has emerged as tightly associated, focusing attention on whole virome communities and further factors. This review provides an overview of research on the human virome in IBD, with emphasis on (1) dynamics of the gut virome, (2) candidate mechanisms of virome alterations with disease, (3) methods for studying the virome, and (4) potentially actionable implications of virome data.
Collapse
Affiliation(s)
- Guanxiang Liang
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104-6076, USA.
| | - Ana Georgina Cobián-Güemes
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104-6076, USA
| | - Lindsey Albenberg
- Division of Gastroenterology, Hepatology, and Nutrition, Children's Hospital of Philadelphia, Philadelphia, PA, 19104-4399, USA
| | - Frederic Bushman
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104-6076, USA.
| |
Collapse
|