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Petrucciani A, Hoerter A, Kotze L, Du Plessis N, Pienaar E. In silico agent-based modeling approach to characterize multiple in vitro tuberculosis infection models. PLoS One 2024; 19:e0299107. [PMID: 38517920 PMCID: PMC10959380 DOI: 10.1371/journal.pone.0299107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 02/05/2024] [Indexed: 03/24/2024] Open
Abstract
In vitro models of Mycobacterium tuberculosis (Mtb) infection are a valuable tool for examining host-pathogen interactions and screening drugs. With the development of more complex in vitro models, there is a need for tools to help analyze and integrate data from these models. To this end, we introduce an agent-based model (ABM) representation of the interactions between immune cells and bacteria in an in vitro setting. This in silico model was used to simulate both traditional and spheroid cell culture models by changing the movement rules and initial spatial layout of the cells in accordance with the respective in vitro models. The traditional and spheroid simulations were calibrated to published experimental data in a paired manner, by using the same parameters in both simulations. Within the calibrated simulations, heterogeneous outputs are seen for bacterial count and T cell infiltration into the macrophage core of the spheroid. The simulations also predict that equivalent numbers of activated macrophages do not necessarily result in similar bacterial reductions; that host immune responses can control bacterial growth in both spheroid structure dependent and independent manners; that STAT1 activation is the limiting step in macrophage activation in spheroids; and that drug screening and macrophage activation studies could have different outcomes depending on the in vitro culture used. Future model iterations will be guided by the limitations of the current model, specifically which parts of the output space were harder to reach. This ABM can be used to represent more in vitro Mtb infection models due to its flexible structure, thereby accelerating in vitro discoveries.
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Affiliation(s)
- Alexa Petrucciani
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, United States of America
| | - Alexis Hoerter
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, United States of America
| | - Leigh Kotze
- DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research, South African Medical Research Council for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medical and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Nelita Du Plessis
- DSI-NRF Centre of Excellence for Biomedical Tuberculosis Research, South African Medical Research Council for Tuberculosis Research, Division of Molecular Biology and Human Genetics, Faculty of Medical and Health Sciences, Stellenbosch University, Cape Town, South Africa
| | - Elsje Pienaar
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, United States of America
- Regenstrief Center for Healthcare Engineering, Purdue University, West Lafayette, IN, United States of America
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Wang W, Xu L, Cao Y, Liu G, Lin Q, Mao X. Transcriptomic and Metabolomic Changes Reveal the Immunomodulatory Function of Casein Phosphopeptide-Selenium Chelate in Beagle Dogs. Vet Sci 2023; 10:vetsci10050345. [PMID: 37235428 DOI: 10.3390/vetsci10050345] [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: 02/27/2023] [Revised: 04/26/2023] [Accepted: 05/09/2023] [Indexed: 05/28/2023] Open
Abstract
Casein phosphopeptide-selenium chelate (CPP-Se) is an organic compound produced by the chelation of casein phosphopeptide with selenium. This compound showed the ability to modulate canine immune response in our previous study; but its effect on the peripheral blood transcriptome and serum metabolome was unknown. This study aims to reveal the potential mechanism behind the immunomodulatory function of CPP-Se. We have identified 341 differentially expressed genes (DEGs) in CPP-Se groups as compared to the control group which comprised 110 up-regulated and 231 down-regulated genes. Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis found that DEGs were mainly involved in immune-related signaling pathways. Moreover, the immune-related DEGs and hub genes were identified. Similarly, metabolomics identified 53 differentially expressed metabolites (DEMs) in the CPP-Se group, of which 17 were up-regulated and 36 were down-regulated. The pathways mainly enriched by DEMs were primary bile acid biosynthesis, tryptophan metabolism, and other amino acids metabolic pathways. Combined analysis of transcriptomic and metabolomic data showed that the DEGs and DEMs were commonly enriched in fatty acid biosynthesis, pyrimidine metabolism, glutathione metabolism, and glycerolipid metabolic pathways. Taken together, our findings provided a theoretical basis for further understanding of the immunomodulatory function of CPP-Se as well as a scientific reference for the future use of CPP-Se in pet foods as a dietary supplement to modulate the immunity.
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Affiliation(s)
- Wencan Wang
- Chongqing Sweet Pet Products Co., Ltd., Chongqing 400000, China
| | - Ling Xu
- Chongqing Sweet Pet Products Co., Ltd., Chongqing 400000, China
| | - Yong Cao
- Guangdong Provincial Key Laboratory of Nutraceuticals and Functional Foods, College of Food Science, South China Agricultural University, Guangzhou 510642, China
| | - Guo Liu
- Guangdong Provincial Key Laboratory of Nutraceuticals and Functional Foods, College of Food Science, South China Agricultural University, Guangzhou 510642, China
| | - Qianru Lin
- Guangdong Provincial Key Laboratory of Nutraceuticals and Functional Foods, College of Food Science, South China Agricultural University, Guangzhou 510642, China
| | - Xin Mao
- Chongqing Sweet Pet Products Co., Ltd., Chongqing 400000, China
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Recent Developments in Mycobacteria-Based Live Attenuated Vaccine Candidates for Tuberculosis. Biomedicines 2022; 10:biomedicines10112749. [PMID: 36359269 PMCID: PMC9687462 DOI: 10.3390/biomedicines10112749] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 10/20/2022] [Accepted: 10/26/2022] [Indexed: 02/08/2023] Open
Abstract
Vaccination is an excellent approach to stimulating the host immune response and reducing human morbidity and mortality against microbial infections, such as tuberculosis (TB). Bacillus Calmette-Guerin (BCG) is the most widely administered vaccine in the world and the only vaccine approved by the World Health Organization (WHO) to protect against TB. Although BCG confers "protective" immunity in children against the progression of Mycobacterium tuberculosis (Mtb) infection into active TB, this vaccine is ineffective in protecting adults with active TB manifestations, such as multiple-, extensive-, and total-drug-resistant (MDR/XDR/TDR) cases and the co-existence of TB with immune-compromising health conditions, such as HIV infection or diabetes. Moreover, BCG can cause disease in individuals with HIV infection or other immune compromises. Due to these limitations of BCG, novel strategies are urgently needed to improve global TB control measures. Since live vaccines elicit a broader immune response and do not require an adjuvant, developing recombinant BCG (rBCG) vaccine candidates have received significant attention as a potential replacement for the currently approved BCG vaccine for TB prevention. In this report, we aim to present the latest findings and outstanding questions that we consider worth investigating regarding novel mycobacteria-based live attenuated TB vaccine candidates. We also specifically discuss the important features of two key animal models, mice and rabbits, that are relevant to TB vaccine testing. Our review emphasizes that the development of vaccines that block the reactivation of latent Mtb infection (LTBI) into active TB would have a significant impact in reducing the spread and transmission of Mtb. The results and ideas discussed here are only based on reports from the last five years to keep the focus on recent developments.
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Ravindran R, McReynolds C, Yang J, Hammock BD, Ikram A, Ali A, Bashir A, Zohra T, Chang WLW, Hartigan-O’Connor DJ, Rashidi HH, Khan IH. Immune response dynamics in COVID-19 patients to SARS-CoV-2 and other human coronaviruses. PLoS One 2021; 16:e0254367. [PMID: 34242356 PMCID: PMC8270414 DOI: 10.1371/journal.pone.0254367] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 06/24/2021] [Indexed: 11/18/2022] Open
Abstract
COVID-19 serological test must have high sensitivity as well as specificity to rule out cross-reactivity with common coronaviruses (HCoVs). We have developed a quantitative multiplex test, measuring antibodies against spike (S) proteins of SARS-CoV-2, SARS-CoV, MERS-CoV, and common human coronavirus strains (229E, NL63, OC43, HKU1), and nucleocapsid (N) protein of SARS-CoV viruses. Receptor binding domain of S protein of SARS-CoV-2 (S-RBD), and N protein, demonstrated sensitivity (94% and 92.5%, respectively) in COVID-19 patients (n = 53), with 98% specificity in non-COVID-19 respiratory-disease (n = 98), and healthy-controls (n = 129). Anti S-RBD and N antibodies appeared five to ten days post-onset of symptoms, peaking at approximately four weeks. The appearance of IgG and IgM coincided while IgG subtypes, IgG1 and IgG3 appeared soon after the total IgG; IgG2 and IgG4 remained undetectable. Several inflammatory cytokines/chemokines were found to be elevated in many COVID-19 patients (e.g., Eotaxin, Gro-α, CXCL-10 (IP-10), RANTES (CCL5), IL-2Rα, MCP-1, and SCGF-b); CXCL-10 was elevated in all. In contrast to antibody titers, levels of CXCL-10 decreased with the improvement in patient health suggesting it as a candidate for disease resolution. Importantly, anti-N antibodies appear before S-RBD and differentiate between vaccinated and infected people-current vaccines (and several in the pipeline) are S protein-based.
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Affiliation(s)
- Resmi Ravindran
- Department of Pathology and Laboratory Medicine, University of California, Davis, CA, United States of America
| | - Cindy McReynolds
- Department of Entomology and Nematology, University of California, Davis, CA, United States of America
| | - Jun Yang
- Department of Entomology and Nematology, University of California, Davis, CA, United States of America
| | - Bruce D. Hammock
- Department of Entomology and Nematology, University of California, Davis, CA, United States of America
| | - Aamer Ikram
- National Institutes of Health, Rawalpindi, Pakistan
| | - Amna Ali
- National Institutes of Health, Rawalpindi, Pakistan
| | - Adnan Bashir
- National Institutes of Health, Rawalpindi, Pakistan
| | | | - W. L. William Chang
- California National Primate Research Center, University of California, Davis, CA, United States of America
- Department of Medical Microbiology and Immunology, School of Medicine, University of California, Davis, CA, United States of America
| | | | - Hooman H. Rashidi
- Department of Pathology and Laboratory Medicine, University of California, Davis, CA, United States of America
| | - Imran H. Khan
- Department of Pathology and Laboratory Medicine, University of California, Davis, CA, United States of America
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Dor E, David T, Dekel Jaoui H, Schwartz A, Baruchi T, Torgeman A, Ben David A, Rosen O, Tal A, Rosner A, Zichel R, Diamant E. A Rabbit Model for Prolonged Continuous Intravenous Infusion Via a Peripherally Inserted Central Catheter. Front Pharmacol 2021; 12:637792. [PMID: 33897426 PMCID: PMC8061032 DOI: 10.3389/fphar.2021.637792] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 02/19/2021] [Indexed: 11/28/2022] Open
Abstract
Medical treatment may require the continuous intravenous (IV) infusion of drugs to sustain the therapeutic blood concentration and to minimize dosing errors. Animal disease models that ultimately mimic the intended use of new potential drugs via a continuous IV infusion in unrestrained, free roaming animals are required. While peripherally inserted central catheters (PICCs) and other central line techniques for prolonged IV infusion of drugs are prevalent in the clinic, continuous IV infusion methods in an animal model are challenging and limited. In most cases, continuous IV infusion methods require surgical knowledge as well as expensive and complicated equipment. In the current work, we established a novel rabbit model for prolonged continuous IV infusion by inserting a PICC line from the marginal ear vein to the superior vena cava and connecting it to an externally carried ambulatory infusion pump. Either saline or a clinically relevant formulation could be steadily and continuously infused at 3–6 ml/h for 11 consecutive days into freely moving rabbits while maintaining normal body temperature, weight, and respiration physiology, as determined by daily spirometry. This new model is simple to execute and can advance the ability to administer and test new drug candidates.
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Affiliation(s)
- Eyal Dor
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Tseela David
- Veterinary Center for Pre-clinical Research, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Hani Dekel Jaoui
- Veterinary Center for Pre-clinical Research, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Arieh Schwartz
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Tzadok Baruchi
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Amram Torgeman
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Alon Ben David
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Osnat Rosen
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Arnon Tal
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Amir Rosner
- Veterinary Center for Pre-clinical Research, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Ran Zichel
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Eran Diamant
- Department of Biotechnology, Israel Institute for Biological Research, Ness Ziona, Israel
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Bucsan AN, Mehra S, Khader SA, Kaushal D. The current state of animal models and genomic approaches towards identifying and validating molecular determinants of Mycobacterium tuberculosis infection and tuberculosis disease. Pathog Dis 2020; 77:5543892. [PMID: 31381766 PMCID: PMC6687098 DOI: 10.1093/femspd/ftz037] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2019] [Accepted: 07/25/2019] [Indexed: 12/31/2022] Open
Abstract
Animal models are important in understanding both the pathogenesis of and immunity to tuberculosis (TB). Unfortunately, we are beginning to understand that no animal model perfectly recapitulates the human TB syndrome, which encompasses numerous different stages. Furthermore, Mycobacterium tuberculosis infection is a very heterogeneous event at both the levels of pathogenesis and immunity. This review seeks to establish the current understanding of TB pathogenesis and immunity, as validated in the animal models of TB in active use today. We especially focus on the use of modern genomic approaches in these models to determine the mechanism and the role of specific molecular pathways. Animal models have significantly enhanced our understanding of TB. Incorporation of contemporary technologies such as single cell transcriptomics, high-parameter flow cytometric immune profiling, proteomics, proteomic flow cytometry and immunocytometry into the animal models in use will further enhance our understanding of TB and facilitate the development of treatment and vaccination strategies.
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Affiliation(s)
- Allison N Bucsan
- Tulane Center for Tuberculosis Research, Covington, LA, USA.,Tulane National Primate Research Center, Covington, LA, USA
| | - Smriti Mehra
- Tulane National Primate Research Center, Covington, LA, USA
| | | | - Deepak Kaushal
- Tulane Center for Tuberculosis Research, Covington, LA, USA.,Tulane National Primate Research Center, Covington, LA, USA.,Southwest National Primate Research Center, San Antonio, TX, USA.,Texas Biomedical Research Institute, San Antonio, TX, USA
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7
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Labiuk SL, Sygusch J, Grochulski P. Structures of soluble rabbit neprilysin complexed with phosphoramidon or thiorphan. Acta Crystallogr F Struct Biol Commun 2019; 75:405-411. [PMID: 31204686 PMCID: PMC6572095 DOI: 10.1107/s2053230x19006046] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Accepted: 04/30/2019] [Indexed: 12/15/2022] Open
Abstract
Neutral endopeptidase (neprilysin; NEP) is a proteinase that cleaves a wide variety of peptides and has been implicated in Alzheimer's disease, cardiovascular conditions, arthritis and other inflammatory diseases. The structure of the soluble extracellular domain (residues 55-750) of rabbit neprilysin was solved both in its native form at 2.1 Å resolution, and bound to the inhibitors phosphoramidon and thiorphan at 2.8 and 3.0 Å resolution, respectively. Consistent with the extracellular domain of human neprilysin, the structure reveals a large central cavity which contains the active site and the location for inhibitor binding.
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Affiliation(s)
- Shaunivan L. Labiuk
- Canadian Light Source, 44 Innovation Boulevard, Saskatoon, SK S7N 2V3, Canada
| | - Jurgen Sygusch
- Biochimie et Médecine Moléculaire, Université de Montréal, CP 6128, Station Centre-Ville, Montréal, QC H3C 3J7, Canada
| | - Pawel Grochulski
- Canadian Light Source, 44 Innovation Boulevard, Saskatoon, SK S7N 2V3, Canada
- College of Pharmacy and Nutrition, University of Saskatchewan, 110 Science Place, Saskatoon, SK S7N 5C9, Canada
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8
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Park HT, Park HE, Cho YI, Kim EH, Jung M, Shin SW, Lee SH, Kim DY, Yoo HS. Potential biomarkers as an indicator of vertical transmission of Johne's disease in a Korean native cattle farm. J Vet Sci 2018; 18:343-349. [PMID: 28385000 PMCID: PMC5583422 DOI: 10.4142/jvs.2017.18.s1.343] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2016] [Revised: 01/19/2017] [Accepted: 02/07/2017] [Indexed: 01/09/2023] Open
Abstract
Paratuberculosis (PTB) is caused by Mycobacterium avium subsp. paratuberculosis (MAP) and is one of the most widespread and economically important diseases in cattle. After birth, calves are raised with natural breast feeding without separation from their mothers in most Korean native cattle (Hanwoo breed) farms. Vertical transmission of PTB has been reported, but the exact PTB infection route has not been revealed in Hanwoo farms. Calves of MAP seropositive dams were tested for MAP presence and MAP antibodies in feces and tissues. MAP was detected in calf tissues by using polymerase chain reaction. Expressions of genes reported to be prognostic biomarkers of MAP infection changed in both calves and cows (p < 0.05). Expression of two genes (HGF and SERPINE1) were significantly decreased in MAP-infected cattle and their offspring (p < 0.01). The results suggest that biomarker gene expression profiles can be useful in detecting early stage MAP infection. Based on the results, complete eradication of MAP may be possible if accurate diagnostic methods to detect infected calves are added to the current PTB eradication strategy, which, because infected individuals are likely to develop into fecal MAP shedders at any time, includes isolation of new born calves and feeding sterilized colostrum.
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Affiliation(s)
- Hong-Tae Park
- Department of Infectious Diseases, College of Veterinary Medicine, Seoul National University, Seoul 08826, Korea
| | - Hyun-Eui Park
- Department of Infectious Diseases, College of Veterinary Medicine, Seoul National University, Seoul 08826, Korea
| | - Yong-Il Cho
- Department of Animal Science & Technology, Suncheon National University, Suncheon 57922, Korea
| | - Eui-Hyung Kim
- National Institute of Animal Science, Rural Development Administration, Pyeongchang 25340, Korea
| | - Myunghwan Jung
- Department of Infectious Diseases, College of Veterinary Medicine, Seoul National University, Seoul 08826, Korea
| | - Seung Won Shin
- Department of Infectious Diseases, College of Veterinary Medicine, Seoul National University, Seoul 08826, Korea
| | - Su-Hyung Lee
- Department of Veterinary Pathology, College of Veterinary Medicine, Seoul National University, Seoul 08826, Korea
| | - Dae-Yong Kim
- Department of Veterinary Pathology, College of Veterinary Medicine, Seoul National University, Seoul 08826, Korea
| | - Han Sang Yoo
- Department of Infectious Diseases, College of Veterinary Medicine, Seoul National University, Seoul 08826, Korea
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9
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Ye MH, Bao H, Meng Y, Guan LL, Stothard P, Plastow G. Comparative transcriptomic analysis of porcine peripheral blood reveals differentially expressed genes from the cytokine-cytokine receptor interaction pathway related to health status. Genome 2017; 60:1021-1028. [PMID: 28763624 DOI: 10.1139/gen-2017-0074] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
While some research has looked into the host genetic response in pigs challenged with specific viruses or bacteria, few studies have explored the expression changes of transcripts in the peripheral blood of sick pigs that may be infected with multiple pathogens on farms. In this study, the architecture of the peripheral blood transcriptome of 64 Duroc sired commercial pigs, including 18 healthy animals at entry to a growing facility (set as a control) and 23 pairs of samples from healthy and sick pen mates, was generated using RNA-Seq technology. In total, 246 differentially expressed genes were identified to be specific to the sick animals. Functional enrichment analysis for those genes revealed that the over-represented gene ontology terms for the biological processes category were exclusively immune activity related. The cytokine-cytokine receptor interaction pathway was significantly enriched. Nine functional genes from this pathway encoding members (as well as their receptors) of the interleukins, chemokines, tumor necrosis factors, colony stimulating factors, activins, and interferons exhibited significant transcriptional alteration in sick animals. Our results suggest a subset of novel marker genes that may be useful candidate genes in the evaluation and prediction of health status in pigs under commercial production conditions.
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Affiliation(s)
- M H Ye
- a Department of Agricultural, Food and Nutritional Science, University of Alberta, 1400 College Plaza, 8215 112 Street, Edmonton, AB T6G 2C8, Canada.,b College of Bioscience and Biotechnology, Yangzhou University, Yangzhou 225009, China
| | - H Bao
- a Department of Agricultural, Food and Nutritional Science, University of Alberta, 1400 College Plaza, 8215 112 Street, Edmonton, AB T6G 2C8, Canada
| | - Y Meng
- a Department of Agricultural, Food and Nutritional Science, University of Alberta, 1400 College Plaza, 8215 112 Street, Edmonton, AB T6G 2C8, Canada
| | - L L Guan
- a Department of Agricultural, Food and Nutritional Science, University of Alberta, 1400 College Plaza, 8215 112 Street, Edmonton, AB T6G 2C8, Canada
| | - P Stothard
- a Department of Agricultural, Food and Nutritional Science, University of Alberta, 1400 College Plaza, 8215 112 Street, Edmonton, AB T6G 2C8, Canada
| | - G Plastow
- a Department of Agricultural, Food and Nutritional Science, University of Alberta, 1400 College Plaza, 8215 112 Street, Edmonton, AB T6G 2C8, Canada
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Park HE, Park HT, Jung YH, Yoo HS. Establishment a real-time reverse transcription PCR based on host biomarkers for the detection of the subclinical cases of Mycobacterium avium subsp. paratuberculosis. PLoS One 2017; 12:e0178336. [PMID: 28542507 PMCID: PMC5444815 DOI: 10.1371/journal.pone.0178336] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2017] [Accepted: 05/01/2017] [Indexed: 12/21/2022] Open
Abstract
Bovine paratuberculosis (PTB) is a chronic enteric inflammatory disease of ruminants caused by Mycobacterium avium subsp. paratuberculosis (MAP) that causes large economic losses in the dairy industry. Spread of PTB is mainly provoked by a long subclinical stage during which MAP is shed into the environment with feces; accordingly, detection of subclinical animals is very important to its control. However, current diagnostic methods are not suitable for detection of subclinical animals. Therefore, the current study was conducted to develop a diagnostic method for analysis of the expression of genes of prognostic potential biomarker candidates in the whole blood of cattle naturally infected with MAP. Real-time PCR with nine potential biomarker candidates was developed for the diagnosis of MAP subclinical infection. Animals were divided into four groups based on fecal MAP PCR and serum ELISA. Eight genes (Timp1, Hp, Serpine1, Tfrc, Mmp9, Defb1, Defb10, and S100a8) were up-regulated in MAP-infected cattle (p <0.05). Moreover, ROC analysis revealed that eight genes (Timp1, Hp, Serpine1, Tfrc, Mmp9, Defb1, Defb10, and S100a8) showed fair diagnostic performance (AUC≥0.8). Four biomarkers (Timp1, S100a8, Defb1, and Defb10) showed the highest diagnostic accuracy in the PCR positive and ELISA negative group (PN group) and three biomarkers (Tfrc, Hp, and Serpine1) showed the highest diagnostic accuracy in the PCR negative and ELISA positive group (NP group). Moreover, three biomarkers (S100a8, Hp, and Defb10) were considered the most reliable for the PCR positive and ELISA positive group (PP group). Taken together, our data suggest that real-time PCR based on eight biomarkers (Timp1, Hp, Serpine1, Tfrc, Mmp9, Defb1, Defb10, and S100a8) might be useful for diagnosis of JD, including subclinical stage cases.
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Affiliation(s)
- Hyun-Eui Park
- Department of Infectious Disease, College of Veterinary Medicine, Seoul National University, Seoul, Republic of Korea
| | - Hong-Tae Park
- Department of Infectious Disease, College of Veterinary Medicine, Seoul National University, Seoul, Republic of Korea
| | - Young Hoon Jung
- Department of Animal Resoures Devlopment, National Instiute of Animal Science, Rural Development Administration, Cheonan, Republic of Korea
| | - Han Sang Yoo
- Department of Infectious Disease, College of Veterinary Medicine, Seoul National University, Seoul, Republic of Korea
- Institute of Green Bio Science and Technology, Seoul National University, Pyeongchang, Republic of Korea
- * E-mail:
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