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Duraisamy AJ, Liu R, Sureshkumar S, Rose R, Jagannathan L, da Silva C, Coovadia A, Ramachander V, Chandrasekar S, Raja I, Sajnani M, Selvaraj SM, Narang B, Darvishi K, Bhayal AC, Katikala L, Guo F, Chen-Deutsch X, Balciuniene J, Ma Z, Nallamilli BRR, Bean L, Collins C, Hegde M. Focused Exome Sequencing Gives a High Diagnostic Yield in the Indian Subcontinent. J Mol Diagn 2024; 26:510-519. [PMID: 38582400 DOI: 10.1016/j.jmoldx.2024.03.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 09/11/2023] [Accepted: 03/01/2024] [Indexed: 04/08/2024] Open
Abstract
The genetically isolated yet heterogeneous and highly consanguineous Indian population has shown a higher prevalence of rare genetic disorders. However, there is a significant socioeconomic burden for genetic testing to be accessible to the general population. In the current study, we analyzed next-generation sequencing data generated through focused exome sequencing from individuals with different phenotypic manifestations referred for genetic testing to achieve a molecular diagnosis. Pathogenic or likely pathogenic variants are reported in 280 of 833 cases with a diagnostic yield of 33.6%. Homozygous sequence and copy number variants were found as positive diagnostic findings in 131 cases (15.7%) because of the high consanguinity in the Indian population. No relevant findings related to reported phenotype were identified in 6.2% of the cases. Patients referred for testing due to metabolic disorder and neuromuscular disorder had higher diagnostic yields. Carrier testing of asymptomatic individuals with a family history of the disease, through focused exome sequencing, achieved positive diagnosis in 54 of 118 cases tested. Copy number variants were also found in trans with single-nucleotide variants and mitochondrial variants in a few of the cases. The diagnostic yield and the findings from this study signify that a focused exome test is a good lower-cost alternative for whole-exome and whole-genome sequencing and as a first-tier approach to genetic testing.
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Affiliation(s)
| | - Ruby Liu
- Revvity Omics, Pittsburgh, Pennsylvania
| | | | - Rajiv Rose
- PerkinElmer Genomics, Revvity Omics, Chennai, India
| | | | | | | | | | | | - Indu Raja
- PerkinElmer Genomics, Revvity Omics, Chennai, India
| | | | | | | | | | | | | | - Fen Guo
- Revvity Omics, Pittsburgh, Pennsylvania
| | | | | | | | | | - Lora Bean
- Revvity Omics, Pittsburgh, Pennsylvania
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Nallamilli BRR, Pan Y, Sniderman King L, Jagannathan L, Ramachander V, Lucas A, Markind J, Colzani R, Hegde M. Combined sequence and copy number analysis improves diagnosis of limb girdle and other myopathies. Ann Clin Transl Neurol 2023; 10:2092-2104. [PMID: 37688281 PMCID: PMC10647006 DOI: 10.1002/acn3.51896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 07/31/2023] [Accepted: 08/20/2023] [Indexed: 09/10/2023] Open
Abstract
OBJECTIVE Clinical and genetic heterogeneities make diagnosis of limb-girdle muscular dystrophy (LGMD) and other overlapping disorders of muscle weakness complicated and expensive. We aimed to develop a comprehensive next generation sequence-based multi-gene panel ("The Lantern Focused Neuromuscular Panel") to detect both sequence variants and copy number variants in one assay. METHODS Patients with clinical diagnosis of LGMD or other overlapping muscular dystrophies in the United States were tested by PerkinElmer Genomics in 2018-2021 via "The Lantern Project," a sponsored diagnostic testing program. Sixty-six genes related to LGMD subtypes- and other myopathies were investigated. Main outcomes were diagnostic yield, gene-variant spectrum, and LGMD subtypes' prevalence. RESULTS Molecular diagnosis was established in 19.6% (1266) of 6473 cases. Major genes contributing to LGMD were identified including CAPN3 (5.4%, 68), DYSF (4.0%, 51), GAA (3.7%, 47), ANO5 (3.6%, 45), and FKRP (2.7%, 34). Genes of other overlapping MD subtypes identified included PABPN1 (10.5%, 133), VCP (2.2%, 28), MYOT (1.2% 15), LDB3 (1.0%, 13), COL6A1 (1.5%, 19), FLNC (1.1%, 14), and DNAJB6 (0.8%, 10). Different sizes of copy number variants including single exon, multi-exon, and whole genes were identified in 7.5% (95) cases in genes including DMD, EMD, CAPN3, ANO5, SGCG, COL6A2, DOK7, and LAMA2. INTERPRETATION "The Lantern Focused Neuromuscular Panel" enables identification of LGMD subtypes and other myopathies with overlapping clinical features. Prevalence of some MD subtypes was higher than previously reported. Widespread deployment of this comprehensive NGS panel has the potential to ensure early, accurate diagnosis as well as re-define MD epidemiology.
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Gonzalez-Cavazos AC, Tanska A, Mayers M, Carvalho-Silva D, Sridharan B, Rewers PA, Sankarlal U, Jagannathan L, Su AI. DrugMechDB: A Curated Database of Drug Mechanisms. Sci Data 2023; 10:632. [PMID: 37717042 PMCID: PMC10505144 DOI: 10.1038/s41597-023-02534-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 09/01/2023] [Indexed: 09/18/2023] Open
Abstract
Computational drug repositioning methods have emerged as an attractive and effective solution to find new candidates for existing therapies, reducing the time and cost of drug development. Repositioning methods based on biomedical knowledge graphs typically offer useful supporting biological evidence. This evidence is based on reasoning chains or subgraphs that connect a drug to a disease prediction. However, there are no databases of drug mechanisms that can be used to train and evaluate such methods. Here, we introduce the Drug Mechanism Database (DrugMechDB), a manually curated database that describes drug mechanisms as paths through a knowledge graph. DrugMechDB integrates a diverse range of authoritative free-text resources to describe 4,583 drug indications with 32,249 relationships, representing 14 major biological scales. DrugMechDB can be employed as a benchmark dataset for assessing computational drug repositioning models or as a valuable resource for training such models.
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Affiliation(s)
- Adriana Carolina Gonzalez-Cavazos
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Anna Tanska
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Michael Mayers
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Denise Carvalho-Silva
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Brindha Sridharan
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Patrick A Rewers
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Umasri Sankarlal
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Lakshmanan Jagannathan
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA
| | - Andrew I Su
- The Scripps Research Institute, Department of Integrative Structural and Computational Biology, 10550 N Torrey Pines Rd, La Jolla, CA, 92037, USA.
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Gonzalez-Cavazos AC, Tanska A, Mayers MD, Carvalho-Silva D, Sridharan B, Rewers PA, Sankarlal U, Jagannathan L, Su AI. DrugMechDB: A Curated Database of Drug Mechanisms. bioRxiv 2023:2023.05.01.538993. [PMID: 37205439 PMCID: PMC10187194 DOI: 10.1101/2023.05.01.538993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Computational drug repositioning methods have emerged as an attractive and effective solution to find new candidates for existing therapies, reducing the time and cost of drug development. Repositioning methods based on biomedical knowledge graphs typically offer useful supporting biological evidence. This evidence is based on reasoning chains or subgraphs that connect a drug to disease predictions. However, there are no databases of drug mechanisms that can be used to train and evaluate such methods. Here, we introduce the Drug Mechanism Database (DrugMechDB), a manually curated database that describes drug mechanisms as paths through a knowledge graph. DrugMechDB integrates a diverse range of authoritative free-text resources to describe 4,583 drug indications with 32,249 relationships, representing 14 major biological scales. DrugMechDB can be employed as a benchmark dataset for assessing computational drug repurposing models or as a valuable resource for training such models.
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Affiliation(s)
| | - Anna Tanska
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Michael D. Mayers
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Denise Carvalho-Silva
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Brindha Sridharan
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Patrik A. Rewers
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Umasri Sankarlal
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Lakshmanan Jagannathan
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
| | - Andrew I. Su
- The Scripps Research Institute, Department of Integrative and Structural Biology, 10550 N Torrey Pines Rd. La Jolla, CA, 92037, USA
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Sniderman King L, Pan Y, Nallamilli BRR, Hegde M, Jagannathan L, Ramachander V, Lucas A, Markind J, Colzani R. Pompe disease ascertained through The Lantern Project, 2018-2021: Next-generation sequencing and enzymatic testing to overcome obstacles to diagnosis. Mol Genet Metab 2023; 139:107565. [PMID: 37087815 DOI: 10.1016/j.ymgme.2023.107565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2023] [Revised: 03/31/2023] [Accepted: 04/01/2023] [Indexed: 04/25/2023]
Abstract
The Lantern Project is an ongoing complimentary diagnostic program for patients in the United States sponsored by Sanofi and implemented by PerkinElmer Genomics. It combines specific enzymatic, biomarker, and genetic testing to facilitate rapid, accurate laboratory diagnosis of Pompe disease and several other lysosomal storage diseases, and a multigene next-generation sequencing panel including Pompe disease, LGMD, and other neuromuscular disorders. This article reports data for Pompe disease collected from October 2018 through December 2021, including acid α-glucosidase (GAA) enzyme assay and GAA sequencing (standard or expedited for positive newborn screening [NBS] to rule out infantile-onset Pompe disease [IOPD]) and the Focused Neuromuscular Panel, which includes GAA. One hundred forty patients (12 received only GAA enzyme testing, 128 had GAA sequencing alone or in addition to enzyme assay) have been confirmed with Pompe disease in this project. Eight of the 140 had a variant of unknown significance, but GAA activity ≤2.10 μmol/L/h, thus were confirmed with Pompe disease. Three diagnosed patients 0-2 years old had cross-reactive immunologic material (CRIM)-negative GAA variants and thus IOPD. One additional infant with presumptive IOPD had a homozygous frameshift c.1846del, likely CRIM-negative; symptoms were not provided. Among the 128 patients with molecular results, the c.-32-13T>G splice variant was homozygous in 11, compound-heterozygous in 98, and absent in 19. Proximal muscle weakness (58 patients) was the most common sign reported at testing; elevated creatine kinase (29 patients) was the most common laboratory result. The most common symptom categories were muscular (73 patients), musculoskeletal (13 patients), and respiratory (23 patients). Clinical information was not available for 42 samples, and 17 infants had only "abnormal NBS" or "low GAA" reported. Cardiac symptoms in 7 included potentially age-related conditions in five c.-32-13T>G-compound-heterozygous adults (myocardial infarction, heart murmur/palpitations, congestive heart failure: 1 each; 2 with atrial fibrillation) and hypertrophic cardiomyopathy in 2 children (1 and 2 years old) with presumptive IOPD. One novel GAA variant was observed in a patient with enzyme activity 0.31 μmol/L/h: c.1853_1854ins49, a frameshift pathogenic variant. The Lantern Project demonstrates the combinatorial utility of enzyme assay, targeted single-gene testing, and a focused neuromuscular next-generation sequencing panel in diagnosing Pompe disease.
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Mathur A, Jindal A, Tiwari AK, Bhuyan D, Jagannathan L, Sawant RB, Basu S, Reddy M, Datta SS. A multicenter prospective observational study on the use of type and screen method versus conventional type and crossmatch policy for pre-transfusion testing in the Indian population. Immunohematology 2022; 38:100-105. [PMID: 36190198 DOI: 10.21307/immunohematology-2022-050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Despite knowing the benefits of the type and screen (TS) method in pre-transfusion testing (PTT), most transfusion centers in developing countries continue to be reluctant to adopt a TS strategy over the conventional type and antihuman globulin (AHG) crossmatch (TX) policy in their routine laboratory practice because of the cost of obtaining antibody screening reagents. To generate strong evidence, this multicenter, observational study was conducted in which we collected data prospectively over a 1-year period from six major blood centers in India. The primary objective of this study was to identify the discordance between TS and TX results. A secondary objective was to identify the allo-antibody specificity in patients with positive antibody detection tests. All patients with orders for red blood cell transfusion who met patient selection criteria were subjected to parallel testing by column agglutination technology (CAT) for both the antibody detection test (screen) using a commercial three-cell panel and for the AHG crossmatch. A total of 21,842 patients were tested. In 148 patients with incompatible crossmatches, samples from six patients gave negative results with the antibody detection test, whereas the antibody detection test was positive in samples from 118 patients among the 21,694 crossmatch-compatible cases. The TS approach achieved a positive percent agreement of 95.95 and was found to be significantly effective in preventing the transfusion of serologically incompatible blood. The risk associated with abbreviating the AHG crossmatch was found to be 0.009 percent. Most of the identified clinically significant alloantibodies were directed to Rh antigens (D>E>c>C>e), followed by anti-K and anti-M. This study has generated sufficient robust data for the Indian population by including patients from all major geographical areas of the country and concluded a satisfactory agreement level as well as non-inferiority to the current PTT policy. Therefore, TS policy can be implemented in developing countries with no compromise on blood safety, provided sufficient technical and infrastructural support are available.
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Affiliation(s)
- A Mathur
- Rotary TTK Blood Center, Bangalore Medical Services Trust, Bengaluru, India
| | - A Jindal
- Transfusion Medicine, SPS Hospitals Ludhiana, Punjab, India
| | - A K Tiwari
- Medanta-The Medicity Hospital, Gurgaon, India
| | - D Bhuyan
- Transfusion Medicine, Apollo Hospitals, Guwahati, India
| | - L Jagannathan
- Rotary TTK Blood Center, Bangalore Medical Services Trust, Bengaluru, India
| | - R B Sawant
- Transfusion Medicine, Kokilaben Dhirubhai Ambani Hospital, Mumbai, India
| | - S Basu
- Transfusion Medicine, Tata Medical Center, Kolkata, India
| | - M Reddy
- Transfusion Medicine, Tata Medical Center, Kolkata, India
| | - S S Datta
- Transfusion Medicine, Tata Medical Center, 14 Middle Arterial Road (EW), Rajarhat, New Town, Kolkata 700160, India
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Nallamilli B, Guruju N, Jagannathan L, Ramachander V, Bean L, Hegde M. eP380: Sequencing of entire 2.2 MB DMD gene facilitates diagnostic testing and aids selection of patients for therapeutic intervention. Genet Med 2022. [DOI: 10.1016/j.gim.2022.01.415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
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Kumar R, Thiagarajan K, Jagannathan L, Liu L, Mayawala K, de Alwis D, Topp B. Beyond the single average tumor: Understanding IO combinations using a clinical QSP model that incorporates heterogeneity in patient response. CPT Pharmacometrics Syst Pharmacol 2021; 10:684-695. [PMID: 33938166 PMCID: PMC8302246 DOI: 10.1002/psp4.12637] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 03/17/2021] [Accepted: 03/18/2021] [Indexed: 12/15/2022]
Abstract
A quantitative systems pharmacology model for metastatic melanoma was developed for immuno‐oncology with the goal of predicting efficacy of combination checkpoint therapy with pembrolizumab and ipilimumab. This literature‐based model is developed at multiple scales: (i) tumor and immune cell interactions at a lesion level; (ii) multiple heterogeneous target lesions, nontarget lesion growth, and appearance of new metastatic lesion at a patient level; and (iii) interpatient differences at a population level. The model was calibrated to pembrolizumab and ipilimumab monotherapy in patients with melanoma from Robert et al., specifically, waterfall plot showing target lesion response and overall response rate (Response Evaluation Criteria in Solid Tumors [RECIST] version 1.1), which additionally considers nontarget lesion growth and appearance of new metastatic lesions. We then used the model to predict waterfall and RECIST version 1.1 for combination treatment reported in Long et al. A key insight from this work was that nontarget lesions growth and appearance of new metastatic lesion contributed significantly to disease progression, despite reduction in target lesions. Further, the lesion level simulations of combination therapy show substantial efficacy in warm lesions (intermediary immunogenicity) but limited advantage of combination in both cold and hot lesions (low and high immunogenicity). Because many patients with metastatic disease are expected to have a mixture of these lesions, disease progression in such patients may be driven by a subset of cold lesions that are unresponsive to checkpoint inhibitors. These patients may benefit more from the combinations which include therapies to target cold lesions than double checkpoint inhibitors.
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Affiliation(s)
| | | | | | - Liming Liu
- Merck & Co., Inc., Kenilworth, New Jersey, USA
| | | | | | - Brian Topp
- Merck & Co., Inc., Kenilworth, New Jersey, USA
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Nallamilli BRR, Chaubey A, Valencia CA, Stansberry L, Behlmann AM, Ma Z, Mathur A, Shenoy S, Ganapathy V, Jagannathan L, Ramachander V, Ferlini A, Bean L, Hegde M. A single NGS-based assay covering the entire genomic sequence of the DMD gene facilitates diagnostic and newborn screening confirmatory testing. Hum Mutat 2021; 42:626-638. [PMID: 33644936 DOI: 10.1002/humu.24191] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 01/08/2021] [Accepted: 02/09/2021] [Indexed: 01/14/2023]
Abstract
Molecular diagnosis for Duchenne and Becker muscular dystrophies (DMD/BMD) involves a two-tiered approach for detection of deletions/duplications using MLPA or array CGH, followed by sequencing of coding and flanking intronic regions to detect sequence variants, which is time-consuming and expensive. We have developed a comprehensive next-generation sequencing (NGS)-based single-step assay to sequence the entire 2.2 Mb of the DMD gene to detect all copy number and sequence variants in both index males and carrier females. Assay validation was 100% concordant with other methodologies. A total of 772 samples have been tested, of which 62% (N = 480) were index cases with a clinical suspicion of DMD. Carrier testing females account for 38% (N = 292). Molecular diagnosis was confirmed in 86% (N = 413) of the index cases. Intragenic deletions and duplications (single-exon or multi-exon) were detected in 60% (N = 247) and 14% (N = 58) of the index cases, respectively. Full-sequence analysis of the entire gene allows for detection of deep intronic pathogenic variants and accurate breakpoint detection of CNVs involving similar exons, which could have an impact on the outcome of clinical trials. This comprehensive assay is highly sensitive for diagnostic testing for DMD and is also suitable for confirmatory testing for newborn screening for DMD.
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Affiliation(s)
| | - Alka Chaubey
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
| | - C A Valencia
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
| | - Leah Stansberry
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
| | | | - Zeqiang Ma
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
| | - Abhinav Mathur
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
| | - Suresh Shenoy
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
| | | | | | | | - Alessandra Ferlini
- Unit of Medical Genetics, Department of Medical Sciences, University of Ferrara, Ferrara, Italy
| | - Lora Bean
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
| | - Madhuri Hegde
- PerkinElmer Genomics, PerkinElmer Inc, Waltham, Massachusetts, USA
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Tanwar VS, Zhang X, Jagannathan L, Jose CC, Cuddapah S. Cadmium exposure upregulates SNAIL through miR-30 repression in human lung epithelial cells. Toxicol Appl Pharmacol 2019; 373:1-9. [PMID: 30998937 PMCID: PMC6547378 DOI: 10.1016/j.taap.2019.04.011] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2019] [Revised: 04/10/2019] [Accepted: 04/13/2019] [Indexed: 12/25/2022]
Abstract
Cadmium (Cd) is a known human lung carcinogen. In addition, Cd exposure is associated with several lung diseases including emphysema, chronic obstructive pulmonary disease (COPD), asthma and fibrosis. Although earlier studies have identified several processes dysregulated by Cd exposure, the underlying mechanisms remain unclear. Here, we examined the transcriptome of lung epithelial cells exposed to Cd to understand the molecular basis of Cd-induced diseases. Computational analysis of the transcriptome predicted a significant number of Cd-upregulated genes to be targets of miR-30 family miRNAs. Experimental validation showed downregulation of all the miR-30 family members in Cd exposed cells. We found SNAIL, an EMT master regulator, to be the most upregulated among the miR-30 targets. Furthermore, we found decrease in the levels of epithelial marker E- cadherin (CDH1) and increase in the levels of mesenchymal markers, ZEB1 and vimentin. This suggested induction of EMT in Cd exposed cells. Luciferase reporter assays showed that miR-30 repressed SNAIL by directly targeting its 3' UTR. Over expression of miR-30e and transfection of miR-30e mimics reduced Cd-induced SNAIL upregulation. Our results suggest that miR-30 negatively regulates SNAIL in lung epithelial cells and that Cd-induced downregulation of miR-30 relieves this repression, resulting in SNAIL upregulation and EMT induction. EMT plays a major role in many diseases associated with Cd exposure including fibrosis, COPD, and cancer and metastasis. Therefore, our identification of miR-30 downregulation in Cd exposed cells and the consequent activation of SNAIL provides important mechanistic insights into lung diseases associated with Cd exposure.
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Affiliation(s)
- Vinay Singh Tanwar
- Department of Environmental Medicine, New York University School of Medicine, New York, NY 10010, USA
| | - Xiaoru Zhang
- Department of Environmental Medicine, New York University School of Medicine, New York, NY 10010, USA
| | - Lakshmanan Jagannathan
- Department of Environmental Medicine, New York University School of Medicine, New York, NY 10010, USA
| | - Cynthia C Jose
- Department of Environmental Medicine, New York University School of Medicine, New York, NY 10010, USA
| | - Suresh Cuddapah
- Department of Environmental Medicine, New York University School of Medicine, New York, NY 10010, USA.
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Jose CC, Jagannathan L, Tanwar VS, Zhang X, Zang C, Cuddapah S. Nickel exposure induces persistent mesenchymal phenotype in human lung epithelial cells through epigenetic activation of ZEB1. Mol Carcinog 2018. [PMID: 29528143 DOI: 10.1002/mc.22802] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Nickel (Ni) is an environmental and occupational carcinogen, and exposure to Ni is associated with lung and nasal cancers in humans. Furthermore, Ni exposure is implicated in several lung diseases including chronic inflammatory airway diseases, asthma, and fibrosis. However, the mutagenic potential of Ni is low and does not correlate with its potent toxicity and carcinogenicity. Therefore, mechanisms underlying Ni exposure-associated diseases remain poorly understood. Since the health risks of environmental exposures often continue post exposure, understanding the exposure effects that persist after the termination of exposure could provide mechanistic insights into diseases. By examining the persistent effects of Ni exposure, we report that Ni induces epithelial-mesenchymal transition (EMT) and that the mesenchymal phenotype remains irreversible even after the termination of exposure. Ni-induced EMT was dependent on the irreversible upregulation of ZEB1, an EMT master regulator, via resolution of its promoter bivalency. ZEB1, upon activation, downregulated its repressors as well as the cell-cell adhesion molecule, E-cadherin, resulting in the cells undergoing EMT and switching to persistent mesenchymal status. ZEB1 depletion in cells exposed to Ni attenuated Ni-induced EMT. Moreover, Ni exposure did not induce EMT in ZEB1-depleted cells. Activation of EMT, during which the epithelial cells lose cell-cell adhesion and become migratory and invasive, plays a major role in asthma, fibrosis, and cancer and metastasis, lung diseases associated with Ni exposure. Therefore, our finding of irreversible epigenetic activation of ZEB1 by Ni exposure and the acquisition of persistent mesenchymal phenotype would have important implications in understanding Ni-induced diseases.
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Affiliation(s)
- Cynthia C Jose
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Lakshmanan Jagannathan
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Vinay S Tanwar
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Xiaoru Zhang
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Chongzhi Zang
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia School of Medicine, Charlottesville, Virginia
| | - Suresh Cuddapah
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
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Jagannathan L, Jose CC, Tanwar VS, Bhattacharya S, Cuddapah S. Identification of a unique gene expression signature in mercury and 2,3,7,8-tetrachlorodibenzo- p-dioxin co-exposed cells. Toxicol Res (Camb) 2017; 6:312-323. [PMID: 29057067 DOI: 10.1039/c6tx00432f] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Mercury (Hg) and 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD) are major environmental contaminants that commonly co-occur in the environment. Both Hg and TCDD are associated with a number of human diseases including cancers. While the individual toxicological effects of Hg and TCDD have been extensively investigated, studies on co-exposure are limited to a few genes and pathways. Therefore, a significant knowledge gap exists in the understanding of the deleterious effects of co-exposure to Hg and TCDD. Due to the prevalence of Hg and TCDD co-contamination in the environment and the major human health hazards they pose, it is important to obtain a fuller understanding of genome-wide effects of Hg and TCDD co-exposure. In this study, by performing a comprehensive transcriptomic analysis of human bronchial epithelial cells (BEAS-2B) exposed to Hg and TCDD individually and in combination, we have uncovered a subset of genes with altered expression only in the co-exposed cells. We also identified the additive as well as antagonistic effects of Hg and TCDD on gene expression. Moreover, we found that co-exposure impacted several biological and disease processes not affected by Hg or TCDD individually. Our studies show that the consequences of Hg and TCDD co-exposure on the transcriptional program and biological processes could be substantially different from single exposures, thus providing new insights into the co-exposure-specific pathogenic processes.
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Affiliation(s)
- Lakshmanan Jagannathan
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, NY, 10987, USA
| | - Cynthia C Jose
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, NY, 10987, USA
| | - Vinay Singh Tanwar
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, NY, 10987, USA
| | - Sudin Bhattacharya
- Institute for Integrative Toxicology, Michigan State University, East Lansing, MI 48824, USA
| | - Suresh Cuddapah
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, NY, 10987, USA
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Abstract
Oxygen (O2) levels range from 2-9% in vivo. However, cell culture experiments are performed at atmospheric O2 levels (21%). Oxidative stress due to generation of reactive oxygen species (ROS) in cells cultured at higher than physiological levels is implicated in multitude of deleterious effects including DNA damage, genomic instability and senescence. In addition, oxidative stress activates redox sensitive transcription factors related to inflammatory signaling and apoptotic signaling. Furthermore, several chromatin-modifying enzymes are affected by ROS, potentially impacting epigenetic regulation of gene expression. While primary cells are cultured at lower O2 levels due to their inability to grow at higher O2, the immortalized cells, which display no such apparent growth difficulties, are typically cultured at 21% O2. This review will provide an overview of issues associated with increased oxygen levels in in vitro cell culture and point out the benefits of using lower levels of oxygen tension even for immortalized cells.
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Affiliation(s)
- Lakshmanan Jagannathan
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, NY 10987
| | - Suresh Cuddapah
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, NY 10987
| | - Max Costa
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, NY 10987
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Jagannathan L, Jose CC, Arita A, Kluz T, Sun H, Zhang X, Yao Y, Kartashov AV, Barski A, Costa M, Cuddapah S. Nuclear Factor κB1/RelA Mediates Inflammation in Human Lung Epithelial Cells at Atmospheric Oxygen Levels. J Cell Physiol 2015; 231:1611-20. [PMID: 26588041 DOI: 10.1002/jcp.25262] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2015] [Accepted: 11/18/2015] [Indexed: 01/04/2023]
Abstract
Oxygen levels range from 2% to 9% in vivo. Atmospheric O2 levels (21%) are known to induce cell proliferation defects and cellular senescence in primary cell cultures. However, the mechanistic basis of the deleterious effects of higher O2 levels is not fully understood. On the other hand, immortalized cells including cancer cell lines, which evade cellular senescence are normally cultured at 21% O2 and the effects of higher O2 on these cells are understudied. Here, we addressed this problem by culturing immortalized human bronchial epithelial (BEAS-2B) cells at ambient atmospheric, 21% O2 and lower, 10% O2. Our results show increased inflammatory response at 21% O2 but not at 10% O2. We found higher RelA binding at the NF-κB1/RelA target gene promoters as well as upregulation of several pro-inflammatory cytokines in cells cultured at 21% O2. RelA knockdown prevented the upregulation of the pro-inflammatory cytokines at 21% O2, suggesting NF-κB1/RelA as a major mediator of inflammatory response in cells cultured at 21% O2. Interestingly, unlike the 21% O2 cultured cells, exposure of 10% O2 cultured cells to H2O2 did not elicit inflammatory response, suggesting increased ability to tolerate oxidative stress in cells cultured at lower O2 levels.
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Affiliation(s)
- Lakshmanan Jagannathan
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Cynthia C Jose
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Adriana Arita
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Thomas Kluz
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Hong Sun
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Xiaoru Zhang
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Yixin Yao
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Andrey V Kartashov
- Division of Allergy and Immunology and Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio.,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Artem Barski
- Division of Allergy and Immunology and Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio.,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Max Costa
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
| | - Suresh Cuddapah
- Department of Environmental Medicine, New York University School of Medicine, Tuxedo, New York
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15
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Mohanty S, Jagannathan L, Ganguli G, Padhi A, Roy D, Alaridah N, Saha P, Nongthomba U, Godaly G, Gopal RK, Banerjee S, Sonawane A. A mycobacterial phosphoribosyltransferase promotes bacillary survival by inhibiting oxidative stress and autophagy pathways in macrophages and zebrafish. J Biol Chem 2015; 290:13321-43. [PMID: 25825498 DOI: 10.1074/jbc.m114.598482] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2014] [Indexed: 12/18/2022] Open
Abstract
Mycobacterium tuberculosis employs various strategies to modulate host immune responses to facilitate its persistence in macrophages. The M. tuberculosis cell wall contains numerous glycoproteins with unknown roles in pathogenesis. Here, by using Concanavalin A and LC-MS analysis, we identified a novel mannosylated glycoprotein phosphoribosyltransferase, encoded by Rv3242c from M. tuberculosis cell walls. Homology modeling, bioinformatic analyses, and an assay of phosphoribosyltransferase activity in Mycobacterium smegmatis expressing recombinant Rv3242c (MsmRv3242c) confirmed the mass spectrometry data. Using Mycobacterium marinum-zebrafish and the surrogate MsmRv3242c infection models, we proved that phosphoribosyltransferase is involved in mycobacterial virulence. Histological and infection assays showed that the M. marinum mimG mutant, an Rv3242c orthologue in a pathogenic M. marinum strain, was strongly attenuated in adult zebrafish and also survived less in macrophages. In contrast, infection with wild type and the complemented ΔmimG:Rv3242c M. marinum strains showed prominent pathological features, such as severe emaciation, skin lesions, hemorrhaging, and more zebrafish death. Similarly, recombinant MsmRv3242c bacteria showed increased invasion in non-phagocytic epithelial cells and longer intracellular survival in macrophages as compared with wild type and vector control M. smegmatis strains. Further mechanistic studies revealed that the Rv3242c- and mimG-mediated enhancement of intramacrophagic survival was due to inhibition of autophagy, reactive oxygen species, and reduced activities of superoxide dismutase and catalase enzymes. Infection with MsmRv3242c also activated the MAPK pathway, NF-κB, and inflammatory cytokines. In summary, we show that a novel mycobacterial mannosylated phosphoribosyltransferase acts as a virulence and immunomodulatory factor, suggesting that it may constitute a novel target for antimycobacterial drugs.
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Affiliation(s)
- Soumitra Mohanty
- From the School of Biotechnology, Campus-11, KIIT University, Bhubaneswar, Orissa-751024, India
| | - Lakshmanan Jagannathan
- From the School of Biotechnology, Campus-11, KIIT University, Bhubaneswar, Orissa-751024, India, the AU-KBC Research Center, MIT Campus, Anna University, Chromepet, Chennai, Tamil Nadu 600025, India
| | - Geetanjali Ganguli
- From the School of Biotechnology, Campus-11, KIIT University, Bhubaneswar, Orissa-751024, India
| | - Avinash Padhi
- From the School of Biotechnology, Campus-11, KIIT University, Bhubaneswar, Orissa-751024, India
| | - Debasish Roy
- the Department of Molecular Reproduction, Development, and Genetics, Indian Institute of Science, Bangalore 560012, India
| | - Nader Alaridah
- the Department of Microbiology, Immunology, and Glycobiology, Institute of Laboratory Medicine, Lund University, 221 00 Lund, Sweden
| | - Pratip Saha
- the Bioinformatics Center, Indian Institute of Science, Bangalore, Karnataka 560012, India, and
| | - Upendra Nongthomba
- the Department of Molecular Reproduction, Development, and Genetics, Indian Institute of Science, Bangalore 560012, India
| | - Gabriela Godaly
- the Department of Microbiology, Immunology, and Glycobiology, Institute of Laboratory Medicine, Lund University, 221 00 Lund, Sweden
| | - Ramesh Kumar Gopal
- the AU-KBC Research Center, MIT Campus, Anna University, Chromepet, Chennai, Tamil Nadu 600025, India
| | - Sulagna Banerjee
- the AU-KBC Research Center, MIT Campus, Anna University, Chromepet, Chennai, Tamil Nadu 600025, India, the Department of Surgery, University of Minnesota, Minneapolis, Minnesota 55455
| | - Avinash Sonawane
- From the School of Biotechnology, Campus-11, KIIT University, Bhubaneswar, Orissa-751024, India,
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Jagannathan L, Shanmugasamy S, Perumal RC, Gopal R, Selvaraj A, Kosalai ST. Drug repositioning of latent TB. Int J Infect Dis 2012. [DOI: 10.1016/j.ijid.2012.05.951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
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17
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Sonawane A, Mohanty S, Jagannathan L, Bekolay A, Banerjee S. Role of glycans and glycoproteins in disease development by Mycobacterium tuberculosis. Crit Rev Microbiol 2012; 38:250-66. [PMID: 22324751 DOI: 10.3109/1040841x.2011.653550] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Glycoproteins play a critical role in host-pathogen interactions, antigenicity, and virulence determination, and are therefore, considered as potential drug targets. The cell wall of Mycobacterium tuberculosis (Mtb), the causative agent of tuberculosis (TB), dominantly contains sugars and lipids. Despite the efforts taken by the World Health Organization to reduce the incidence rate, the prevalence of TB is increasing in certain regions. This is mainly attributed to the emergence of multidrug-resistant bacteria. Factors that contribute to Mtb virulence and antigenicity remain elusive. However, several studies have shown that sugars and lipids are mainly responsible for Mtb pathogenesis and resistance to numerous drugs. This review gives insight into the role of glycoproteins in mycobacterium pathogenesis, disease development, and its implications in drug development.
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Affiliation(s)
- Avinash Sonawane
- School of Biotechnology, KIIT University, Bhubaneswar, Orissa, India.
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18
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Jagannathan L, Chaturvedi M, Mudaliar S, Kamaladoss T, Rice M, Murphy EL. Risk factors for chronic hepatitis B virus infection among blood donors in Bangalore, India. Transfus Med 2010; 20:414-20. [PMID: 20726953 DOI: 10.1111/j.1365-3148.2010.01032.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES AND AIM We performed a study of hepatitis B virus (HBV) risk factors among blood donors in Bangalore, India. BACKGROUND HBV infection is prevalent in India and poses a potential risk of transmission by blood transfusion, but studies of risk factors for hepatitis B surface antigen (HBsAg) carriage among Indian blood donors are lacking. METHODS/MATERIALS Using a case-cohort design, we enrolled 71 cases with repeatedly reactive HBsAg results and a cohort of 212 contemporaneous blood donors with unknown HBsAg status. Questionnaire data were analysed using multivariable logistic regression. RESULTS In our multivariate analysis controlling for age, HBsAg positivity was associated with repeat donor status (OR = 0·34, 95% CI 0·17-0·71 vs first-time donor status), residence outside Bangalore and Hosur (rural areas) (OR = 15·66, 95% CI 3·60-68·07vs Bangalore residence), having been a customer at a local barber shop (OR = 4·07, 95% CI 2·06-8·03), close contact with a person who had jaundice (OR = 13·64, 95% CI 3·71-50·24) and cigarette smoking (OR = 3·25, 95% CI 1·39-7·60). CONCLUSION In addition to recognised demographic risk factors, associations with patronage of local barbers and contact with jaundiced individuals suggest behavioural risk factors that could be adopted as exclusionary criteria for blood donation in India.
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Affiliation(s)
- L Jagannathan
- Rotary TTK Blood Bank, Bangalore Medical Services Trust, Bangalore, India Harvard University School of Public Health, Boston, Massachusetts, USA
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Makroo RN, Choudhury N, Jagannathan L, Parihar-Malhotra M, Raina V, Chaudhary RK, Marwaha N, Bhatia NK, Ganguly AK. Multicenter evaluation of individual donor nucleic acid testing (NAT) for simultaneous detection of human immunodeficiency virus -1 & hepatitis B & C viruses in Indian blood donors. Indian J Med Res 2008; 127:140-147. [PMID: 18403791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023] Open
Abstract
BACKGROUND & OBJECTIVE India has a high prevalence of HIV-1, hapatitis C and B virus (HCV and HBV) in the blood donors but has yet to implement nucleic acid testing (NAT) in blood screening. We undertook a multicentre evaluation of blood donor testing by NAT for simultaneous detection of HIV-1, HBV and HCV in a single tube and also to determine the feasibility of NAT implementation in India's low volume setting. METHODS A total of 12,224 unlinked samples along with their serological results were obtained from representative eight blood banks in India and were individually manually tested by the Procleix Ultrio Assay (Chiron Corp. Emeryville, CA) for simultaneous detection of HIV-1, HCV, and HBV. RESULTS Of the 12,224 samples tested, 209 (1.71%) were seroreactive. One hundred thirty three samples (1.09%) were reactive by Ultrio assay, 84 samples were seroreactive but NAT non reactive. There were eight NAT yield cases: 1 HIV, 1 HIV-HCV co-infection, and 6 HBV. INTERPRETATION & CONCLUSION Our observed NAT yield for all three viruses was 1 in 1528 (0.065%). We estimate NAT could interdict 3272 infectious donations a year among our approximate 5 million annual donations.
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Affiliation(s)
- R N Makroo
- Department of Transfusion Medicine, Indraprastha Apollo Hospital, New Delhi, India.
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Nowinski WL, Fang A, Nguyen BT, Raphel JK, Jagannathan L, Raghavan R, Bryan RN, Miller GA. Multiple brain atlas database and atlas-based neuroimaging system. Comput Aided Surg 2000; 2:42-66. [PMID: 9148878 DOI: 10.1002/(sici)1097-0150(1997)2:1<42::aid-igs7>3.0.co;2-n] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
For the purpose of developing multiple, complementary, fully labeled electronic brain atlases and an atlas-based neuroimaging system for analysis, quantification, and real-time manipulation of cerebral structures in two and three dimensions, we have digitized, enhanced, segmented, and labeled the following print brain atlases: Co-Planar Stereotaxic Atlas of the Human Brain by Talairach and Tournoux, Atlas for Stereotaxy of the Human Brain by Schaltenbrand and Wahren, Referentially Oriented Cerebral MRI Anatomy by Talairach and Tournoux, and Atlas of the Cerebral Sulci by Ono, Kubik, and Abernathey. Three-dimensional extensions of these atlases have been developed as well. All two- and three-dimensional atlases are mutually preregistered and may be interactively registered with an actual patient's data. An atlas-based neuroimaging system has been developed that provides support for reformatting, registration, visualization, navigation, image processing, and quantification of clinical data. The anatomical index contains about 1,000 structures and over 400 sulcal patterns. Several new applications of the brain atlas database also have been developed, supported by various technologies such as virtual reality, the Internet, and electronic publishing. Fusion of information from multiple atlases assists the user in comprehensively understanding brain structures and identifying and quantifying anatomical regions in clinical data. The multiple brain atlas database and atlas-based neuroimaging system have substantial potential impact in stereotactic neurosurgery and radiotherapy by assisting in visualization and real-time manipulation in three dimensions of anatomical structures, in quantitative neuroradiology by allowing interactive analysis of clinical data, in three-dimensional neuroeducation, and in brain function studies.
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Affiliation(s)
- W L Nowinski
- Center for Information-Enhanced Medicine, Ciemed, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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