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1.
J Biomol Struct Dyn ; 39(12): 4316-4333, 2021 Aug.
Article in English | MEDLINE | ID: mdl-32476574

ABSTRACT

The novel coronavirus SARS-CoV2, the causative agent of the pandemic disease COVID-19, emerged in December 2019 forcing lockdown of communities in many countries. The absence of specific drugs and vaccines, the rapid transmission of the virus, and the increasing number of deaths worldwide necessitated the discovery of new substances for anti-COVID-19 drug development. With the aid of bioinformatics and computational modelling, ninety seven antiviral secondary metabolites from fungi were docked onto five SARS-CoV2 enzymes involved in viral attachment, replication, post-translational modification, and host immunity evasion infection mechanisms followed by molecular dynamics simulation and in silico ADMET prediction (absorption, distribution, metabolism, excretion and toxicity) of the hit compounds. Thus, three fumiquinazoline alkaloids scedapin C (15), quinadoline B (19) and norquinadoline A (20), the polyketide isochaetochromin D1 (8), and the terpenoid 11a-dehydroxyisoterreulactone A (11) exhibited high binding affinities on the target proteins, papain-like protease (PLpro), chymotrypsin-like protease (3CLpro), RNA-directed RNA polymerase (RdRp), non-structural protein 15 (nsp15), and the spike binding domain to GRP78. Molecular dynamics simulation was performed to optimize the interaction and investigate the stability of the top-scoring ligands in complex with the five target proteins. All tested complexes were found to have dynamic stability. Of the five top-scoring metabolites, quinadoline B (19) was predicted to confer favorable ADMET values, high gastrointestinal absorptive probability and poor blood-brain barrier crossing capacities.Communicated by Ramaswamy H. Sarma.


Subject(s)
COVID-19 , RNA, Viral , Communicable Disease Control , Drug Discovery , Endoplasmic Reticulum Chaperone BiP , Enzyme Inhibitors , Humans , Molecular Docking Simulation , Protein Processing, Post-Translational , SARS-CoV-2 , Virus Attachment
2.
BMC Med Inform Decis Mak ; 13: 90, 2013 Aug 15.
Article in English | MEDLINE | ID: mdl-23947340

ABSTRACT

BACKGROUND: Prior studies demonstrate the suitability of natural language processing (NLP) for identifying pneumonia in chest radiograph (CXR) reports, however, few evaluate this approach in intensive care unit (ICU) patients. METHODS: From a total of 194,615 ICU reports, we empirically developed a lexicon to categorize pneumonia-relevant terms and uncertainty profiles. We encoded lexicon items into unique queries within an NLP software application and designed an algorithm to assign automated interpretations ('positive', 'possible', or 'negative') based on each report's query profile. We evaluated algorithm performance in a sample of 2,466 CXR reports interpreted by physician consensus and in two ICU patient subgroups including those admitted for pneumonia and for rheumatologic/endocrine diagnoses. RESULTS: Most reports were deemed 'negative' (51.8%) by physician consensus. Many were 'possible' (41.7%); only 6.5% were 'positive' for pneumonia. The lexicon included 105 terms and uncertainty profiles that were encoded into 31 NLP queries. Queries identified 534,322 'hits' in the full sample, with 2.7 ± 2.6 'hits' per report. An algorithm, comprised of twenty rules and probability steps, assigned interpretations to reports based on query profiles. In the validation set, the algorithm had 92.7% sensitivity, 91.1% specificity, 93.3% positive predictive value, and 90.3% negative predictive value for differentiating 'negative' from 'positive'/'possible' reports. In the ICU subgroups, the algorithm also demonstrated good performance, misclassifying few reports (5.8%). CONCLUSIONS: Many CXR reports in ICU patients demonstrate frank uncertainty regarding a pneumonia diagnosis. This electronic tool demonstrates promise for assigning automated interpretations to CXR reports by leveraging both terms and uncertainty profiles.


Subject(s)
Critical Illness , Electronic Data Processing , Patient Identification Systems , Pneumonia/diagnostic imaging , Radiography, Thoracic/methods , Aged , Aged, 80 and over , Algorithms , California , Female , Humans , Intensive Care Units , Male , Middle Aged , Natural Language Processing , Physicians/standards , Pneumonia/diagnosis , Process Assessment, Health Care/methods , Process Assessment, Health Care/standards , Retrospective Studies
3.
J Virol ; 86(2): 1166-80, 2012 Jan.
Article in English | MEDLINE | ID: mdl-22072744

ABSTRACT

A subset of women in the Pumwani Sex Worker Cohort, established in 1985 in Nairobi, Kenya, remains uninfected despite repeated high-risk exposure (HIV-exposed, seronegative [HESN]) through active sex work. This HESN phenotype is associated with several alleles of human leukocyte antigens (HLAs) and specific CD8(+) and CD4(+) T cell responses to HIV-1. The associations of HLA alleles with differential HIV-1 infection are most likely due to their different abilities to present antigen and the different immune responses they induce. The characteristics of epitopes of HLA alleles associated with different outcomes of HIV-1 infection might therefore point to a vital clue for developing an effective vaccine. In this study, we systematically analyzed HIV-1 clade A and D Gag CD8(+) T cell epitopes of two HLA class I alleles associated with different outcomes of HIV-1 infection. Binding affinity and off-rates of the identified epitopes were determined. Gamma interferon (IFN-γ) enzyme-linked immunospot (ELISpot) assays with patient peripheral blood mononuclear cells (PBMCs) validated the epitopes. Epitope-specific CD8(+) T cells were further phenotyped for memory markers with tetramer staining. Our study showed that the protective allele A*01:01 recognizes only three Gag epitopes. By contrast, B*07:02, the allele associated with susceptibility, binds 30 epitope variants. These two alleles differ most importantly in the spectrum of Gag epitopes they can present and not in affinity, off-rates, the location of the epitopes, or epitope-specific Tem/Tcm frequencies. The binding of more epitopes and strong IFN-gamma ELISpot responses are associated with susceptibility to HIV-1 infection, while more focused antigen recognition of multiple subtypes is protective. Rational vaccine design should take these observations into account.


Subject(s)
Epitopes, T-Lymphocyte/immunology , HIV Infections/genetics , HIV Infections/prevention & control , HIV-1/immunology , HLA Antigens/genetics , gag Gene Products, Human Immunodeficiency Virus/immunology , Adult , Alleles , Amino Acid Sequence , Cohort Studies , Epitopes, T-Lymphocyte/chemistry , Epitopes, T-Lymphocyte/genetics , Female , HIV Infections/immunology , HIV Infections/virology , HIV-1/chemistry , HIV-1/genetics , HIV-1/physiology , HLA Antigens/immunology , Humans , Kenya , Molecular Sequence Data , Sequence Alignment , Sex Workers , gag Gene Products, Human Immunodeficiency Virus/chemistry , gag Gene Products, Human Immunodeficiency Virus/genetics
4.
PLoS One ; 6(10): e26745, 2011.
Article in English | MEDLINE | ID: mdl-22039546

ABSTRACT

BACKGROUND: Pyrosequencing technology has the potential to rapidly sequence HIV-1 viral quasispecies without requiring the traditional approach of cloning. In this study, we investigated the utility of ultra-deep pyrosequencing to characterize genetic diversity of the HIV-1 gag quasispecies and assessed the possible contribution of pyrosequencing technology in studying HIV-1 biology and evolution. METHODOLOGY/PRINCIPAL FINDINGS: HIV-1 gag gene was amplified from 96 patients using nested PCR. The PCR products were cloned and sequenced using capillary based Sanger fluorescent dideoxy termination sequencing. The same PCR products were also directly sequenced using the 454 pyrosequencing technology. The two sequencing methods were evaluated for their ability to characterize quasispecies variation, and to reveal sites under host immune pressure for their putative functional significance. A total of 14,034 variations were identified by 454 pyrosequencing versus 3,632 variations by Sanger clone-based (SCB) sequencing. 11,050 of these variations were detected only by pyrosequencing. These undetected variations were located in the HIV-1 Gag region which is known to contain putative cytotoxic T lymphocyte (CTL) and neutralizing antibody epitopes, and sites related to virus assembly and packaging. Analysis of the positively selected sites derived by the two sequencing methods identified several differences. All of them were located within the CTL epitope regions. CONCLUSIONS/SIGNIFICANCE: Ultra-deep pyrosequencing has proven to be a powerful tool for characterization of HIV-1 genetic diversity with enhanced sensitivity, efficiency, and accuracy. It also improved reliability of downstream evolutionary and functional analysis of HIV-1 quasispecies.


Subject(s)
Genetic Variation , HIV-1/genetics , Base Sequence , DNA Primers , Genes, gag , Polymerase Chain Reaction/methods
5.
J Immunol Methods ; 352(1-2): 118-25, 2010 Jan 31.
Article in English | MEDLINE | ID: mdl-19903485

ABSTRACT

Identification of CTL epitopes correlated to immune protection is important for the development of vaccines that enhance T-cell mediated immune responses. The correlation of positively selected amino acids (PS) of HIV-1 with host HLA alleles can identify regions containing potential T-cell epitopes. However, the specific epitopes have to be identified and characterized using overlapping peptides through T-cell functional assays. In this study we used a new approach to identify and characterize potential epitopes in the gag region containing PS mutations that significantly correlated with HLA-A*0301. The iTopia Epitope Discovery System was used to rapidly screen a panel of peptides overlapping the regions containing PS mutations and the peptides identified were assessed for relative affinity and complex stability. The potential epitopes were then validated by interferon gamma (IFN-gamma) ELISpot assays with patient PBMCs. Using this approach we identified/confirmed the predicted HLA-A*0301 epitopes in two regions of gag containing PS mutations V7I and K403R, one previously reported and the other novel. Five of the seven peptides that bound to A*0301 contained the K403R mutation and corresponded to the documented LARNCRAPRK-A3 supertype epitope. Two epitope variants, RASVLSGGK and RASILSGGK containing the V7I mutation, were identified using the iTopia Epitope Discovery System, however only the consensus variant (RAK9C) was confirmed using the ELISpot assay and it represents a novel A*0301 epitope.


Subject(s)
Epitopes, T-Lymphocyte/metabolism , HIV Infections/immunology , HIV-1/immunology , HLA-A Antigens/metabolism , Human Immunodeficiency Virus Proteins/metabolism , Peptide Fragments/metabolism , Cohort Studies , DNA Mutational Analysis , Epitope Mapping , Epitopes, T-Lymphocyte/genetics , Epitopes, T-Lymphocyte/immunology , Female , HIV Infections/blood , HIV Infections/diagnosis , HIV-1/genetics , HLA-A Antigens/immunology , HLA-A3 Antigen , Histocompatibility Testing , Human Immunodeficiency Virus Proteins/genetics , Human Immunodeficiency Virus Proteins/immunology , Humans , Interferon-gamma/metabolism , Kenya , Lymphocyte Activation , Mutation/genetics , Peptide Fragments/genetics , Peptide Fragments/immunology , Protein Binding , Software , T-Lymphocytes, Cytotoxic/immunology , T-Lymphocytes, Cytotoxic/metabolism , T-Lymphocytes, Cytotoxic/pathology
6.
J Virol ; 83(23): 12636-42, 2009 Dec.
Article in English | MEDLINE | ID: mdl-19759140

ABSTRACT

HLA-B*57-mediated selection pressure leads to a typical escape pathway in human immunodeficiency virus type 1 (HIV-1) CD8 epitopes such as TW10. Whether this T242N pathway is shared by all clades remains unknown. We therefore assessed the nature of HLA-B*57 selection in a large, observational Kenyan cohort where clades A1 and D predominate. While T242N was ubiquitous in clade D HLA-B*57(+) subjects, this mutation was rare (15%) in clade A1. Instead, P243T and I247L were selected by clade A1-infected HLA-B*57 subjects but not by HLA-B*5801(+) subjects. Our data suggest that clade A1 consensus proline at Gag residue 243 might represent an inherent block to T242N escape in clade A1. We confirmed immunologically that P243T and I247L likely represent escape mutations. HLA-B*57 evolution also differed between clades in the KF11 and IW9 epitopes. A better understanding of clade-specific evolution is important for the development of HIV vaccines in regions with multiple clades.


Subject(s)
Adaptation, Biological , Evolution, Molecular , HIV Core Protein p24/genetics , HIV Core Protein p24/immunology , HIV Infections/immunology , HIV Infections/virology , HIV-1/genetics , HIV-1/immunology , HLA-B Antigens/immunology , Amino Acid Substitution/genetics , Cohort Studies , Epitopes, T-Lymphocyte/genetics , Epitopes, T-Lymphocyte/immunology , Humans , Kenya , Mutation, Missense , Selection, Genetic
7.
PLoS One ; 4(9): e6965, 2009 Sep 11.
Article in English | MEDLINE | ID: mdl-19750221

ABSTRACT

BACKGROUND: CD8+ T cell responses are often detected at large magnitudes in HIV-infected subjects, and eliciting these responses is the central aim of many HIV-1 vaccine strategies. Population differences in CD8+ T cell epitope specificity will need to be understood if vaccines are to be effective in multiple geographic regions. METHODOLOGY/PRINCIPAL FINDINGS: In a large Kenyan cohort, we compared responsive CD8+ T cell HIV-1 Env overlapping peptides (OLPs) to Best Defined Epitopes (BDEs), many of which have been defined in clade B infection. While the majority of BDEs (69%) were recognized in this population, nearly half of responsive OLPs (47%) did not contain described epitopes. Recognition frequencies of BDEs were inversely correlated to epitopic sequence differences between clade A1 and BDE (P = 0.019), and positively selected residues were more frequent in "new" OLPs (without BDEs). We assessed the impact of HLA and TAP binding on epitope recognition frequencies, focusing on predicted and actual epitopes in the HLA B7 supertype. CONCLUSIONS/SIGNIFICANCE: Although many previously described CD8 epitopes were recognized, several novel CD8 epitopes were defined in this population, implying that epitope mapping efforts have not been completely exhausted. Expansion of these studies will be critical to understand population differences in CD8 epitope recognition.


Subject(s)
CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/virology , Epitope Mapping/methods , Epitopes, T-Lymphocyte/immunology , HIV Infections/immunology , HIV Infections/virology , HIV/metabolism , Cohort Studies , Disease Progression , Epitopes/chemistry , Female , Geography , HLA Antigens/chemistry , Humans , Interferon-gamma/metabolism , Kenya
8.
J Virol ; 82(4): 1980-92, 2008 Feb.
Article in English | MEDLINE | ID: mdl-18057233

ABSTRACT

Human immunodeficiency virus type 1 (HIV-1) is able to evade the host cytotoxic T-lymphocyte (CTL) response through a variety of escape avenues. Epitopes that are presented to CTLs are first processed in the presenting cell in several steps, including proteasomal cleavage, transport to the endoplasmic reticulum, binding by the HLA molecule, and finally presentation to the T-cell receptor. An understanding of the potential of the virus to escape CTL responses can aid in designing an effective vaccine. To investigate such a potential, we analyzed HIV-1 gag from 468 HIV-1-positive Kenyan women by using several bioinformatic approaches that allowed the identification of positively selected amino acids in the HIV-1 gag region and study of the effects that these mutations could have on the various stages of antigen processing. Correlations between positively selected residues and mean CD4 counts also allowed study of the effect of mutation on HIV disease progression. A number of mutations that could create or destroy proteasomal cleavage sites or reduce binding affinity of the transport antigen processing protein, effectively hindering epitope presentation, were identified. Many mutations correlated with the presence of specific HLA alleles and with lower or higher CD4 counts. For instance, the mutation V190I in subtype A1-infected individuals is associated with HLA-B*5802 (P = 4.73 x 10(-4)), a rapid-progression allele according to other studies, and also to a decreased mean CD4 count (P = 0.019). Thus, V190I is a possible HLA escape mutant. This method classifies many positively selected mutations across the entire gag region according to their potential for immune escape and their effect on disease progression.


Subject(s)
HIV Infections/immunology , HIV Infections/virology , HIV-1/genetics , Mutation , Sex Work , gag Gene Products, Human Immunodeficiency Virus/genetics , Amino Acid Sequence , Amino Acid Substitution , Cohort Studies , Computational Biology , Epitopes/genetics , Epitopes/immunology , Female , Gene Frequency , HLA Antigens/genetics , HLA Antigens/immunology , Humans , Immunity , Kenya , Molecular Sequence Data , Phylogeny , Proteasome Endopeptidase Complex/immunology , gag Gene Products, Human Immunodeficiency Virus/chemistry , gag Gene Products, Human Immunodeficiency Virus/classification
9.
Chest ; 131(2): 524-32, 2007 Feb.
Article in English | MEDLINE | ID: mdl-17296657

ABSTRACT

BACKGROUND: A growing number of case reports suggest that pulmonary disease occurs in association with inflammatory bowel disease (IBD) more frequently than previously recognized. Screening studies have also identified pulmonary abnormalities in a significant proportion of IBD patients. METHODS: A focused literature review of respiratory abnormalities in IBD patients and 55 English-language case series documenting 171 instances of respiratory pathology in 155 patients with known IBD. RESULTS: Screening studies using respiratory symptoms, high-resolution CT, and pulmonary function testing support a high prevalence of respiratory abnormalities among patients with IBD. Case reports and series document a spectrum of respiratory system involvement that spans from larynx to pleura, with bronchiectasis as the single most common disorder. IBD patients have a threefold risk of venous thromboembolism, and recent investigations have also revealed possible ties between IBD and other diseases involving the respiratory system, including sarcoidosis, asthma, and alpha(1)-antitrypsin deficiency. CONCLUSION: Respiratory symptoms and diagnosed respiratory system disorders are more common among patients with IBD than generally appreciated. The spectrum of respiratory disorders occurring among patients with IBD is very broad. Diseases of the large airways are the most common form of involvement, with bronchiectasis being the most frequently reported form of IBD-associated lung disease.


Subject(s)
Inflammatory Bowel Diseases/complications , Lung Diseases/etiology , Humans , Lung Diseases/diagnosis , Sarcoidosis, Pulmonary/complications , Thromboembolism/complications , alpha 1-Antitrypsin Deficiency/complications
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