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1.
Cell ; 177(1): 26-31, 2019 03 21.
Article in English | MEDLINE | ID: mdl-30901543

ABSTRACT

The majority of studies of genetic association with disease have been performed in Europeans. This European bias has important implications for risk prediction of diseases across global populations. In this commentary, we justify the need to study more diverse populations using both empirical examples and theoretical reasoning.


Subject(s)
Genetic Association Studies/methods , Racial Groups/genetics , Selection Bias , Genetic Predisposition to Disease/genetics , Genetic Techniques , Genetic Variation/genetics , Genetics/trends , Human Genetics/methods , Humans , Polymorphism, Single Nucleotide/genetics , Risk Factors
2.
Cell ; 177(4): 1080, 2019 May 02.
Article in English | MEDLINE | ID: mdl-31051100
3.
Nature ; 602(7895): 106-111, 2022 02.
Article in English | MEDLINE | ID: mdl-34883497

ABSTRACT

Host genetic factors can confer resistance against malaria1, raising the question of whether this has led to evolutionary adaptation of parasite populations. Here we searched for association between candidate host and parasite genetic variants in 3,346 Gambian and Kenyan children with severe malaria caused by Plasmodium falciparum. We identified a strong association between sickle haemoglobin (HbS) in the host and three regions of the parasite genome, which is not explained by population structure or other covariates, and which is replicated in additional samples. The HbS-associated alleles include nonsynonymous variants in the gene for the acyl-CoA synthetase family member2-4 PfACS8 on chromosome 2, in a second region of chromosome 2, and in a region containing structural variation on chromosome 11. The alleles are in strong linkage disequilibrium and have frequencies that covary with the frequency of HbS across populations, in particular being much more common in Africa than other parts of the world. The estimated protective effect of HbS against severe malaria, as determined by comparison of cases with population controls, varies greatly according to the parasite genotype at these three loci. These findings open up a new avenue of enquiry into the biological and epidemiological significance of the HbS-associated polymorphisms in the parasite genome and the evolutionary forces that have led to their high frequency and strong linkage disequilibrium in African P. falciparum populations.


Subject(s)
Genotype , Hemoglobin, Sickle/genetics , Host Adaptation/genetics , Malaria, Falciparum/blood , Malaria, Falciparum/parasitology , Parasites/genetics , Plasmodium falciparum/genetics , Alleles , Animals , Child , Female , Gambia/epidemiology , Genes, Protozoan/genetics , Humans , Kenya/epidemiology , Linkage Disequilibrium , Malaria, Falciparum/epidemiology , Male , Polymorphism, Genetic
4.
Proc Natl Acad Sci U S A ; 119(21): e2123000119, 2022 05 24.
Article in English | MEDLINE | ID: mdl-35580180

ABSTRACT

Human genomic diversity has been shaped by both ancient and ongoing challenges from viruses. The current coronavirus disease 2019 (COVID-19) pandemic caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has had a devastating impact on population health. However, genetic diversity and evolutionary forces impacting host genes related to SARS-CoV-2 infection are not well understood. We investigated global patterns of genetic variation and signatures of natural selection at host genes relevant to SARS-CoV-2 infection (angiotensin converting enzyme 2 [ACE2], transmembrane protease serine 2 [TMPRSS2], dipeptidyl peptidase 4 [DPP4], and lymphocyte antigen 6 complex locus E [LY6E]). We analyzed data from 2,012 ethnically diverse Africans and 15,977 individuals of European and African ancestry with electronic health records and integrated with global data from the 1000 Genomes Project. At ACE2, we identified 41 nonsynonymous variants that were rare in most populations, several of which impact protein function. However, three nonsynonymous variants (rs138390800, rs147311723, and rs145437639) were common among central African hunter-gatherers from Cameroon (minor allele frequency 0.083 to 0.164) and are on haplotypes that exhibit signatures of positive selection. We identify signatures of selection impacting variation at regulatory regions influencing ACE2 expression in multiple African populations. At TMPRSS2, we identified 13 amino acid changes that are adaptive and specific to the human lineage compared with the chimpanzee genome. Genetic variants that are targets of natural selection are associated with clinical phenotypes common in patients with COVID-19. Our study provides insights into global variation at host genes related to SARS-CoV-2 infection, which have been shaped by natural selection in some populations, possibly due to prior viral infections.


Subject(s)
COVID-19 , Africa , Angiotensin-Converting Enzyme 2/genetics , COVID-19/genetics , Genetic Variation , Humans , Phenotype , SARS-CoV-2/genetics , Selection, Genetic
5.
Am J Hum Genet ; 108(7): 1350-1355, 2021 07 01.
Article in English | MEDLINE | ID: mdl-34115965

ABSTRACT

Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) causes coronavirus disease 2019 (COVID-19), a respiratory illness that can result in hospitalization or death. We used exome sequence data to investigate associations between rare genetic variants and seven COVID-19 outcomes in 586,157 individuals, including 20,952 with COVID-19. After accounting for multiple testing, we did not identify any clear associations with rare variants either exome wide or when specifically focusing on (1) 13 interferon pathway genes in which rare deleterious variants have been reported in individuals with severe COVID-19, (2) 281 genes located in susceptibility loci identified by the COVID-19 Host Genetics Initiative, or (3) 32 additional genes of immunologic relevance and/or therapeutic potential. Our analyses indicate there are no significant associations with rare protein-coding variants with detectable effect sizes at our current sample sizes. Analyses will be updated as additional data become available, and results are publicly available through the Regeneron Genetics Center COVID-19 Results Browser.


Subject(s)
COVID-19/diagnosis , COVID-19/genetics , Exome Sequencing , Exome/genetics , Genetic Predisposition to Disease , Hospitalization/statistics & numerical data , COVID-19/immunology , COVID-19/therapy , Female , Humans , Interferons/genetics , Male , Prognosis , SARS-CoV-2 , Sample Size
6.
Pediatr Res ; 93(4): 1085-1095, 2023 03.
Article in English | MEDLINE | ID: mdl-35835848

ABSTRACT

BACKGROUND: Late-Onset Neonatal Sepsis (LOS) is a rare condition, involving widespread infection, immune disruption, organ dysfunction, and often death. Because exposure to pathogens is not completely preventable, identifying susceptibility factors is critical to characterizing the pathophysiology and developing interventions. Prior studies demonstrated both genetics and infant sex influence susceptibility. Our study was designed to identify LOS associated genetic variants. METHODS: We performed an exploratory genome wide association study (GWAS) with 224 LOS cases and 273 controls from six European countries. LOS was defined as sepsis presenting from 3 to 90 days of age; diagnosis was established by clinical criteria consensus guidelines. We tested for association with both autosomal and X-chromosome variants in the total sample and in sex-stratified analyses. RESULTS: In total, 71 SNPs associated with neonatal sepsis at p < 1 × 10-4 in at least one analysis. Most importantly, sex-stratified analyses revealed associations with multiple SNPs (28 in males and 16 in females), but no variants from single-sex analyses associated with sepsis in the other sex. Pathway analyses showed NOTCH signaling is over-represented among genes linked to these SNPS. CONCLUSION: Our results indicate genetic susceptibility to LOS is sexually dimorphic and corroborate that NOTCH signaling plays a role in determining risk. IMPACT: Genes associate with late onset neonatal sepsis. Notch pathway genes are overrepresented in associations with sepsis. Genes associating with sepsis do not overlap between males and females. Sexual dimorphism can lead to sex specific treatment of sepsis.


Subject(s)
Neonatal Sepsis , Sepsis , Infant, Newborn , Male , Infant , Female , Humans , Neonatal Sepsis/genetics , Genome-Wide Association Study , Sepsis/genetics , Sex Characteristics , Europe
7.
PLoS Genet ; 16(4): e1008728, 2020 04.
Article in English | MEDLINE | ID: mdl-32352966

ABSTRACT

Genetic studies of both the human host and Mycobacterium tuberculosis (MTB) demonstrate independent association with tuberculosis (TB) risk. However, neither explains a large portion of disease risk or severity. Based on studies in other infectious diseases and animal models of TB, we hypothesized that the genomes of the two interact to modulate risk of developing active TB or increasing the severity of disease, when present. We examined this hypothesis in our TB household contact study in Kampala, Uganda, in which there were 3 MTB lineages of which L4-Ugandan (L4.6) is the most recent. TB severity, measured using the Bandim TBscore, was modeled as a function of host SNP genotype, MTB lineage, and their interaction, within two independent cohorts of TB cases, N = 113 and 121. No association was found between lineage and severity, but association between multiple polymorphisms in IL12B and TBscore was replicated in two independent cohorts (most significant rs3212227, combined p = 0.0006), supporting previous associations of IL12B with TB susceptibility. We also observed significant interaction between a single nucleotide polymorphism (SNP) in SLC11A1 and the L4-Ugandan lineage in both cohorts (rs17235409, meta p = 0.0002). Interestingly, the presence of the L4-Uganda lineage in the presence of the ancestral human allele associated with more severe disease. These findings demonstrate that IL12B is associated with severity of TB in addition to susceptibility, and that the association between TB severity and human genetics can be due to an interaction between genes in the two species, consistent with host-pathogen coevolution in TB.


Subject(s)
Biological Coevolution , Mycobacterium tuberculosis/genetics , Polymorphism, Single Nucleotide , Tuberculosis/genetics , Adolescent , Adult , Aged , Cation Transport Proteins/genetics , Evolution, Molecular , Female , Genome, Bacterial , Host-Pathogen Interactions , Humans , Interleukin-12 Subunit p40/genetics , Male , Middle Aged , Mycobacterium tuberculosis/pathogenicity , Tuberculosis/microbiology , Tuberculosis/pathology
8.
Pathologica ; 114(2): 179-184, 2022 Apr.
Article in English | MEDLINE | ID: mdl-35076031

ABSTRACT

The persecutions of the Jews that began with legislation introduced by Italy's fascist government in the year 1938 ("Leggi Razziali" i.e. "Racial Laws") also affected the sphere of anatomic pathology, coming to bear on Italian physicians belonging to the Jewish communities of several cities and universities. The damage caused by the discrimination against them and their removal from their jobs penetrated a public health world that had hitherto been based on a climate of tolerance and integration. Here we recall some emblematic figures involved in those troubled times in Italy's history.


Subject(s)
Jews , Pathologists , Humans , Italy
9.
J Infect Dis ; 224(4): 695-704, 2021 08 16.
Article in English | MEDLINE | ID: mdl-33400784

ABSTRACT

BACKGROUND: Tuberculosis (TB) is the most deadly infectious disease globally and is highly prevalent in the developing world. For individuals infected with both Mycobacterium tuberculosis (Mtb) and human immunodeficiency virus (HIV), the risk of active TB is 10% or more annually. Previously, we identified in a genome-wide association study (GWAS) a region on chromosome 5 associated with resistance to TB, which included epigenetic marks that could influence gene regulation. We hypothesized that HIV-infected individuals exposed to Mtb who remain disease free carry epigenetic changes that strongly protect them from active TB. METHODS: We conducted a methylome-wide study in HIV-infected, TB-exposed cohorts from Uganda and Tanzania and integrated data from our GWAS. RESULTS: We identified 3 regions of interest that included markers that were differentially methylated between TB cases and controls with latent TB infection: chromosome 1 (RNF220, P = 4 × 10-5), chromosome 2 (between COPS8 and COL6A3, P = 2.7 × 10-5), and chromosome 5 (CEP72, P = 1.3 × 10-5). These methylation results co-localized with associated single-nucleotide polymorphisms (SNPs), methylation QTLs, and methylation × SNP interaction effects. These markers were in regions with regulatory markers for cells involved in TB immunity and/or lung. CONCLUSIONS: Epigenetic regulation is a potential biologic factor underlying resistance to TB in immunocompromised individuals that can act in conjunction with genetic variants.


Subject(s)
Disease Resistance/genetics , Epigenesis, Genetic , Epigenome , HIV Infections , Tuberculosis , Biomarkers , Genome-Wide Association Study , HIV , HIV Infections/complications , HIV Infections/genetics , Humans , Tanzania , Tuberculosis/genetics , Uganda
10.
PLoS Genet ; 13(6): e1006710, 2017 Jun.
Article in English | MEDLINE | ID: mdl-28628665

ABSTRACT

One in three people has been infected with Mycobacterium tuberculosis (MTB), and the risk for MTB infection in HIV-infected individuals is even higher. We hypothesized that HIV-positive individuals living in tuberculosis-endemic regions who do not get infected by Mycobacterium tuberculosis are genetically resistant. Using an "experiment of nature" design that proved successful in our previous work, we performed a genome-wide association study of tuberculin skin test positivity using 469 HIV-positive patients from prospective study cohorts of tuberculosis from Tanzania and Uganda to identify genetic loci associated with MTB infection in the context of HIV-infection. Among these individuals, 244 tested were tuberculin skin test (TST) positive either at enrollment or during the >8 year follow up, while 225 were not. We identified a genome-wide significant association between a dominant model of rs877356 and binary TST status in the combined cohort (Odds ratio = 0.2671, p = 1.22x10-8). Association was replicated with similar significance when examining TST induration as a continuous trait. The variant lies in the 5q31.1 region, 57kb downstream from IL9. Two-locus analyses of association of variants near rs877356 showed a haplotype comprised of rs877356 and an IL9 missense variant, rs2069885, had the most significant association (p = 1.59x10-12). We also replicated previously linked loci on chromosomes 2, 5, and 11. IL9 is a cytokine produced by mast cells and TH2 cells during inflammatory responses, providing a possible link between airway inflammation and protection from MTB infection. Our results indicate that studying uninfected, HIV-positive participants with extensive exposure increases the power to detect associations in complex infectious disease.


Subject(s)
Chromosomes, Human, Pair 5/genetics , Genome-Wide Association Study , HIV Infections/genetics , Tuberculosis/genetics , Adult , Endemic Diseases , Female , HIV/genetics , HIV/pathogenicity , HIV Infections/complications , HIV Infections/microbiology , HIV Infections/virology , Haplotypes/genetics , Humans , Male , Mycobacterium tuberculosis/genetics , Mycobacterium tuberculosis/pathogenicity , Skin Tests , Tanzania , Tuberculin Test , Tuberculosis/complications , Tuberculosis/microbiology , Tuberculosis/virology , Uganda
11.
Am J Hum Genet ; 98(3): 514-524, 2016 Mar 03.
Article in English | MEDLINE | ID: mdl-26942285

ABSTRACT

Immunosuppression resulting from HIV infection increases the risk of progression to active tuberculosis (TB) both in individuals newly exposed to Mycobacterium tuberculosis (MTB) and in those with latent infections. We hypothesized that HIV-positive individuals who do not develop TB, despite living in areas where it is hyperendemic, provide a model of natural resistance. We performed a genome-wide association study of TB resistance by using 581 HIV-positive Ugandans and Tanzanians enrolled in prospective cohort studies of TB; 267 of these individuals developed active TB, and 314 did not. A common variant, rs4921437 at 5q33.3, was significantly associated with TB (odds ratio = 0.37, p = 2.11 × 10(-8)). This variant lies within a genomic region that includes IL12B and is embedded in an H3K27Ac histone mark. The locus also displays consistent patterns of linkage disequilibrium across African populations and has signals of strong selection in populations from equatorial Africa. Along with prior studies demonstrating that therapy with IL-12 (the cytokine encoded in part by IL12B, associated with longer survival following MTB infection in mice deficient in CD4 T cells), our results suggest that this pathway might be an excellent target for the development of new modalities for treating TB, especially for HIV-positive individuals. Our results also indicate that studying extreme disease resistance in the face of extensive exposure can increase the power to detect associations in complex infectious disease.


Subject(s)
Genetic Loci , Genetic Predisposition to Disease , Interleukin-12 Subunit p40/genetics , Tuberculosis/genetics , Adolescent , Female , Gene Frequency , Genome-Wide Association Study , HIV Infections/microbiology , Humans , Interleukin-12 Subunit p40/metabolism , Linkage Disequilibrium , Logistic Models , Male , Mycobacterium tuberculosis , Prospective Studies , Risk Factors , Tanzania , Tuberculosis/diagnosis , Uganda
12.
JAMA ; 322(22): 2191-2202, 2019 12 10.
Article in English | MEDLINE | ID: mdl-31821430

ABSTRACT

Importance: Hereditary transthyretin (TTR) amyloid cardiomyopathy (hATTR-CM) due to the TTR V122I variant is an autosomal-dominant disorder that causes heart failure in elderly individuals of African ancestry. The clinical associations of carrying the variant, its effect in other African ancestry populations including Hispanic/Latino individuals, and the rates of achieving a clinical diagnosis in carriers are unknown. Objective: To assess the association between the TTR V122I variant and heart failure and identify rates of hATTR-CM diagnosis among carriers with heart failure. Design, Setting, and Participants: Cross-sectional analysis of carriers and noncarriers of TTR V122I of African ancestry aged 50 years or older enrolled in the Penn Medicine Biobank between 2008 and 2017 using electronic health record data from 1996 to 2017. Case-control study in participants of African and Hispanic/Latino ancestry with and without heart failure in the Mount Sinai BioMe Biobank enrolled between 2007 and 2015 using electronic health record data from 2007 to 2018. Exposures: TTR V122I carrier status. Main Outcomes and Measures: The primary outcome was prevalent heart failure. The rate of diagnosis with hATTR-CM among TTR V122I carriers with heart failure was measured. Results: The cross-sectional cohort included 3724 individuals of African ancestry with a median age of 64 years (interquartile range, 57-71); 1755 (47%) were male, 2896 (78%) had a diagnosis of hypertension, and 753 (20%) had a history of myocardial infarction or coronary revascularization. There were 116 TTR V122I carriers (3.1%); 1121 participants (30%) had heart failure. The case-control study consisted of 2307 individuals of African ancestry and 3663 Hispanic/Latino individuals; the median age was 73 years (interquartile range, 68-80), 2271 (38%) were male, 4709 (79%) had a diagnosis of hypertension, and 1008 (17%) had a history of myocardial infarction or coronary revascularization. There were 1376 cases of heart failure. TTR V122I was associated with higher rates of heart failure (cross-sectional cohort: n = 51/116 TTR V122I carriers [44%], n = 1070/3608 noncarriers [30%], adjusted odds ratio, 1.7 [95% CI, 1.2-2.4], P = .006; case-control study: n = 36/1376 heart failure cases [2.6%], n = 82/4594 controls [1.8%], adjusted odds ratio, 1.8 [95% CI, 1.2-2.7], P = .008). Ten of 92 TTR V122I carriers with heart failure (11%) were diagnosed as having hATTR-CM; the median time from onset of symptoms to clinical diagnosis was 3 years. Conclusions and Relevance: Among individuals of African or Hispanic/Latino ancestry enrolled in 2 academic medical center-based biobanks, the TTR V122I genetic variant was significantly associated with heart failure.


Subject(s)
Amyloid Neuropathies, Familial/genetics , Black or African American/genetics , Heart Failure/genetics , Hispanic or Latino/genetics , Prealbumin/genetics , Academic Medical Centers , Aged , Amyloid Neuropathies, Familial/complications , Amyloid Neuropathies, Familial/ethnology , Biological Specimen Banks , Case-Control Studies , Cross-Sectional Studies , Female , Genetic Variation , Heart Failure/ethnology , Humans , Male , Middle Aged
16.
Antimicrob Agents Chemother ; 60(10): 5928-32, 2016 10.
Article in English | MEDLINE | ID: mdl-27458224

ABSTRACT

Aminoglycosides such as amikacin continue to be part of the backbone of treatment of multidrug-resistant tuberculosis (MDR-TB). We measured amikacin concentrations in 28 MDR-TB patients in Botswana receiving amikacin therapy together with oral levofloxacin, ethionamide, cycloserine, and pyrazinamide and calculated areas under the concentration-time curves from 0 to 24 h (AUC0-24). The patients were followed monthly for sputum culture conversion based on liquid cultures. The median duration of amikacin therapy was 184 (range, 28 to 866) days, at a median dose of 17.30 (range 11.11 to 19.23) mg/kg. Only 11 (39%) patients had sputum culture conversion during treatment; the rest failed. We utilized classification and regression tree analyses (CART) to examine all potential predictors of failure, including clinical and demographic features, comorbidities, and amikacin peak concentrations (Cmax), AUC0-24, and trough concentrations. The primary node for failure had two competing variables, Cmax of <67 mg/liter and AUC0-24 of <568.30 mg · h/L; weight of >41 kg was a secondary node with a score of 35% relative to the primary node. The area under the receiver operating characteristic curve for the CART model was an R(2) = 0.90 on posttest. In patients weighing >41 kg, sputum conversion was 3/3 (100%) in those with an amikacin Cmax of ≥67 mg/liter versus 3/15 (20%) in those with a Cmax of <67 mg/liter (relative risk [RR] = 5.00; 95% confidence interval [CI], 1.82 to 13.76). In all patients who had both amikacin Cmax and AUC0-24 below the threshold, 7/7 (100%) failed, compared to 7/15 (47%) of those who had these parameters above threshold (RR = 2.14; 95% CI, 1.25 to 43.68). These amikacin dose-schedule patterns and exposures are virtually the same as those identified in the hollow-fiber system model.


Subject(s)
Amikacin/therapeutic use , Antitubercular Agents/therapeutic use , Artificial Intelligence , Tuberculosis, Multidrug-Resistant/drug therapy , Adolescent , Adult , Aged , Aged, 80 and over , Amikacin/pharmacokinetics , Antitubercular Agents/pharmacokinetics , Botswana , Female , Humans , Male , Microbial Sensitivity Tests , Middle Aged , Models, Theoretical , Mycobacterium tuberculosis/drug effects , Regression Analysis , Treatment Outcome , Tuberculosis, Pulmonary/drug therapy , Tuberculosis, Pulmonary/microbiology , Young Adult
17.
PLoS Genet ; 9(5): e1003509, 2013 May.
Article in English | MEDLINE | ID: mdl-23717212

ABSTRACT

Combining data from genome-wide association studies (GWAS) conducted at different locations, using genotype imputation and fixed-effects meta-analysis, has been a powerful approach for dissecting complex disease genetics in populations of European ancestry. Here we investigate the feasibility of applying the same approach in Africa, where genetic diversity, both within and between populations, is far more extensive. We analyse genome-wide data from approximately 5,000 individuals with severe malaria and 7,000 population controls from three different locations in Africa. Our results show that the standard approach is well powered to detect known malaria susceptibility loci when sample sizes are large, and that modern methods for association analysis can control the potential confounding effects of population structure. We show that pattern of association around the haemoglobin S allele differs substantially across populations due to differences in haplotype structure. Motivated by these observations we consider new approaches to association analysis that might prove valuable for multicentre GWAS in Africa: we relax the assumptions of SNP-based fixed effect analysis; we apply Bayesian approaches to allow for heterogeneity in the effect of an allele on risk across studies; and we introduce a region-based test to allow for heterogeneity in the location of causal alleles.


Subject(s)
Black People/genetics , Genome-Wide Association Study , Hemoglobin, Sickle/genetics , Malaria/genetics , Africa , Bayes Theorem , Chromosome Mapping , Genetic Heterogeneity , Genetic Predisposition to Disease , Genetic Variation , Genetics, Population , Genome, Human , Haplotypes , Humans , Linkage Disequilibrium , Malaria/epidemiology , Malaria/pathology , Polymorphism, Single Nucleotide
18.
Sensors (Basel) ; 16(4): 466, 2016 Apr 01.
Article in English | MEDLINE | ID: mdl-27043577

ABSTRACT

The association between volatile compounds (VCs) and microorganisms, as demonstrated by several studies, may offer the ground for a rapid identification of pathogens. To this regard, chemical sensors are a key enabling technology for the exploitation of this opportunity. In this study, we investigated the performance of an array of porphyrin-coated quartz microbalance gas sensors in the identification of a panel of 12 bacteria and fungi. The porphyrins were metal complexes and the free base of a functionalized tetraphenylporphyrin. Our results show that the sensor array distinguishes the VC patterns produced by microorganisms in vitro. Besides being individually identified, bacteria are also sorted into Gram-positive and Gram-negative.


Subject(s)
Bacteria/isolation & purification , Biosensing Techniques/methods , Gases/isolation & purification , Volatile Organic Compounds/isolation & purification , Bacteria/classification , Fungi/classification , Fungi/isolation & purification , Gases/chemistry , Porphyrins/chemistry , Quartz Crystal Microbalance Techniques/methods , Volatile Organic Compounds/chemistry
19.
Nat Genet ; 39(4): 523-8, 2007 Apr.
Article in English | MEDLINE | ID: mdl-17322885

ABSTRACT

Toll-like receptors (TLRs) and members of their signaling pathway are important in the initiation of the innate immune response to a wide variety of pathogens. The adaptor protein Mal (also known as TIRAP), encoded by TIRAP (MIM 606252), mediates downstream signaling of TLR2 and TLR4 (refs. 4-6). We report a case-control study of 6,106 individuals from the UK, Vietnam and several African countries with invasive pneumococcal disease, bacteremia, malaria and tuberculosis. We genotyped 33 SNPs, including rs8177374, which encodes a leucine substitution at Ser180 of Mal. We found that heterozygous carriage of this variant associated independently with all four infectious diseases in the different study populations. Combining the study groups, we found substantial support for a protective effect of S180L heterozygosity against these infectious diseases (N = 6,106; overall P = 9.6 x 10(-8)). We found that the Mal S180L variant attenuated TLR2 signal transduction.


Subject(s)
Bacteremia/genetics , Malaria/genetics , Membrane Transport Proteins/genetics , Myelin Proteins/genetics , Pneumococcal Infections/genetics , Polymorphism, Single Nucleotide , Proteolipids/genetics , Tuberculosis/genetics , Africa , Case-Control Studies , Genetic Predisposition to Disease , Humans , Linkage Disequilibrium , Membrane Glycoproteins/genetics , Membrane Transport Proteins/physiology , Models, Molecular , Myelin Proteins/physiology , Myelin and Lymphocyte-Associated Proteolipid Proteins , Polymorphism, Single Nucleotide/physiology , Proteolipids/physiology , Receptors, Interleukin-1/genetics , Toll-Like Receptor 2/metabolism , Toll-Like Receptor 4/metabolism , United Kingdom , Vietnam
20.
Antimicrob Agents Chemother ; 59(10): 6337-43, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26248372

ABSTRACT

Aminoglycosides, such as amikacin, are used to treat multidrug-resistant tuberculosis. However, ototoxicity is a common problem and is monitored using peak and trough amikacin concentrations based on World Health Organization recommendations. Our objective was to identify clinical factors predictive of ototoxicity using an agnostic machine learning method. We used classification and regression tree (CART) analyses to identify clinical factors, including amikacin concentration thresholds that predicted audiometry-confirmed ototoxicity among 28 multidrug-resistant pulmonary tuberculosis patients in Botswana. Amikacin concentrations were measured for all patients. The quantitative relationship between predictive factors and the probability of ototoxicity were then identified using probit analyses. The primary predictors of ototoxicity on CART analyses were cumulative days of therapy, followed by cumulative area under the concentration-time curve (AUC), which improved on the primary predictor by 87%. The area under the receiver operating curve was 0.97 on the test set. Peak and trough were not predictors in any tree. When algorithms were forced to pick peak and trough as primary predictors, the area under the receiver operating curve fell to 0.46. Probit analysis revealed that the probability of ototoxicity increased sharply starting after 6 months of therapy to near maximum at 9 months. A 10% probability of ototoxicity occurred with a threshold cumulative AUC of 87,232 days · mg · h/liter, while that of 20% occurred at 120,000 days · mg · h/liter. Thus, cumulative amikacin AUC and duration of therapy, and not peak and trough concentrations, should be used as the primary decision-making parameters to minimize the likelihood of ototoxicity in multidrug-resistant tuberculosis.


Subject(s)
Amikacin/pharmacokinetics , Antitubercular Agents/pharmacokinetics , Hearing Loss, Sensorineural/diagnosis , Tuberculosis, Multidrug-Resistant/drug therapy , Adult , Amikacin/adverse effects , Antitubercular Agents/adverse effects , Area Under Curve , Audiometry , Clinical Decision-Making , Female , Hearing Loss, Sensorineural/chemically induced , Hearing Loss, Sensorineural/physiopathology , Humans , Machine Learning , Male , Middle Aged , Probability , ROC Curve , Tuberculosis, Multidrug-Resistant/microbiology
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