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1.
Clin Pharmacol Ther ; 115(6): 1391-1399, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38459719

ABSTRACT

Outpatient clinical notes are a rich source of information regarding drug safety. However, data in these notes are currently underutilized for pharmacovigilance due to methodological limitations in text mining. Large language models (LLMs) like Bidirectional Encoder Representations from Transformers (BERT) have shown progress in a range of natural language processing tasks but have not yet been evaluated on adverse event (AE) detection. We adapted a new clinical LLM, University of California - San Francisco (UCSF)-BERT, to identify serious AEs (SAEs) occurring after treatment with a non-steroid immunosuppressant for inflammatory bowel disease (IBD). We compared this model to other language models that have previously been applied to AE detection. We annotated 928 outpatient IBD notes corresponding to 928 individual patients with IBD for all SAE-associated hospitalizations occurring after treatment with a non-steroid immunosuppressant. These notes contained 703 SAEs in total, the most common of which was failure of intended efficacy. Out of eight candidate models, UCSF-BERT achieved the highest numerical performance on identifying drug-SAE pairs from this corpus (accuracy 88-92%, macro F1 61-68%), with 5-10% greater accuracy than previously published models. UCSF-BERT was significantly superior at identifying hospitalization events emergent to medication use (P < 0.01). LLMs like UCSF-BERT achieve numerically superior accuracy on the challenging task of SAE detection from clinical notes compared with prior methods. Future work is needed to adapt this methodology to improve model performance and evaluation using multicenter data and newer architectures like Generative pre-trained transformer (GPT). Our findings support the potential value of using large language models to enhance pharmacovigilance.


Subject(s)
Algorithms , Immunosuppressive Agents , Inflammatory Bowel Diseases , Natural Language Processing , Pharmacovigilance , Humans , Pilot Projects , Inflammatory Bowel Diseases/drug therapy , Immunosuppressive Agents/adverse effects , Data Mining/methods , Drug-Related Side Effects and Adverse Reactions/diagnosis , Adverse Drug Reaction Reporting Systems , Electronic Health Records , Female , Male , Hospitalization/statistics & numerical data
2.
medRxiv ; 2023 Sep 08.
Article in English | MEDLINE | ID: mdl-37732220

ABSTRACT

Background and Aims: Outpatient clinical notes are a rich source of information regarding drug safety. However, data in these notes are currently underutilized for pharmacovigilance due to methodological limitations in text mining. Large language models (LLM) like BERT have shown progress in a range of natural language processing tasks but have not yet been evaluated on adverse event detection. Methods: We adapted a new clinical LLM, UCSF BERT, to identify serious adverse events (SAEs) occurring after treatment with a non-steroid immunosuppressant for inflammatory bowel disease (IBD). We compared this model to other language models that have previously been applied to AE detection. Results: We annotated 928 outpatient IBD notes corresponding to 928 individual IBD patients for all SAE-associated hospitalizations occurring after treatment with a non-steroid immunosuppressant. These notes contained 703 SAEs in total, the most common of which was failure of intended efficacy. Out of 8 candidate models, UCSF BERT achieved the highest numerical performance on identifying drug-SAE pairs from this corpus (accuracy 88-92%, macro F1 61-68%), with 5-10% greater accuracy than previously published models. UCSF BERT was significantly superior at identifying hospitalization events emergent to medication use (p < 0.01). Conclusions: LLMs like UCSF BERT achieve numerically superior accuracy on the challenging task of SAE detection from clinical notes compared to prior methods. Future work is needed to adapt this methodology to improve model performance and evaluation using multi-center data and newer architectures like GPT. Our findings support the potential value of using large language models to enhance pharmacovigilance.

3.
Clin Gastroenterol Hepatol ; 19(8): 1670-1678, 2021 08.
Article in English | MEDLINE | ID: mdl-32835844

ABSTRACT

BACKGROUND AND AIMS: Recent case series and retrospective studies have raised concerns that patients who receive direct-acting antiviral (DAA) treatment for hepatitis C virus (HCV) infection are at increased risk of developing varicella-zoster virus infection (VZV reactivation). We investigated the relationship between DAA treatment and VZV reactivation by analyzing pooled participant-level data from 37 clinical trials of DAA agents. METHODS: We obtained demographic, adverse event, and laboratory data from 13,816 participants in 37 clinical trials submitted to the Food and Drug Administration for approval of DAA agents for treatment of HCV infection. Participants received DAAs (n = 12,249), placebo (n = 997), pegylated interferon (n = 243), or a combination of DAAs and pegylated interferon (n = 327). Occurrence of VZV reactivation was identified using systematically reported adverse event data. HCV virologic response was evaluated by measurement of HCV RNA. RESULTS: VZV reactivation occurred in 9.9 cases per 1000 person-years of DAA treatment (95% CI, 6.8-14.0 per 1000 person years) and 13.8 cases per 1000 person-years of placebo (95% CI, 3.5-37.5 per 1000 person years). No participants in the pegylated interferon or combination DAA and pegylated interferon groups experienced VZV reactivation. Within the placebo-controlled trials there was no significant difference in VZV reactivation between DAA treatment and placebo. VZV reactivation was associated with age older than 40 years, female sex, and HIV coinfection. We did not find an association between time of virologic response and time to VZV reactivation. CONCLUSION: In an analysis of data from 37 trials, we found no evidence for an association between DAA treatment for HCV infection and increased risk of VZV reactivation.


Subject(s)
Coinfection , Hepatitis C, Chronic , Hepatitis C , Herpes Zoster , Adult , Antiviral Agents/adverse effects , Coinfection/drug therapy , Female , Hepacivirus , Hepatitis C/complications , Hepatitis C/drug therapy , Hepatitis C, Chronic/complications , Hepatitis C, Chronic/drug therapy , Herpes Zoster/drug therapy , Herpes Zoster/epidemiology , Humans , Retrospective Studies
4.
Biometrics ; 77(4): 1422-1430, 2021 12.
Article in English | MEDLINE | ID: mdl-32865820

ABSTRACT

Many problems that appear in biomedical decision-making, such as diagnosing disease and predicting response to treatment, can be expressed as binary classification problems. The support vector machine (SVM) is a popular classification technique that is robust to model misspecification and effectively handles high-dimensional data. The relative costs of false positives and false negatives can vary across application domains. The receiving operating characteristic (ROC) curve provides a visual representation of the trade-off between these two types of errors. Because the SVM does not produce a predicted probability, an ROC curve cannot be constructed in the traditional way of thresholding a predicted probability. However, a sequence of weighted SVMs can be used to construct an ROC curve. Although ROC curves constructed using weighted SVMs have great potential for allowing ROC curves analyses that cannot be done by thresholding predicted probabilities, their theoretical properties have heretofore been underdeveloped. We propose a method for constructing confidence bands for the SVM ROC curve and provide the theoretical justification for the SVM ROC curve by showing that the risk function of the estimated decision rule is uniformly consistent across the weight parameter. We demonstrate the proposed confidence band method using simulation studies. We present a predictive model for treatment response in breast cancer as an illustrative example.


Subject(s)
Breast Neoplasms , Support Vector Machine , Breast Neoplasms/diagnosis , Computer Simulation , Female , Humans , Probability , ROC Curve
5.
J Infect Dis ; 221(1): 102-109, 2020 01 01.
Article in English | MEDLINE | ID: mdl-31504644

ABSTRACT

BACKGROUND: Clearance of hepatitis C virus (HCV) results in rapid changes in metabolic parameters early in direct-acting antiviral (DAA) therapy. Long-term changes after sustained virologic response (SVR) remain unknown. METHODS: We investigated longitudinal changes in metabolic and inflammatory outcomes in chronic hepatitis C (CHC) patients: low-density lipoprotein (LDL), high-density lipoprotein, triglycerides, alanine aminotransferase (ALT), and aspartate aminotransferase (AST) using a general linear model for repeated measurements at 5 clinical time points and by human immunodeficiency virus (HIV) coinfection and IFNL4 genotype. RESULTS: The mean LDL increased markedly during DAA therapy (pre-DAA, 86.6 to DAA, 107.4 mg/dL; P < .0001), but then it decreased to 97.7 mg/dL by post-SVR year 1 (P < .001 compared with DAA; P = .0013 compared with SVR). In patients who carry the IFNL4-ΔG allele, mean LDL increased during treatment, then decreased at post-SVR year 1; however, in patients with TT/TT, genotype did not change during and after DAA treatment. The mean ALT and AST normalized rapidly between pre-DAA and DAA, whereas only mean ALT continued to decrease until post-SVR. Metabolic and inflammatory outcomes were similar by HIV-coinfection status. CONCLUSIONS: Changes in LDL among CHC patients who achieved SVR differed by IFNL4 genotype, which implicates the interferon-λ4 protein in metabolic changes observed in HCV-infected patients.


Subject(s)
Cholesterol, LDL/blood , Hepatitis C, Chronic/genetics , Hepatitis C, Chronic/metabolism , Interleukins/genetics , Alanine Transaminase/blood , Antiviral Agents/therapeutic use , Aspartate Aminotransferases/blood , Cholesterol, HDL/blood , Female , Genotype , Hepatitis C, Chronic/drug therapy , Humans , Longitudinal Studies , Male , Middle Aged , Retrospective Studies , Sustained Virologic Response , Triglycerides/blood
6.
AIDS Res Ther ; 16(1): 29, 2019 10 01.
Article in English | MEDLINE | ID: mdl-31575377

ABSTRACT

BACKGROUND: As antiretroviral therapy (ART) programs expand access, there is an increase in burden to a healthcare system. These results are reduced provider-patient contact time and poor programmatic and patient outcomes. Quality management offers providers a standardized approach for addressing the appropriateness of care to be applied in resource-limited settings. This study aimed to determine the trend of performance on HIV/AIDS quality management indicators of health facilities providing ART over a period of 5 years. METHODS: The annual performance scores of quality of care (QoC) indicators of 31 health facilities providing ART was extracted from a database covering a period of 5 years (from October 2008 to September 2012). The data are percentages that indicate scores of each health facility assessed based on compliance to National ART guidelines categorized into several indicator domains. A Chi square statistic for the trend, as well as test for departure from the trend line was determined. The p value associated with each indicator provides the significant level for testing an alternative hypothesis that the rate of change over the period considered for that indicator does not equal to zero. The slope of the regression line also gives the magnitude of the rate of change for each indicator by healthcare level across the review period. RESULTS: Generally, performance trends showed improvement across most indicator domains. The highest improvement occurred for "3 month loss to follow-up" and "1 year no-visit", with scores declining from 37 to 3%, and 42% to 12% respectively. However, there was a sharp decline in performance between 2010 and 2012 in weight monitoring of patients (p < 0.01), adherence assessment to ARVs (p < 0.01) and hematocrit measurements (p = 0.01). The aggregate rate of change ß, as obtained from the slope of the trend line is highly significant (p < 0.01) for all the quality of care indicators considered, whether improving or declining. CONCLUSION: Periodic assessment to determine HIV/AIDS quality of care can guide rapid scale-up of services to achieve universal coverage in resource-limited settings. Determining trends to understand patterns is very useful for improving programmatic and patient outcomes.


Subject(s)
Acquired Immunodeficiency Syndrome/drug therapy , Anti-HIV Agents/therapeutic use , Delivery of Health Care/statistics & numerical data , Delivery of Health Care/trends , HIV Infections/drug therapy , Quality of Health Care , Disease Management , Humans , Nigeria , Quality of Health Care/statistics & numerical data , Quality of Health Care/trends
7.
Antiviral Res ; 167: 45-67, 2019 07.
Article in English | MEDLINE | ID: mdl-30974127

ABSTRACT

The International Society for Influenza and other Respiratory Virus Diseases held its 6th Antiviral Group (isirv-AVG) conference in Rockville, Maryland, November 13-15, 2018. The three-day program was focused on therapeutics towards seasonal and pandemic influenza, respiratory syncytial virus, coronaviruses including MERS-CoV and SARS-CoV, human rhinovirus, and other respiratory viruses. Updates were presented on several influenza antivirals including baloxavir, CC-42344, VIS410, immunoglobulin, immune plasma, MHAA4549A, pimodivir (JNJ-63623872), umifenovir, and HA minibinders; RSV antivirals including presatovir (GS-5806), ziresovir (AK0529), lumicitabine (ALS-008176), JNJ-53718678, JNJ-64417184, and EDP-938; broad spectrum antivirals such as favipiravir, VH244, remdesivir, and EIDD-1931/EIDD-2801; and host directed strategies including nitazoxanide, eritoran, and diltiazem. Other topics included considerations of novel endpoints such as ordinal scales and patient reported outcomes (PRO), and study design issues, and other regulatory considerations for antiviral drug development. The aim of this report is to provide a summary of the presentations given at this meeting.


Subject(s)
Antiviral Agents/pharmacology , Respiratory Tract Infections/therapy , Respiratory Tract Infections/virology , Adenosine Monophosphate/analogs & derivatives , Adenosine Monophosphate/pharmacology , Alanine/analogs & derivatives , Alanine/pharmacology , Coronavirus Infections/diagnosis , Coronavirus Infections/drug therapy , Coronavirus Infections/transmission , Humans , Influenza, Human/diagnosis , Influenza, Human/drug therapy , Influenza, Human/transmission , Pandemics , Respiratory Syncytial Virus, Human/drug effects , Respiratory Syncytial Virus, Human/genetics , Respiratory Syncytial Virus, Human/pathogenicity
8.
Hepatol Int ; 13(3): 270-276, 2019 May.
Article in English | MEDLINE | ID: mdl-30835046

ABSTRACT

BACKGROUND: Rapid decreases in activated CD4+ and CD8+ (HLA-DR + and CD38+ co-expressed) T-lymphocytes have been described within 1-2 weeks of initiating direct-acting antiviral (DAA) therapy among chronic Hepatitis C (CHC) patients. However, it is not known whether these changes are maintained past sustained virologic response (SVR), particularly in those who are HIV/HCV-coinfected. METHODS: We investigated the changes in immune parameters of T-lymphocytes from pre-DAA therapy to post-SVR among HIV negative and HIV positive patients with CHC. Repeated measurements of activated CD4+ and CD8+ T cells were analyzed by flow cytometry at pre-DAA therapy, DAA therapy, end of treatment, SVR, and post-SVR. A general linear model for repeated measurements was used to estimate the mean outcome at each timepoint and change between timepoints. RESULTS: HCV-monoinfected (n = 161) and HIV/HCV-coinfected (n = 59) patients who achieved SVR with DAA therapy were predominately middle aged, male, black, and non-cirrhotic. At pre-DAA therapy, HCV-monoinfected patients had significantly higher CD4+ T cells and CD4+:CD8+ T-cell ratio, while significantly lower CD8+ and activated CD4+ and CD8+ T cells compared to HIV/HCV-coinfected patients (p < 0.0001). HCV-monoinfected and HIV/HCV-coinfected patients had a significant mean decrease from pre-DAA therapy to post-SVR year 1 for activated CD4+ (HCV-monoinfected: 4.8-3.9%, p < 0.0001; HIV/HCV-coinfected: 6.6-4.5%, p < 0.0001) and activated CD8+ T cells (HCV-monoinfected V: 13.8-11.8%, p = 0.0002; HIV/HCV-coinfected: 18.0-12.4%, p < 0.0001). CONCLUSION: This longitudinal study showed CHC patients treated with DAA therapy had continued decrease of T-lymphocytes from start of DAA therapy to after achievement of SVR suggesting improvement as HCV clearance normalizes activated T-cell phenotype.


Subject(s)
Antiviral Agents/therapeutic use , CD4-Positive T-Lymphocytes/immunology , HIV Infections , Hepatitis C, Chronic/drug therapy , Clinical Trials as Topic , Cohort Studies , Female , Flow Cytometry , Hepacivirus/immunology , Hepatitis C, Chronic/blood , Hepatitis C, Chronic/virology , Humans , Male , Middle Aged , Retrospective Studies , Sustained Virologic Response
9.
J Acquir Immune Defic Syndr ; 80(2): e30-e35, 2019 02 01.
Article in English | MEDLINE | ID: mdl-30422905

ABSTRACT

BACKGROUND: Risk of cognitive impairment is increased among persons with high or low body mass index in HIV- and HIV+ populations in resource-rich settings. We examined this association among HIV+ patients in 3 resource-limited settings. METHODS: This secondary analysis included data of 761 HIV+ volunteers pooled from 3 prospective cohort studies conducted in China (n = 404; 53%), India (n = 200; 26%), and Nigeria (n = 157; 21%). World Health Organization (WHO) weight classifications were based on body mass index. T scores, adjusted for demographics and practice effects, were derived from a 7-domain neuropsychological battery. Neurocognitive impairment (NCI) was defined as global deficit score of ≥0.5. RESULTS: Overall, prevalence of NCI at baseline was 27.7% (similar across all cohorts). The overweight/obese and underweight constituted 37.3% and 15.5% of the total participants, respectively. In a multivariable logistic regression of pooled longitudinal data, adjusting for clinical and demographic variables, the odds of global NCI were 38% higher among the overweight/obese as compared to normal weight participants [odds ratio: 1.38 (95% confidence interval: 1.1 to 1.72); P = 0.005]. Similarly, the odds of global NCI were 39% higher among the underweight as compared to normal weight participants [odds ratio: 1.39 (95% confidence interval: 1.03 to 1.87); P = 0.029]. CONCLUSIONS: NCI among HIV-1-infected patients was more prevalent in both overweight/obese and underweight than normal weight individuals in 3 resource-limited settings, confirming observations in resource-rich settings. Mechanisms underlying these associations are unclear but likely differ for underweight and overweight persons.


Subject(s)
Cognitive Dysfunction/physiopathology , HIV Infections/physiopathology , Adiposity , Body Mass Index , China , Cognition , Cognitive Dysfunction/epidemiology , Cognitive Dysfunction/virology , HIV Infections/drug therapy , HIV Infections/epidemiology , Humans , India , Nigeria
10.
J Neurovirol ; 24(6): 712-719, 2018 12.
Article in English | MEDLINE | ID: mdl-30168015

ABSTRACT

Plasma HIV RNA level has been shown to correlate with HIV disease progression, morbidity, and mortality. We examined the association between levels of plasma HIV RNA and cognitive function among patients in Nigeria. A total of 179 HIV-1-infected participants with available plasma HIV RNA results and followed longitudinally for up to 2 years were included in this study. Blood samples from participants were used for the measurement of plasma HIV RNA and CD4+ T cell count. Utilizing demographic and practice effect-adjusted T scores obtained from a seven-domain neuropsychological test battery, cognitive status was determined by the global deficit score (GDS) approach, with a GDS ≥ 0.5 indicating cognitive impairment. In a longitudinal multivariable linear regression analysis, adjusting for CD4 cell count, Beck's Depression Score, age, gender, years of education, and antiretroviral treatment status, global T scores decreased by 0.35 per log10 increase in plasma HIV RNA [p = 0.033]. Adjusting for the same variables in a multivariable logistic regression, the odds of neurocognitive impairment were 28% higher per log10 increase in plasma HIV RNA (OR 1.28 [95% CI 1.08, 1.51]; p = 0.005). There were statistically significant associations for the speed of information processing, executive, and verbal fluency domains in both linear and logistic regression analyses. We found a significant association between plasma HIV RNA levels and cognitive function in both baseline (cross-sectional) and longitudinal analyses. However, the latter was significantly attenuated due to weak association among antiretroviral-treated individuals.


Subject(s)
AIDS Dementia Complex/blood , AIDS Dementia Complex/psychology , AIDS Dementia Complex/virology , RNA, Viral/blood , Adult , Cognition , Cohort Studies , Cross-Sectional Studies , Female , HIV-1 , Humans , Male , Middle Aged , Nigeria , Prospective Studies
11.
PLoS One ; 13(9): e0191387, 2018.
Article in English | MEDLINE | ID: mdl-30192746

ABSTRACT

BACKGROUND: Convergence of tuberculosis (TB) and HIV epidemics is associated with higher morbidity and mortality risks and understanding their distribution across key demographic factors is essential for prevention and control. This analysis examines the prevalence of TB, HIV and TB-HIV coinfection across age and gender in patients with presumptive TB seeking care at the National TB and Leprosy Training Center in Nigeria. METHODS: Samples from 1603 presumptive pulmonary TB cases who provided informed consent were evaluated with a sequential testing algorithm that included a smear microscopy, cultures in liquid and broth media and then genotyping by Hain line probe assays. HIV was serially tested with two HIV rapid assays and retested with a third assay in non-conclusive samples. RESULTS: Twenty-three percent (375/1603) had confirmed pulmonary TB infection, 23.6% (378/1603) were positive for HIV infection and 26.9% (101/375) of the confirmed TB cases were HIV co-infected. Males had a higher prevalence of TB: 27.6% vs. 18.0%, p < .0001; and a lower prevalence of HIV: 19.0% vs. 29.6%, p < .0001. In the age range of 25-29 years, males were twice as likely to have TB (OR = 2.2; 95% confidence interval [CI]: 1.3-3.9, p = 0.0032) while females were five times more likely to have HIV (OR = 4.8; 95% CI: 2.6-8.9, p < .0001). Persons with TB-HIV coinfection were more likely to be young, female and less likely to be married. CONCLUSION: Younger females with a high burden of HIV may be under-diagnosed and under-reported for TB in Nigeria. Community programs for intensified and early detection of TB and HIV targeting younger females are needed in this setting.


Subject(s)
Coinfection/epidemiology , HIV Infections/epidemiology , Tuberculosis/epidemiology , Africa South of the Sahara/epidemiology , Age Factors , Cross-Sectional Studies , Epidemics , Female , Humans , Male , Prevalence , Sex Factors
13.
Open Forum Infect Dis ; 5(3): ofy043, 2018 Mar.
Article in English | MEDLINE | ID: mdl-29564364

ABSTRACT

Current guidelines recommend only hepatitis C virus (HCV) risk-based screening during pregnancy. We examined screening practices at a major medical center and found inconsistent risk-based screening and the presence of HCV among women with no known risk factors. We make a case for the implementation of universal HCV screening during pregnancy.

14.
Clin Infect Dis ; 66(9): 1448-1453, 2018 04 17.
Article in English | MEDLINE | ID: mdl-29182762

ABSTRACT

Background: Human immunodeficiency virus type 1 (HIV-1) subtype has been shown to be associated with disease progression. We compared cognitive function between individuals infected with HIV-1 subtype G and CRF02_AG in Nigeria. Methods: For this cross-sectional study, samples were analyzed from 146 antiretroviral-naive participants. Genotypic analysis of plasma HIV RNA was performed by nested polymerase chain reaction of protease and reverse transcriptase genes, and sequences were aligned with curated HIV-1 subtype references. Cognitive status was determined using demographically adjusted T scores and global deficit score (GDS) obtained from a comprehensive neuropsychological test battery. Results: A total of 76 (52.1%) participants were infected with CRF02_AG, 48 (32.8%) with subtype G, and 22 (15.1%) with other HIV-1 strains. In a multivariable linear regression adjusting for plasma HIV RNA, CD4 count, and depression score, mean global T score was lower among subtype G-infected compared with CRF02_AG-infected participants (mean difference, -3.0 [95% confidence interval {CI}, -5.2, to -.7]; P = .011). Also, T scores were significantly lower among subtype G- than CRF02_AG-infected participants for the speed of information processing, executive function, and verbal fluency ability domains. Adjusting for similar variables in a logistic regression, the odds of global cognitive impairment (GDS ≥0.5) were 2.2 times higher among subtype G compared with CRF02_AG-infected participants (odds ratio, 2.2 [95% CI, .9-5.4]; P = .078). Conclusions: Cognitive performance was significantly worse among antiretroviral-naive individuals with HIV-1 subtype G vs CRF02_AG infection. Further studies are required to characterize the mechanistic basis for these differences.


Subject(s)
Cognition , HIV Infections/physiopathology , HIV-1/classification , Adult , Anti-HIV Agents/therapeutic use , Antiretroviral Therapy, Highly Active , CD4 Lymphocyte Count , Cross-Sectional Studies , Drug Resistance, Viral , Female , Genotype , HIV Infections/drug therapy , Humans , Male , Middle Aged , Neuropsychological Tests , Nigeria , Phylogeny , Polymerase Chain Reaction , Prospective Studies , RNA, Viral/blood , Viral Proteins/genetics
15.
J Control Release ; 270: 76-88, 2018 01 28.
Article in English | MEDLINE | ID: mdl-29175139

ABSTRACT

The in vitro permeation test (IVPT) has been widely used to characterize the bioavailability (BA) of compounds applied on the skin. In this study, we performed IVPT studies using excised human skin (in vitro) and harmonized in vivo human serum pharmacokinetic (PK) studies to evaluate the potential in vitro-in vivo correlation (IVIVC) of nicotine BA from two, matrix-type, nicotine transdermal delivery systems (TDS). The study designs used for both in vitro and in vivo studies included 1h of transient heat (42±2°C) application during early or late time periods post-dosing. The goal was to evaluate whether any IVIVC observed would be evident even under conditions of heat exposure, in order to investigate further whether IVPT may have the potential to serve as a possible surrogate method to evaluate the in vivo effects of heat on the bioavailability of a drug delivered from a TDS. The study results have demonstrated that the BA of nicotine characterized by the IVPT studies correlated with and was predictive of the in vivo BA of nicotine from the respective TDS, evaluated under the matched study designs and conditions. The comparisons of single parameters such as steady-state concentration, heat-induced increase in partial AUCs and post-treatment residual content of nicotine in TDS from the in vitro and in vivo data sets showed no significant differences (p≥0.05). In addition, a good point-to-point IVIVC (Level A correlation) for the entire study duration was achieved by predicting in vivo concentrations of nicotine using two approaches: Approach I requiring only an in vitro data set and Approach II involving deconvolution and convolution steps. The results of our work suggest that a well designed IVPT study with adequate controls can be a useful tool to evaluate the relative effects of heat on the BA of nicotine from TDS with different formulations.


Subject(s)
Drug Delivery Systems , Hot Temperature , Nicotine/administration & dosage , Administration, Cutaneous , Adult , Cross-Over Studies , Female , Humans , In Vitro Techniques , Male , Nicotine/blood , Nicotine/pharmacokinetics , Skin/metabolism , Skin Absorption , Smokers , Transdermal Patch , Young Adult
16.
AIDS ; 32(1): 25-34, 2018 Jan 02.
Article in English | MEDLINE | ID: mdl-29028658

ABSTRACT

OBJECTIVE: To estimate the association between age at antiretroviral therapy (ART) initiation and immunologic response over time by stratum of baseline CD4 cell counts. DESIGN: Retrospective cohort analysis of data pooled from four President's Emergency Plan for AIDS Relief funded countries in Sub-Saharan Africa. METHODS: General linear models were used to estimate the mean CD4 cell count by age group within groups defined by baseline CD4 cell count. Kaplan-Meier methods were used to estimate time to achieving a CD4 cell count of at least 500 cells/µl by age group and stratified by baseline CD4 cell count. RESULTS: A total of 126 672 previously treatment-naive patients provided 466 482 repeated CD4 cell count measurements over 4 years of ART. The median baseline CD4 cell count for all age groups was less than 200 cells/µl. Patients aged 30-39, 40-49, 50-59, and 60 and older at ART initiation had significantly lower mean CD4 cell counts in most strata and at most time points than those 20-29 years old. Compared with those 20-29, all older age groups had a significantly longer time to, and lower rate of, achieving a CD4 cell count of 500 cells. CONCLUSION: Age is associated with the magnitude of CD4 cell gain and the amount of time it takes to gain cells at different levels of baseline CD4 cell count. The delay in achieving a robust immune response could have significant implications for the risk of tuberculosis reactivation as well as comorbidities associated with age in the management of older HIV-infected patients.


Subject(s)
Anti-Retroviral Agents/administration & dosage , Antiretroviral Therapy, Highly Active/methods , HIV Infections/drug therapy , HIV Infections/pathology , Adult , Africa South of the Sahara , Age Factors , Aged , Aged, 80 and over , CD4 Lymphocyte Count , Female , Humans , Male , Middle Aged , Retrospective Studies , Treatment Outcome , Young Adult
17.
Pediatr Infect Dis J ; 37(1): 59-65, 2018 Jan.
Article in English | MEDLINE | ID: mdl-28746260

ABSTRACT

BACKGROUND: Although HIV infection is associated with well-known oral pathologies, there remains a dearth of comparative studies aimed at determining the association between HIV infection/exposure and early childhood caries. METHODS: This is a cross-sectional study using a convenience sample of 3 groups of children receiving care at a tertiary care hospital in Nigeria. The groups include HIV infected (HI), HIV exposed but uninfected and HIV-unexposed and -uninfected children 6 through 72 months of age. Medical records were reviewed, and caregivers were interviewed for sociodemographic, maternal and birth factors as well as early feeding and dietary information. Oral examinations were performed by trained dentist examiners. RESULTS: Of 335 children enrolled, 33 (9.9%) presented with caries. In an adjusted analysis, compared with HIV-unexposed and -uninfected children, HI children had significantly greater odds of having caries (odds ratio = 2.58; 95% confidence interval: 1.04-6.40; P = 0.04), but there was no statistically significant difference in HIV exposed but uninfected children (odds ratio = 2.01; 95% confidence interval: 0.56-7.23; P = 0.28). Factors significantly associated with higher caries prevalence include low CD4 counts and percentage, older age, longer duration of breastfeeding and spontaneous membrane rupture during delivery. CONCLUSIONS: Caries was more prevalent in HI children. These findings support the need to target HI children for oral health prevention and treatment services particularly in Nigeria and other developing countries.


Subject(s)
Dental Caries/complications , Dental Caries/epidemiology , HIV Infections/complications , HIV Infections/epidemiology , Child , Child, Preschool , Cross-Sectional Studies , Female , HIV Infections/transmission , Humans , Infant , Infectious Disease Transmission, Vertical , Male , Nigeria/epidemiology , Pregnancy , Pregnancy Complications, Infectious , Risk Factors
18.
Clin Infect Dis ; 65(6): 999-1005, 2017 Sep 15.
Article in English | MEDLINE | ID: mdl-28903504

ABSTRACT

BACKGROUND: Postpartum hepatitis C viral (HCV) load decline followed by spontaneous clearance has been previously described. Herein we identify predictors for viral decline in a cohort of HCV-infected postpartum women. METHODS: Pregnant women at Cairo University were screened for anti-HCV antibodies and HCV RNA, and viremic women were tested for quantitative HCV RNA at 3, 6, 9, and 12 months postpartum. Spontaneous clearance was defined as undetectable viremia twice at least 6-months apart. Associations between viral load and demographic, obstetrical, HCV risk factors, and interleukin-28B gene (IL28B) polymorphism (rs12979860) were assessed. RESULTS: Of 2514 women, 97 (3.9%) had anti-HCV antibodies, 54 (2.1%) were viremic and of those, 52 (2.1%) agreed to IL28B testing. From pregnancy until 12 months postpartum, IL28B-CC allele women had a significant viral decline (P = .009). After adjusting, the IL28B-CC allele had a near significant difference compared to the CT allele (odds ratio [OR], 0.75; 95% confidence interval [CI], 0.75,1.00; P = .05), but not the TT allele (OR, 0.91; 95% CI, 0.61,1.38; P = .64). All 14/52 (26.9%) women who subsequently cleared were among the 15 with undetectable viremia at 12 months, making that time point a strong predictor of subsequent clearance (sensitivity = 100%, specificity = 97.4%, positive predictive value = 93.3%, negative predictive value = 100%). CONCLUSIONS: IL28B-CC genotype and 12-month postpartum undetectable viremia were the best predictors for viral decline and subsequent clearance. These 2 predictors should influence clinical decision making.


Subject(s)
Hepatitis C, Chronic/genetics , Interleukins/genetics , Pregnancy Complications, Infectious/genetics , RNA, Viral/blood , Viral Load , Adult , Alleles , Female , Genotype , Hepatitis C Antibodies/blood , Hepatitis C, Chronic/blood , Humans , Interferons , Polymorphism, Genetic , Postpartum Period , Predictive Value of Tests , Pregnancy , Pregnancy Complications, Infectious/blood , Prospective Studies , Remission, Spontaneous , Time Factors
19.
Vaccine ; 35(36): 4730-4737, 2017 08 24.
Article in English | MEDLINE | ID: mdl-28750854

ABSTRACT

BACKGROUND: Tularemia is caused by Francisella tularensis, a gram-negative bacterium that has been weaponized as an aerosol. For protection of personnel conducting biodefense research, the United States Army required clinical evaluation of a new lot of tularemia live vaccine strain manufactured in accordance with Current Good Manufacturing Practices. METHODS: A phase 2 randomized clinical trial compared the new lot (DVC-LVS) to the existing vaccine that has been in use for decades (USAMRIID-LVS). The vaccines were delivered by scarification to 228 participants. Safety, reactogenicity, take and/or antibody levels were assessed on days 0, 1, 2, 8, 14, 28, 56, and 180. PRINCIPAL RESULTS: Both vaccines were safe and had acceptable reactogenicity profiles during six months of follow-up. There were no serious or grade 3 and 4 laboratory adverse events. Moderate systemic reactogenicity (mostly headache or feeling tired) was reported by ∼23% of participants receiving either vaccine. Injection site reactogenicity was mostly mild itchiness and pain. The frequencies of vaccine take skin reactions were 73% (95% CI, 64, 81) for DVC-LVS and 80% (95% CI, 71, 87) for USAMRIID-LVS. The 90% CI for the difference in proportions was -6.9% (-16.4, 2.6). The rates of seroconversion measured by microagglutination assay on days 28 or 56 were 94% (95% CI, 88, 98; n=98/104) for DVC-LVS and 94% (95% CI, 87, 97; n=103/110) for USAMRIID-LVS (p=1.00). Day 14 sera revealed more rapid seroconversion for DVC-LVS relative to USAMRIID-LVS: 82% (95% CI, 73, 89) versus 55% (95% CI, 45, 65), respectively (p<0.0001). MAJOR CONCLUSIONS: The DVC-LVS vaccine had similar safety, reactogenicity, take and antibody responses compared to the older USAMRIID vaccine, and was superior for early (day 14) antibody production. Vaccination take was not a sensitive surrogate for seroconversion in a multi-center study where personnel at five research clinics performed assessments. ClinicalTrials.gov identifier NCT01150695.


Subject(s)
Antibodies, Bacterial/blood , Bacterial Vaccines/adverse effects , Bacterial Vaccines/immunology , Francisella tularensis/immunology , Tularemia/prevention & control , Adolescent , Adult , Agglutination Tests , Bacterial Vaccines/administration & dosage , Double-Blind Method , Female , Humans , Male , Middle Aged , Seroconversion , Tularemia/immunology , Vaccination , Vaccines, Attenuated/administration & dosage , Vaccines, Attenuated/adverse effects , Vaccines, Attenuated/immunology , Young Adult
20.
J Neurovirol ; 23(3): 474-482, 2017 06.
Article in English | MEDLINE | ID: mdl-28243867

ABSTRACT

Mononuclear cells play key roles in the pathogenic mechanisms leading to HIV-associated neurocognitive disorders (HANDs). We examined the association between HIV DNA within peripheral blood mononuclear cell (PBMC) subsets and HAND in Nigeria. PBMCs were collected at baseline from 36 antiretroviral naive participants. CD14+ cells and T&B lymphocyte fractions were isolated by, respectively, positive and negative magnetic bead separation. Total HIV DNA within CD14+ and T&B cells were separately quantified using real-time PCR assay targeting HIV LTR-gag and cell input numbers determined by CCR5 copies/sample. Utilizing demographically adjusted T scores obtained from a 7-domain neuropsychological test battery, cognitive status was determined by the global deficit score (GDS) approach, with a GDS of ≥0.5 indicating cognitive impairment. In a linear regression adjusting for plasma HIV RNA, CD4 and lymphocyte count, Beck's depression score, and years of education, there was 0.04 lower log10 HIV DNA copies within T&B lymphocytes per unit increase in global T score (p = 0.02). Adjusting for the same variables in a logistic regression, the odds of cognitive impairment were 6.2 times greater per log10 increase in HIV DNA within T&B lymphocytes (p = 0.048). The association between cognitive impairment and HIV DNA within CD14+ monocytes did not reach statistical significance. In this pretreatment cohort with mild cognitive dysfunction, we found a strong association between levels of HIV DNA within the lymphocyte subset and HAND independent of plasma HIV RNA. These findings likely reflect the neurologic impact of a larger HIV reservoir and active viral replication.


Subject(s)
AIDS Dementia Complex/virology , CD4-Positive T-Lymphocytes/virology , CD8-Positive T-Lymphocytes/virology , Cognitive Dysfunction/virology , DNA, Viral/blood , RNA, Viral/blood , AIDS Dementia Complex/blood , AIDS Dementia Complex/diagnosis , AIDS Dementia Complex/physiopathology , Adult , Biomarkers/blood , CD4 Lymphocyte Count , CD4-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/immunology , Case-Control Studies , Cognitive Dysfunction/blood , Cognitive Dysfunction/diagnosis , Cognitive Dysfunction/physiopathology , Female , HIV-1/genetics , HIV-1/metabolism , Humans , Male , Neuropsychological Tests , Nigeria , Receptors, CCR5/blood
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