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Latent class analysis reveals distinct classes of nonalcoholic fatty liver disease [Meeting Abstract]

Ajmera, V H; DeLucchi, K; Aouizerat, B; Yates, K P; Gill, R M; Loomba, R; Chalasani, N P; Diehl, A M; Terrault, N
Background: Latent class analysis is an exploratory analytic method that incorporates the associations between pre-specified independent variables without mandating consideration of an outcome, and has been successful in identifying clinically relevant subgroups in other heterogeneous diseases. Methods: Using a cross-sectional cohort of 648 adults from the NASH Clinical Research Network with biopsy proven NAFLD and clinical and biomarker data, we fit a series of latent class models to see if we could uncover distinct NAFLD classes. We included clinical factors, liver tests (ALT, AST, alkaline phosphatase and total bilirubin) and eleven plasma biomarkers previously demonstrated to have strong associations with NAFLD; adiponectin, activated plasminogen activator inhibitor 1 (PAI-1), haptoglobin, insulin-like growth factor 2, interleukin (IL)-8, monocyte chemoattractant protein-1, soluble IL-1 receptor 1, soluble IL-2 receptor <, tumor necrosis factor >and total PAI-1. Continuous measures were log-transformed and standardized to a common z-scale with a standard deviation scaled to 1. Results: We fitted models from 1 to 4 classes and evaluated fit using the Vuong-Lo-Mendell-Rubin test, Aikake Information Criterion, and Bayesian information criterion. A two-class model was more informative (p=0.04) than a one-class model and had mean probabilities of class assignment < 0.9 for both classes. Importantly in the two class model, one class had a relative elevation in levels of inflammatory biomarkers compared to the other class (Figure). Race and sex were not associated with either class. The "hyper"-inflammatory class was present in 24% (65/272) of patients with NAFLD without NASH and 54% (203/376) patients with definite NASH histology. Conclusions: We observed distinct clustering of plasma biomarkers in NAFLD which appear to co-localize with histological subgroups and, if validated, warrant evaluation in longitudinal studies as predictors of disease progression (Figure presented)
EMBASE:618935361
ISSN: 1527-3350
CID: 2782962

Association Between Cytokines and Liver Histology in Children with Nonalcoholic Fatty Liver Disease

Perito, Emily R; Ajmera, Veeral; Bass, Nathan M; Rosenthal, Philip; Lavine, Joel E; Schwimmer, Jeffrey B; Yates, Katherine P; Diehl, Anna Mae; Molleston, Jean P; Murray, Karen F; Scheimann, Ann; Gill, Ryan; Glidden, David; Aouizerat, Bradley
Background/UNASSIGNED:Reliable non-invasive markers to characterize inflammation, hepatocellular ballooning, and fibrosis in nonalcoholic fatty liver disease (NAFLD) are lacking. We investigated the relationship between plasma cytokine levels and features of NAFLD histology to gain insight into cellular pathways driving NASH and to identify potential non-invasive discriminators of NAFLD severity and pattern. Methods/UNASSIGNED:as possible discriminators of NASH and its components. Minimization of Akaike Information Criterion (AIC) was used to determine cytokines retained in multivariable models. Results/UNASSIGNED:Of 235 subjects, 31% had "Definite NASH" on liver histology, 43% had "Borderline NASH", and 25% had NAFLD but not NASH. Total plasminogen activator inhibitor 1 (PAI1) and activated PAI1 levels were higher in pediatric participants with Definite NASH and with lobular inflammation. Interleukin-8 (IL-8) was higher in those with stage 3-4 fibrosis and lobular inflammation. sIL-2rα was higher in children with stage 3-4 fibrosis and portal inflammation. In multivariable analysis, PAI1 variables were discriminators of Borderline/Definite NASH, definite NASH, lobular inflammation and ballooning. IL-8 increased with steatosis and fibrosis severity; sIL-2rα increased with fibrosis severity and portal inflammation. IL-7 decreased with portal inflammation and fibrosis severity. Conclusions/UNASSIGNED:Plasma cytokines associated with histology varied considerably among NASH features, suggesting promising avenues for investigation. Future, more targeted analysis is needed to identify the role of these markers in NAFLD and to evaluate their potential as non-invasive discriminators of disease severity.
PMCID:5679472
PMID: 29130075
ISSN: 2471-254x
CID: 4908202

OPRM1 Methylation Contributes to Opioid Tolerance in Cancer Patients

Viet, Chi T; Dang, Dongmin; Aouizerat, Bradley E; Miaskowski, Christine; Ye, Yi; Viet, Dan T; Ono, Kentaro; Schmidt, Brian L
Cancer patients in pain require high doses of opioids and quickly become opioid-tolerant. Previous studies have shown that both chronic cancer pain and high dose opioid use lead to mu-opioid receptor down-regulation. In this study we explore down-regulation of OPRM1, the mu-opioid receptor gene, as a mechanism f,or opioid tolerance in the setting of opioid use for cancer pain. We demonstrate in a cohort of 84 cancer patients that high dose opioid use correlates with OPRM1 hypermethylation in peripheral leukocytes of these patients. We then reverse-translate our clinical findings by creating a mouse cancer pain model; we create opioid tolerance in the mouse cancer model to mimic opioid tolerance in the cancer patients. Using this model we determine the functional significance of OPRM1 methylation on cancer pain and opioid tolerance. We focus on two main cells within the cancer microenvironment: the cancer cell and the neuron. We show that targeted re-expression of mu-opioid receptor on cancer cells inhibits mechanical and thermal hypersensitivity, and prevents opioid tolerance, in the mouse model. The resultant analgesia and protection against opioid tolerance are likely due to preservation of mu-opioid receptor expression on the cancer-associated neurons.
PMCID:5918413
PMID: 28456745
ISSN: 1528-8447
CID: 2547002

Lipoprotein(a) and HIV: Allele-Specific Apolipoprotein(a) Levels Predict Carotid Intima-Media Thickness in HIV-Infected Young Women in the Women's Interagency HIV Study

Enkhmaa, Byambaa; Anuurad, Erdembileg; Zhang, Wei; Li, Chin-Shang; Kaplan, Robert; Lazar, Jason; Merenstein, Dan; Karim, Roksana; Aouizerat, Brad; Cohen, Mardge; Butler, Kenneth; Pahwa, Savita; Ofotokun, Igho; Adimora, Adaora A; Golub, Elizabeth; Berglund, Lars
OBJECTIVE: In the general population, lipoprotein(a) [Lp(a)] has been established as an independent causal risk factor for cardiovascular disease. Lp(a) levels are to a major extent regulated by a size polymorphism in the apolipoprotein(a) [apo(a)] gene. The roles of Lp(a)/apo(a) in human immunodeficiency virus (HIV)-related elevated cardiovascular disease risk remain unclear. APPROACH AND RESULTS: The associations between total plasma Lp(a) level, allele-specific apo(a) level, an Lp(a) level carried by individual apo(a) alleles, and common carotid artery intima-media thickness were assessed in 150 HIV-infected and 100 HIV-uninfected women in the WIHS (Women's Interagency HIV Study). Linear regression analyses with and without adjustments were used. The cohort was young (mean age, approximately 31 years), with the majority being Blacks ( approximately 70%). The prevalence of a small size apo(a) (/=30 mg/dL) was similar by HIV status. Total plasma Lp(a) level (P=0.029) and allele-specific apo(a) level carried by the smaller apo(a) sizes (P=0.022) were significantly associated with carotid artery intima-media thickness in the HIV-infected women only. After accounting for confounders (age, race, smoking, body mass index, blood pressure, hepatitis C virus coinfection, menopause, plasma lipids, treatment status, CD4+ T cell count, and HIV/RNA viral load), the association remained significant for both Lp(a) (P=0.035) and allele-specific apo(a) level carried by the smaller apo(a) sizes (P=0.010) in the HIV-infected women. Notably, none of the other lipids/lipoproteins was associated with carotid artery intima-media thickness. CONCLUSIONS: Lp(a) and allele-specific apo(a) levels predict carotid artery intima-media thickness in HIV-infected young women. Further research is needed to identify underlying mechanisms of an increased Lp(a) atherogenicity in HIV infection.
PMCID:5408307
PMID: 28336560
ISSN: 1524-4636
CID: 2586672

Distinct wound healing and quality of life outcomes in subgroups of patients with venous leg ulcers with different symptom cluster experiences

Finlayson, Kathleen; Miaskowski, Christine; Alexander, Kimberly; Liu, Wei-Hong; Aouizerat, Bradley; Parker, Christina; Maresco-Pennisi, Dianne; Edwards, Helen
CONTEXT: Adults with venous leg ulcers frequently experience multiple symptoms which may influence quality of life (QOL). OBJECTIVES: To identify patient subgroups based on their experience with a pain-depression-fatigue-sleep disturbance (PDFS) symptom cluster and to identify differences in patient characteristics, as well as wound healing and quality of life outcomes between the subgroups. METHODS: Secondary data analysis from previous longitudinal studies of 247 patients with venous leg ulcers. Latent class analysis (LCA) identified subgroups of patients with distinct experiences with the symptom cluster of pain, depression, fatigue, and sleep disturbance. Hierarchical regression analysis identified relationships between the subgroups and QOL outcomes. Survival analysis identified differences between the subgroups and ulcer healing. RESULTS: LCA found 67% of patients were in a mild symptom subgroup, (i.e., experiencing no or mild pain, depressive symptoms, fatigue, or sleep disturbance). One-third of the sample were in a severe symptom subgroup, who reported moderate to severe levels of these symptoms. Compared to the mild subgroup,, patients in the severe subgroup had poorer QOL scores (t=8.06, p<0.001). Symptom subgroup membership accounted for 19% of the variance (p<0.001) within a hierarchical regression model that explained 42% of the variance in QOL (F(7,170)=16.89, p<0.001, R2=.42). Cox proportional hazards regression found that at enrolment into the study, patients in the severe symptom subgroup were 1.5 times (95%CI 1.02-2.08) less likely to heal in the following 24 weeks (p=0.037). CONCLUSION: Significant relationships were found between delayed ulcer healing, decreased QOL, and membership in the severe symptom subgroup. These findings suggest that comprehensive symptom assessment is needed to identify patients at higher risk for poor outcomes and enable early intervention.
PMID: 28063868
ISSN: 1873-6513
CID: 2401032

The symptom phenotype of oncology outpatients remains relatively stable from prior to through 1 week following chemotherapy

Miaskowski, C; Cooper, B A; Aouizerat, B; Melisko, M; Chen, L-M; Dunn, L; Hu, X; Kober, K M; Mastick, J; Levine, J D; Hammer, M; Wright, F; Harris, J; Armes, J; Furlong, E; Fox, P; Ream, E; Maguire, R; Kearney, N
Some oncology outpatients experience a higher number of and more severe symptoms during chemotherapy (CTX). However, little is known about whether this high risk phenotype persists over time. Latent transition analysis (LTA) was used to examine the probability that patients remained in the same symptom class when assessed prior to the administration of and following their next dose of CTX. For the patients whose class membership remained consistent, differences in demographic and clinical characteristics, and quality of life (QOL) were evaluated. The Memorial Symptom Assessment Scale (MSAS) was used to evaluate symptom burden. LTA was used to identify subgroups of patients with distinct symptom experiences based on the occurrence of the MSAS symptoms. Of the 906 patients evaluated, 83.9% were classified in the same symptom occurrence class at both assessments. Of these 760 patients, 25.0% were classified as Low-Low, 44.1% as Moderate-Moderate and 30.9% as High-High. Compared to the Low-Low class, the other two classes were younger, more likely to be women and to report child care responsibilities, and had a lower functional status and a higher comorbidity scores. The two higher classes reported lower QOL scores. The use of LTA could assist clinicians to identify higher risk patients and initiate more aggressive interventions.
PMID: 26777053
ISSN: 1365-2354
CID: 1922402

Cytokine polymorphisms are associated with daytime napping in adults living with HIV

Byun, Eeeseung; Gay, Caryl L; Portillo, Carmen J; Pullinger, Clive R; Aouizerat, Bradley E; Lee, Kathryn A
OBJECTIVE/BACKGROUND: Daytime napping longer than one hour has been associated with an increased risk for all-cause mortality. Associations between cytokine polymorphisms and daytime napping in chronic illnesses such as HIV, however, have not been well described. The purpose of this study was to examine cytokine polymorphisms associated with long daytime napping in adults living with HIV. METHODS: A cross-sectional analysis was conducted using a convenience sample of 257 adults living with HIV. Daytime napping was assessed with wrist actigraphy data collected over three days. Participants categorized as long nappers (>/=60 min) were compared to short nappers and non-nappers (<60 min). Single nucleotide polymorphisms (SNPs) for 15 candidate genes involved in cytokine signaling were analyzed. Genes included: interferon-gamma (IFNG), IFNG receptor 1 (IFNGR1), interleukins (IL1B, IL1R, IL1R2, IL2, IL4, IL6, IL8, IL10, IL13, IL17A), nuclear factors of kappa light polypeptide gene enhancer in B cells (NFKB1 and NFKB2), and tumor necrosis factor alpha (TNFA). RESULTS: After adjusting for relevant demographic and clinical characteristics, long daytime napping was associated with 12 SNPs from seven genes: 1) IFNG rs2069728; 2) IL1B rs1143642, rs1143627, and rs16944; 3) IL2 rs2069763; 4) IL6 rs4719714, rs1554606, and rs2069845; 5) IL17A rs3819024 and rs8193036; 6) NFKB1 rs4648110; and 7) NFKB2 rs1056890. CONCLUSIONS: Cytokine genetic variations may have a role in physiological regulation of daytime napping as well as nocturnal sleep. Cytokine polymorphisms associated with long daytime napping could help identify adults with HIV who may benefit from targeted therapeutic interventions.
PMCID:5628054
PMID: 28366330
ISSN: 1878-5506
CID: 2519612

Inflammatory pathway genes associated with inter-individual variability in the trajectories of morning and evening fatigue in patients receiving chemotherapy

Wright, Fay; Hammer, Marilyn; Paul, Steven M; Aouizerat, Bradley E; Kober, Kord M; Conley, Yvette P; Cooper, Bruce A; Dunn, Laura B; Levine, Jon D; DEramo Melkus, Gail; Miaskowski, Christine
Fatigue, a highly prevalent and distressing symptom during chemotherapy (CTX), demonstrates diurnal and interindividual variability in severity. Little is known about the associations between variations in genes involved in inflammatory processes and morning and evening fatigue severity during CTX. The purposes of this study, in a sample of oncology patients (N=543) with breast, gastrointestinal (GI), gynecological (GYN), or lung cancer who received two cycles of CTX, were to determine whether variations in genes involved in inflammatory processes were associated with inter-individual variability in initial levels as well as in the trajectories of morning and evening fatigue. Patients completed the Lee Fatigue Scale to determine morning and evening fatigue severity a total of six times over two cycles of CTX. Using a whole exome array, 309 single nucleotide polymorphisms SNPs among the 64 candidate genes that passed all quality control filters were evaluated using hierarchical linear modeling (HLM). Based on the results of the HLM analyses, the final SNPs were evaluated for their potential impact on protein function using two bioinformational tools. The following inflammatory pathways were represented: chemokines (3 genes); cytokines (12 genes); inflammasome (11 genes); Janus kinase/signal transducers and activators of transcription (JAK/STAT, 10 genes); mitogen-activated protein kinase/jun amino-terminal kinases (MAPK/JNK, 3 genes); nuclear factor-kappa beta (NFkB, 18 genes); and NFkB and MAP/JNK (7 genes). After controlling for self-reported and genomic estimates of race and ethnicity, polymorphisms in six genes from the cytokine (2 genes); inflammasome (2 genes); and NFkB (2 genes) pathways were associated with both morning and evening fatigue. Polymorphisms in six genes from the inflammasome (1 gene); JAK/STAT (1 gene); and NFkB (4 genes) pathways were associated with only morning fatigue. Polymorphisms in three genes from the inflammasome (2 genes) and the NFkB (1 gene) pathways were associated with only evening fatigue. Taken together, these findings add to the growing body of evidence that suggests that morning and evening fatigue are distinct symptoms.
PMCID:5318191
PMID: 28110208
ISSN: 1096-0023
CID: 2418092

Genetic basis for variation in plasma IL-18 levels in persons with chronic hepatitis C virus and human immunodeficiency virus-1 infections

Vergara, C; Thio, C; Latanich, R; Cox, A L; Kirk, G D; Mehta, S H; Busch, M; Murphy, E L; Villacres, M C; Peters, M G; French, A L; Golub, E; Eron, J; Lahiri, C D; Shrestha, S; Gustafson, D; Young, M; Anastos, K; Aouizerat, B; Kim, A Y; Lauer, G; Thomas, D L; Duggal, P
Inflammasomes are multi-protein complexes integrating pathogen-triggered signaling leading to the generation of pro-inflammatory cytokines including interleukin-18 (IL-18). Hepatitis C virus (HCV) and human immunodeficiency virus (HIV) infections are associated with elevated IL-18, suggesting inflammasome activation. However, there is marked person-to-person variation in the inflammasome response to HCV and HIV. We hypothesized that host genetics may explain this variation. To test this, we analyzed the associations of plasma IL-18 levels and polymorphisms in 10 genes in the inflammasome cascade. About 1538 participants with active HIV and/or HCV infection in three ancestry groups are included. Samples were genotyped using the Illumina Omni 1-quad and Omni 2.5 arrays. Linear regression analyses were performed to test the association of variants with log IL-18 including HCV and HIV infection status, and HIV RNA in each ancestry group and then meta-analyzed. Eleven highly correlated single-nucleotide polymorphisms (r2=0.98-1) in the IL-18-BCO2 region were significantly associated with log IL-18; each T allele of rs80011693 confers a decrease of 0.06 log pg ml-1 of IL-18 after adjusting for covariates (rs80011693; rs111311302 beta=-0.06, P-value=2.7 x 10-4). In conclusion, genetic variation in IL-18 is associated with IL-18 production in response to HIV and HCV infection, and may explain variability in the inflammatory outcomes of chronic viral infections.Genes and Immunity advance online publication, 16 March 2017; doi:10.1038/gene.2017.2.
PMCID:5408324
PMID: 28300059
ISSN: 1476-5470
CID: 2490282

Novel plasma biomarkers associated with liver disease severity in adults with nonalcoholic fatty liver disease

Ajmera, Veeral; Perito, Emily R; Bass, Nathan M; Terrault, Norah A; Yates, Katherine P; Gill, Ryan; Loomba, Rohit; Diehl, Anna Mae; Aouizerat, Bradley E
Despite the high prevalence of nonalcoholic fatty liver disease (NAFLD), therapeutic options and noninvasive markers of disease activity and severity remain limited. We investigated the association between plasma biomarkers and liver histology in order to identify markers of disease activity and severity in patients with biopsy-proven NAFLD. Thirty-two plasma biomarkers chosen a priori as possible discriminators of NAFLD were measured in participants enrolled in the Nonalcoholic Steatohepatitis (NASH) Clinical Research Network. Dichotomized histologic outcomes were evaluated using centrally read biopsies. Biomarkers with statistically significant associations with NAFLD histology were evaluated in multivariable models adjusted for clinical factors. Of 648 participants (74.4% white, 61.7% female, mean age 47.7 years), 58.0% had definite NASH, 55.5% had mild/no fibrosis (stage 0-1), and 44.4% had significant fibrosis (stage 2-4). Increased activated plasminogen activator inhibitor 1 had a strong association with definite NASH compared to not NASH or borderline NASH in multivariable analysis (odds ratio = 1.20, 95% confidence interval 1.08-1.34, P < 0.001). Biomarkers associated with significant fibrosis (versus mild/no fibrosis) in multivariable analysis included higher levels of interleukin-8, monocyte chemoattractant protein-1, resistin, soluble interleukin-1 receptor I, soluble interleukin-2 receptor alpha, and tumor necrosis factor alpha and lower levels of insulin-like growth factor 2. CONCLUSIONS: Specific plasma biomarkers are significantly associated with disease activity and severity of fibrosis in NAFLD and are potentially valuable tools for noninvasive stratification of patients with NAFLD and identification of targets for therapeutic intervention. (Hepatology 2017;65:65-77).
PMCID:5191932
PMID: 27532276
ISSN: 1527-3350
CID: 2381752