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Detecting significant genotype-phenotype association rules in bipolar disorder: market research meets complex genetics
Breuer, René; Mattheisen, Manuel; Frank, Josef; Krumm, Bertram; Treutlein, Jens; Kassem, Layla; Strohmaier, Jana; Herms, Stefan; Mühleisen, Thomas W; Degenhardt, Franziska; Cichon, Sven; Nöthen, Markus M; Karypis, George; Kelsoe, John; Greenwood, Tiffany; Nievergelt, Caroline; Shilling, Paul; Shekhtman, Tatyana; Edenberg, Howard; Craig, David; Szelinger, Szabolcs; Nurnberger, John; Gershon, Elliot; Alliey-Rodriguez, Ney; Zandi, Peter; Goes, Fernando; Schork, Nicholas; Smith, Erin; Koller, Daniel; Zhang, Peng; Badner, Judith; Berrettini, Wade; Bloss, Cinnamon; Byerley, William; Coryell, William; Foroud, Tatiana; Guo, Yirin; Hipolito, Maria; Keating, Brendan; Lawson, William; Liu, Chunyu; Mahon, Pamela; McInnis, Melvin; Murray, Sarah; Nwulia, Evaristus; Potash, James; Rice, John; Scheftner, William; Zöllner, Sebastian; McMahon, Francis J; Rietschel, Marcella; Schulze, Thomas G
BACKGROUND:Disentangling the etiology of common, complex diseases is a major challenge in genetic research. For bipolar disorder (BD), several genome-wide association studies (GWAS) have been performed. Similar to other complex disorders, major breakthroughs in explaining the high heritability of BD through GWAS have remained elusive. To overcome this dilemma, genetic research into BD, has embraced a variety of strategies such as the formation of large consortia to increase sample size and sequencing approaches. Here we advocate a complementary approach making use of already existing GWAS data: a novel data mining procedure to identify yet undetected genotype-phenotype relationships. We adapted association rule mining, a data mining technique traditionally used in retail market research, to identify frequent and characteristic genotype patterns showing strong associations to phenotype clusters. We applied this strategy to three independent GWAS datasets from 2835 phenotypically characterized patients with BD. In a discovery step, 20,882 candidate association rules were extracted. RESULTS:Two of these rules-one associated with eating disorder and the other with anxiety-remained significant in an independent dataset after robust correction for multiple testing. Both showed considerable effect sizes (odds ratio ~ 3.4 and 3.0, respectively) and support previously reported molecular biological findings. CONCLUSION/CONCLUSIONS:Our approach detected novel specific genotype-phenotype relationships in BD that were missed by standard analyses like GWAS. While we developed and applied our method within the context of BD gene discovery, it may facilitate identifying highly specific genotype-phenotype relationships in subsets of genome-wide data sets of other complex phenotype with similar epidemiological properties and challenges to gene discovery efforts.
PMCID:6230336
PMID: 30415424
ISSN: 2194-7511
CID: 5478652
Immunologic Monitoring to Personalize Immunosuppression After Liver Transplant
Zhu, Andrew; Leto, Alexandra; Shaked, Abraham; Keating, Brendan
Although immunosuppressive drugs have enhanced patient outcomes in transplantation, the liver transplant community has made significant research efforts into the discovery of more accurate and precise methods of posttransplant monitoring and diagnosing. Current research in biomarkers reveals many promising approaches.
PMID: 29735024
ISSN: 1558-1942
CID: 5478632
Assessing known chronic kidney disease associated genetic variants in Saudi Arabian populations
Cyrus, Cyril; Al-Mueilo, Samir; Vatte, Chittibabu; Chathoth, Shahanas; Li, Yun R; Qutub, Hatem; Al Ali, Rudaynah; Al-Muhanna, Fahad; Lanktree, Matthew B; Alkharsah, Khaled Riyad; Al-Rubaish, Abdullah; Kim-Mozeleski, Brian; Keating, Brendan; Al Ali, Amein
BACKGROUND:Genome wide association studies of patients with European descent have identified common variants associated with risk of reduced estimated glomerular filtration rate (eGFR). A panel of eight variants were selected to evaluate their association and prevalence in a Saudi Arabian patient cohort with chronic kidney disease (CKD). METHODS:) and effects were compared with results obtained from 133,413 participants in the CKD genetics consortium. Multivariable regression was used to evaluate the role of these eight variants in improving prediction of CKD development. RESULTS:All eight variants were present in Saudi populations with minor allele frequency ranging from 16 to 46%. The risk variant in all four genes demonstrated the same direction of effect as observed in European populations. One variant, rs4821480, in MYH9 was significantly associated with increased risk of development of CKD (OR = 1.69, 95% CI 1.22-2.36, P = 0.002), but the additional variants were not statistically significant given our modest sample size. CONCLUSIONS:CKD risk variants identified in European populations are present in Saudis. We did not find evidence to suggest heterogeneity of effect size compared to previously published estimates in European populations. Multivariable logistic regression analysis showed a statistically significant improvement in predicting the CKD using models with either FGF23 and vitamin D or FGF23, vitamin D level, and MYH9 genotypes (AUC = 0.93, 95% CI 0.90-0.95, P < 0.0001).
PMCID:5905143
PMID: 29665793
ISSN: 1471-2369
CID: 5478622
NPHP1 (Nephrocystin-1) Gene Deletions Cause Adult-Onset ESRD
Snoek, Rozemarijn; van Setten, Jessica; Keating, Brendan J; Israni, Ajay K; Jacobson, Pamala A; Oetting, William S; Matas, Arthur J; Mannon, Roslyn B; Zhang, Zhongyang; Zhang, Weijia; Hao, Ke; Murphy, Barbara; Reindl-Schwaighofer, Roman; Heinzl, Andreas; Oberbauer, Rainer; Viklicky, Ondrej; Conlon, Peter J; Stapleton, Caragh P; Bakker, Stephan J L; Snieder, Harold; Peters, Edith D J; van der Zwaag, Bert; Knoers, Nine V A M; de Borst, Martin H; van Eerde, Albertien M
PMID: 29654215
ISSN: 1533-3450
CID: 5478612
Applying genomics in heart transplantation
Keating, Brendan J; Pereira, Alexandre C; Snyder, Michael; Piening, Brian D
While advances in patient care and immunosuppressive pharmacotherapies have increased the lifespan of heart allograft recipients, there are still significant comorbidities post-transplantation and 5-year survival rates are still significant, at approximately 70%. The last decade has seen massive strides in genomics and other omics fields, including transcriptomics, with many of these advances now starting to impact heart transplant clinical care. This review summarizes a number of the key advances in genomics which are relevant for heart transplant outcomes, and we highlight the translational potential that such knowledge may bring to patient care within the next decade.
PMCID:5990370
PMID: 29363220
ISSN: 1432-2277
CID: 5478602
Gene-Centric Analysis of Preeclampsia Identifies Maternal Association at PLEKHG1
Gray, Kathryn J; Kovacheva, Vesela P; Mirzakhani, Hooman; Bjonnes, Andrew C; Almoguera, Berta; DeWan, Andrew T; Triche, Elizabeth W; Saftlas, Audrey F; Hoh, Josephine; Bodian, Dale L; Klein, Elisabeth; Huddleston, Kathi C; Ingles, Sue Ann; Lockwood, Charles J; Hakonarson, Hakon; McElrath, Thomas F; Murray, Jeffrey C; Wilson, Melissa L; Norwitz, Errol R; Karumanchi, S Ananth; Bateman, Brian T; Keating, Brendan J; Saxena, Richa
The genetic susceptibility to preeclampsia, a pregnancy-specific complication with significant maternal and fetal morbidity, has been poorly characterized. To identify maternal genes associated with preeclampsia risk, we assembled 498 cases and 1864 controls of European ancestry from preeclampsia case-control collections in 5 different US sites (with additional matched population controls), genotyped samples on a cardiovascular gene-centric array composed of variants from ≈2000 genes selected based on prior genetic studies of cardiovascular and metabolic diseases and performed case-control genetic association analysis on 27 429 variants passing quality control. In silico replication testing of 9 lead signals with P<10-4 was performed in independent European samples from the SOPHIA (Study of Pregnancy Hypertension in Iowa) and Inova cohorts (212 cases, 456 controls). Multiethnic assessment of lead signals was then performed in samples of black (26 cases, 136 controls), Hispanic (132 cases, 468 controls), and East Asian (9 cases, 80 controls) ancestry. Multiethnic meta-analysis (877 cases, 3004 controls) revealed a study-wide statistically significant association of the rs9478812 variant in the pleiotropic PLEKHG1 gene (odds ratio, 1.40 [1.23-1.60]; Pmeta=5.90×10-7). The rs9478812 effect was even stronger in the subset of European cases with known early-onset preeclampsia (236 cases diagnosed <37 weeks, 1864 controls; odds ratio, 1.59 [1.27-1.98]; P=4.01×10-5). PLEKHG1 variants have previously been implicated in genome-wide association studies of blood pressure, body weight, and neurological disorders. Although larger studies are required to further define maternal preeclampsia heritability, this study identifies a novel maternal risk locus for further investigation.
PMCID:6043396
PMID: 29967039
ISSN: 1524-4563
CID: 3199352
Genetic predisposition to elevated levels of C-reactive protein is associated with a decreased risk for preeclampsia
Spracklen, Cassandra N; Smith, Caitlin J; Saftlas, Audrey F; Triche, Elizabeth W; Bjonnes, Andrew; Keating, Brendan J; Saxena, Richa; Breheny, Patrick J; Dewan, Andrew T; Robinson, Jennifer G; Hoh, Josephine; Ryckman, Kelli K
OBJECTIVE:To examine the association between genetic predisposition to elevated C-reactive protein (CRP)and risk for preeclampsia using validated genetic loci for C-reactive protein. METHODS:Preeclampsia cases (n = 177) and normotensive controls (n = 116) were selected from live birth certificates to nulliparous Iowa women during the period August 2002-May 2005. Disease status was verified by the medical chart review. Genetic predisposition to CRP was estimated by a genetic risk score on the basis of established loci for CRP levels. Logistic regression analyses were used to evaluate the relationships between the genotype score and preeclampsia. Replication analyses were performed in an independent, US population of preeclampsia cases (n = 516) and controls (n = 1,097) of European ancestry. RESULTS:The genetic risk score (GRS) related to higher levels of CRP demonstrated a significantly decreased risk of preeclampsia (OR 0.89, 95% CI 0.82-0.96). When the GRS was analyzed by quartile, an inverse linear trend was observed (p = 0.0006). The results were similar after adjustments for the body mass index (BMI), smoking, and leisure-time physical activity. In the independent replication population, the association with the CRP GRS was also marginally significant (OR 0.97, 95% CI 0.92, 1.02). Meta-analysis of the two studies was statistically significant (OR 0.95, 95% CI 0.90, 0.99). CONCLUSION/CONCLUSIONS:Our data suggest an inverse, counterintuitive association between the genetic predisposition to elevated levels of CRP and a decreased risk of preeclampsia. This suggests that the blood CRP level is a marker of preeclampsia, but it does not appear to be a factor on the causal pathway.
PMCID:5538572
PMID: 27657194
ISSN: 1525-6065
CID: 5478522
GENOME-WIDE ASSOCIATION STUDY IDENTIFIES NOVEL RISK LOCI FOR ACUTE KIDNEY TRANSPLANT REJECTION [Meeting Abstract]
Yang, Jianxin; Dreyer, Geertje J.; van Setten, Jessica; de Fijter, Hans W.; Keating, Brendan J.; Claas, Frans H. J.; Eikmans, Michael
ISI:000400973300021
ISSN: 2059-2302
CID: 5479132
An ectopically expressed serum miRNA signature is prognostic, diagnostic, and biologically related to liver allograft rejection
Shaked, Abraham; Chang, Bao-Li; Barnes, Michael R; Sayre, Peter; Li, Yun R; Asare, Smita; DesMarais, Michele; Holmes, Michael V; Guettouche, Toumy; Keating, Brendan J
UNLABELLED:The ability to noninvasively diagnose acute cellular rejection (ACR) with high specificity and sensitivity would significantly advance personalized liver transplant recipient care and management of immunosuppression. We performed microRNA (miRNA) profiling in 318 serum samples from 69 liver transplant recipients enrolled in the Immune Tolerance Network immunosuppression withdrawal (ITN030ST) and Clinical Trials in Organ Transplantation (CTOT-03) studies. We quantified serum miRNA at clinically indicated and/or protocol biopsy events (n = 130). The trajectory of ACR diagnostic miRNAs during immunosuppression withdrawal were also evaluated in sera taken at predetermined intervals during immunosuppression minimization before and at clinically indicated liver biopsy (n = 119). Levels of 31 miRNAs were significantly associated with ACR diagnosis with two miRNAs differentiating ACR from non-ACR (area under the receiver operating characteristic curve = 90%, 95% confidence interval = 82%-96%) and predicted ACR events up to 40 days before biopsy-proven rejection. The most differentially expressed miRNAs were low or absent in the blood of healthy individuals but highly expressed in liver tissue, indicating an ectopic origin from the liver allograft. Pathway analyses of rejection-associated miRNAs and their target messenger RNAs (mRNAs) showed induction of proinflammatory and cell death-related pathways. Integration of differentially expressed serum miRNA with concordant liver biopsy mRNA demonstrates interaction between molecules with a known role in transplant rejection. CONCLUSION:Distinct miRNA levels profiled from sera at the time of clinical allograft dysfunction can be used to noninvasively diagnose ACR. Predictive trajectories of the same profile during supervised immunosuppression minimization diagnosed rejection up to 40 days prior to clinical expression. The rejection-associated miRNAs in sera appear to be ectopically expressed liver and specific immune cell miRNAs that are biologically related, and the consequences of immune-mediated damage to the allograft. (Hepatology 2017;65:269-280).
PMID: 27533743
ISSN: 1527-3350
CID: 5478492
Whole Exome Sequencing Identifies the Genetic Basis of Late-Onset Leigh Syndrome in a Patient with MRI but Little Biochemical Evidence of a Mitochondrial Disorder
Nafisinia, Michael; Guo, Yiran; Dang, Xiao; Li, Jiankang; Chen, Yulan; Zhang, Jianguo; Lake, Nicole J; Gold, Wendy A; Riley, Lisa G; Thorburn, David R; Keating, Brendan; Xu, Xun; Hakonarson, Hakon; Christodoulou, John
Leigh syndrome is a subacute necrotising encephalomyopathy proven by post-mortem analysis of brain tissue showing spongiform lesions with vacuolation of the neuropil followed by demyelination, gliosis and capillary proliferation caused by mutations in one of over 75 different genes, including nuclear- and mitochondrial-encoded genes, most of which are associated with mitochondrial respiratory chain function. In this study, we report a patient with suspected Leigh syndrome presenting with seizures, ptosis, scoliosis, dystonia, symmetrical putaminal abnormalities and a lactate peak on brain MRS, but showing normal MRC enzymology in muscle and liver, thereby complicating the diagnosis. Whole exome sequencing uncovered compound heterozygous mutations in NADH dehydrogenase (ubiquinone) flavoprotein 1 gene (NDUFV1), c.1162+4A>C (NM_007103.3), resulting in skipping of exon 8, and c.640G>A, causing the amino acid substitution p.Glu214Lys, both of which have previously been reported in a patient with complex I deficiency. Patient fibroblasts showed a significant reduction in NDUFV1 protein expression, decreased complex CI and complex IV assembly and consequential reductions in the enzymatic activities of both complexes by 38% and 67%, respectively. The pathogenic effect of these variations was further confirmed by immunoblot analysis of subunits for MRC enzyme complexes in patient muscle, liver and fibroblast where we observed 90%, 60% and 95% reduction in complex CI, respectively. Together these studies highlight the importance of a comprehensive, multipronged approach to the laboratory evaluation of patients with suspected Leigh syndrome.
PMCID:5362551
PMID: 27344648
ISSN: 2192-8304
CID: 5478472