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Low-frequency and rare exome chip variants associate with fasting glucose and type 2 diabetes susceptibility.

Jennifer Wessel | Audrey Y Chu | Sara M Willems | Shuai Wang | Hanieh Yaghootkar | Jennifer A Brody | Marco Dauriz | Marie-France Hivert | Sridharan Raghavan | Leonard Lipovich | Bertha Hidalgo | Keolu Fox | Jennifer E Huffman | Ping An | Yingchang Lu | Laura J Rasmussen-Torvik | Niels Grarup | Margaret G Ehm | Li Li | Abigail S Baldridge | Alena Stančáková | Ravinder Abrol | Céline Besse | Anne Boland | Jette Bork-Jensen | Myriam Fornage | Daniel F Freitag | Melissa E Garcia | Xiuqing Guo | Kazuo Hara | Aaron Isaacs | Johanna Jakobsdottir | Leslie A Lange | Jill C Layton | Man Li | Jing Hua Zhao | Karina Meidtner | Alanna C Morrison | Mike A Nalls | Marjolein J Peters | Maria Sabater-Lleal | Claudia Schurmann | Angela Silveira | Albert V Smith | Lorraine Southam | Marcus H Stoiber | Rona J Strawbridge | Kent D Taylor | Tibor V Varga | Kristine H Allin | Najaf Amin | Jennifer L Aponte | Tin Aung | Caterina Barbieri | Nathan A Bihlmeyer | Michael Boehnke | Cristina Bombieri | Donald W Bowden | Sean M Burns | Yuning Chen | Yii-DerI Chen | Ching-Yu Cheng | Adolfo Correa | Jacek Czajkowski | Abbas Dehghan | Georg B Ehret | Gudny Eiriksdottir | Stefan A Escher | Aliki-Eleni Farmaki | Mattias Frånberg | Giovanni Gambaro | Franco Giulianini | William A Goddard | Anuj Goel | Omri Gottesman | Megan L Grove | Stefan Gustafsson | Yang Hai | Göran Hallmans | Jiyoung Heo | Per Hoffmann | Mohammad K Ikram | Richard A Jensen | Marit E Jørgensen | Torben Jørgensen | Maria Karaleftheri | Chiea C Khor | Andrea Kirkpatrick | Aldi T Kraja | Johanna Kuusisto | Ethan M Lange | I T Lee | Wen-Jane Lee | Aaron Leong | Jiemin Liao | Chunyu Liu | Yongmei Liu | Cecilia M Lindgren | Allan Linneberg | Giovanni Malerba | Vasiliki Mamakou | Eirini Marouli | Nisa M Maruthur | Angela Matchan | Roberta McKean-Cowdin | Olga McLeod | Ginger A Metcalf | Karen L Mohlke | Donna M Muzny | Ioanna Ntalla | Nicholette D Palmer | Dorota Pasko | Andreas Peter | Nigel W Rayner | Frida Renström | Ken Rice | Cinzia F Sala | Bengt Sennblad | Ioannis Serafetinidis | Jennifer A Smith | Nicole Soranzo | Elizabeth K Speliotes | Eli A Stahl | Kathleen Stirrups | Nikos Tentolouris | Anastasia Thanopoulou | Mina Torres | Michela Traglia | Emmanouil Tsafantakis | Sundas Javad | Lisa R Yanek | Eleni Zengini | Diane M Becker | Joshua C Bis | James B Brown | L Adrienne Cupples | Torben Hansen | Erik Ingelsson | Andrew J Karter | Carlos Lorenzo | Rasika A Mathias | Jill M Norris | Gina M Peloso | Wayne H-H Sheu | Daniela Toniolo | Dhananjay Vaidya | Rohit Varma | Lynne E Wagenknecht | Heiner Boeing | Erwin P Bottinger | George Dedoussis | Panos Deloukas | Ele Ferrannini | Oscar H Franco | Paul W Franks | Richard A Gibbs | Vilmundur Gudnason | Anders Hamsten | Tamara B Harris | Andrew T Hattersley | Caroline Hayward | Albert Hofman | Jan-Håkan Jansson | Claudia Langenberg | Lenore J Launer | Daniel Levy | Ben A Oostra | Christopher J O'Donnell | Stephen O'Rahilly | Sandosh Padmanabhan | James S Pankow | Ozren Polasek | Michael A Province | Stephen S Rich | Paul M Ridker | Igor Rudan | Matthias B Schulze | Blair H Smith | André G Uitterlinden | Mark Walker | Hugh Watkins | Tien Y Wong | Eleftheria Zeggini | EPIC-InterAct Consortium | Markku Laakso | Ingrid B Borecki | Daniel I Chasman | Oluf Pedersen | Bruce M Psaty | E Shyong Tai | Cornelia M van Duijn | Nicholas J Wareham | Dawn M Waterworth | Eric Boerwinkle | W H Linda Kao | Jose C Florez | Ruth J F Loos | James G Wilson | Timothy M Frayling | David S Siscovick | Josée Dupuis | Jerome I Rotter | James B Meigs | Robert A Scott | Mark O Goodarzi
Nature communications | 2015

Fasting glucose and insulin are intermediate traits for type 2 diabetes. Here we explore the role of coding variation on these traits by analysis of variants on the HumanExome BeadChip in 60,564 non-diabetic individuals and in 16,491 T2D cases and 81,877 controls. We identify a novel association of a low-frequency nonsynonymous SNV in GLP1R (A316T; rs10305492; MAF=1.4%) with lower FG (β=-0.09±0.01 mmol l(-1), P=3.4 × 10(-12)), T2D risk (OR[95%CI]=0.86[0.76-0.96], P=0.010), early insulin secretion (β=-0.07±0.035 pmolinsulin mmolglucose(-1), P=0.048), but higher 2-h glucose (β=0.16±0.05 mmol l(-1), P=4.3 × 10(-4)). We identify a gene-based association with FG at G6PC2 (pSKAT=6.8 × 10(-6)) driven by four rare protein-coding SNVs (H177Y, Y207S, R283X and S324P). We identify rs651007 (MAF=20%) in the first intron of ABO at the putative promoter of an antisense lncRNA, associating with higher FG (β=0.02±0.004 mmol l(-1), P=1.3 × 10(-8)). Our approach identifies novel coding variant associations and extends the allelic spectrum of variation underlying diabetes-related quantitative traits and T2D susceptibility.

Pubmed ID: 25631608

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RRID:SCR_005780

Portal to interactively visualize genomic data. Provides reference sequences and working draft assemblies for collection of genomes and access to ENCODE and Neanderthal projects. Includes collection of vertebrate and model organism assemblies and annotations, along with suite of tools for viewing, analyzing and downloading data.

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Ingenuity Pathways Knowledge Base (tool)

RRID:SCR_008117

A horizontally and vertically structured database that pulls scientific and medical information and describes it consistently using the Ingenuity Ontology. The Knowledge Base pulls information from journals, public molecular content databases, and textbooks. Data is curated and and integrated into the Knowledge Base .

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BWA (tool)

RRID:SCR_010910

Software for aligning sequencing reads against large reference genome. Consists of three algorithms: BWA-backtrack, BWA-SW and BWA-MEM. First for sequence reads up to 100bp, and other two for longer sequences ranged from 70bp to 1Mbp.

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KEGG (tool)

RRID:SCR_012773

Integrated database resource consisting of 16 main databases, broadly categorized into systems information, genomic information, and chemical information. In particular, gene catalogs in completely sequenced genomes are linked to higher-level systemic functions of cell, organism, and ecosystem. Analysis tools are also available. KEGG may be used as reference knowledge base for biological interpretation of large-scale datasets generated by sequencing and other high-throughput experimental technologies.

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Kyoto Encyclopedia of Genes and Genomes Expression Database (tool)

RRID:SCR_001120

Database for mapping gene expression profiles to pathways and genomes. Repository of microarray gene expression profile data for Synechocystis PCC6803 (syn), Bacillus subtilis (bsu), Escherichia coli W3110 (ecj), Anabaena PCC7120 (ana), and other species contributed by the Japanese research community.

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SOAP (tool)

RRID:SCR_000689

Software package that provides full solution to next generation sequencing data analysis consisting of an alignment tool (SOAPaligner/soap2), a re-sequencing consensus sequence builder (SOAPsnp), an indel finder ( SOAPindel ), a structural variation scanner ( SOAPsv ), a de novo short reads assembler ( SOAPdenovo ), and a GPU-accelerated alignment tool for aligning short reads with a reference sequence. (SOAP3/GPU).

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ENCODE (tool)

RRID:SCR_006793

Encyclopedia of DNA elements consisting of list of functional elements in human genome, including elements that act at protein and RNA levels, and regulatory elements that control cells and circumstances in which gene is active. Enables scientific and medical communities to interpret role of human genome in biology and disease. Provides identification of common cell types to facilitate integrative analysis and new experimental technologies based on high-throughput sequencing. Genome Browser containing ENCODE and Epigenomics Roadmap data. Data are available for entire human genome.

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PLINK (tool)

RRID:SCR_001757

Open source whole genome association analysis toolset, designed to perform range of basic, large scale analyses in computationally efficient manner. Used for analysis of genotype/phenotype data. Through integration with gPLINK and Haploview, there is some support for subsequent visualization, annotation and storage of results. PLINK 1.9 is improved and second generation of the software.

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Gene Set Enrichment Analysis (tool)

RRID:SCR_003199

Software package for interpreting gene expression data. Used for interpretation of a large-scale experiment by identifying pathways and processes.

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dbNSFP (tool)

RRID:SCR_005178

A database for functional prediction and annotation of all potential non-synonymous single-nucleotide variants (nsSNVs) in the human genome. Version 2.0 is based on the Gencode release 9 / Ensembl version 64 and includes a total of 87,347,043 nsSNVs and 2,270,742 essential splice site SNVs. It compiles prediction scores from six prediction algorithms (SIFT, Polyphen2, LRT, MutationTaster, MutationAssessor and FATHMM), three conservation scores (PhyloP, GERP++ and SiPhy) and other related information including allele frequencies observed in the 1000 Genomes Project phase 1 data and the NHLBI Exome Sequencing Project, various gene IDs from different databases, functional descriptions of genes, gene expression and gene interaction information, etc. Some dbNSFP contents (may not be up-to-date though) can also be accessed through variant tools, ANNOVAR, KGGSeq, UCSC Genome Browser''s Variant Annotation Integrator, Ensembl Variant Effect Predictor and HGMD.

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Picard (tool)

RRID:SCR_006525

Java toolset for working with next generation sequencing data in the BAM format.

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BioCarta Pathways (tool)

RRID:SCR_006917

BioCarta Pathways allows users to observe how genes interact in dynamic graphical models. Online maps available within this resource depict molecular relationships from areas of active research. In an open source approach, this community-fed forum constantly integrates emerging proteomic information from the scientific community. It also catalogs and summarizes important resources providing information for over 120,000 genes from multiple species. Find both classical pathways as well as current suggestions for new pathways.

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GEMS (tool)

RRID:SCR_009188

THIS RESOURCE IS NO LONGER IN SERVCE, documented September 22, 2016. Software application for fitting Genetic Epidemiology Models by running stochastic simulation in relation to disease dynamics.

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GenomeStudio (tool)

RRID:SCR_010973

Visualize and analyze data generated by all of Illumina''s platforms.

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NARWHAL (tool)

RRID:SCR_011858

Automates the primary analysis of massive parallel sequencing data.

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Cluster (tool)

RRID:SCR_013505

Software R package. Methods for Cluster analysis. Performs variety of types of cluster analysis and other types of processing on large microarray datasets.

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