Literature DB >> 35640139

Identifying candidate genes and drug targets for Alzheimer's disease by an integrative network approach using genetic and brain region-specific proteomic data.

Andi Liu1,2, Astrid M Manuel2, Yulin Dai2, Brisa S Fernandes2, Nitesh Enduru1,2, Peilin Jia2, Zhongming Zhao1,2,3.   

Abstract

Genome-wide association studies (GWAS) have identified more than 75 genetic variants associated with Alzheimer's disease (ad). However, how these variants function and impact protein expression in brain regions remain elusive. Large-scale proteomic datasets of ad postmortem brain tissues have become available recently. In this study, we used these datasets to investigate brain region-specific molecular pathways underlying ad pathogenesis and explore their potential drug targets. We applied our new network-based tool, Edge-Weighted Dense Module Search of GWAS (EW_dmGWAS), to integrate ad GWAS statistics of 472 868 individuals with proteomic profiles from two brain regions from two large-scale ad cohorts [parahippocampal gyrus (PHG), sample size n = 190; dorsolateral prefrontal cortex (DLPFC), n = 192]. The resulting network modules were evaluated using a scale-free network index, followed by a cross-region consistency evaluation. Our EW_dmGWAS analyses prioritized 52 top module genes (TMGs) specific in PHG and 58 TMGs in DLPFC, of which four genes (CLU, PICALM, PRRC2A and NDUFS3) overlapped. Those four genes were significantly associated with ad (GWAS gene-level false discovery rate < 0.05). To explore the impact of these genetic components on TMGs, we further examined their differentially co-expressed genes at the proteomic level and compared them with investigational drug targets. We pinpointed three potential drug target genes, APP, SNCA and VCAM1, specifically in PHG. Gene set enrichment analyses of TMGs in PHG and DLPFC revealed region-specific biological processes, tissue-cell type signatures and enriched drug signatures, suggesting potential region-specific drug repurposing targets for ad.
© The Author(s) 2022. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com.

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Year:  2022        PMID: 35640139      PMCID: PMC9523561          DOI: 10.1093/hmg/ddac124

Source DB:  PubMed          Journal:  Hum Mol Genet        ISSN: 0964-6906            Impact factor:   5.121


  74 in total

1.  The Gene Ontology (GO) database and informatics resource.

Authors:  M A Harris; J Clark; A Ireland; J Lomax; M Ashburner; R Foulger; K Eilbeck; S Lewis; B Marshall; C Mungall; J Richter; G M Rubin; J A Blake; C Bult; M Dolan; H Drabkin; J T Eppig; D P Hill; L Ni; M Ringwald; R Balakrishnan; J M Cherry; K R Christie; M C Costanzo; S S Dwight; S Engel; D G Fisk; J E Hirschman; E L Hong; R S Nash; A Sethuraman; C L Theesfeld; D Botstein; K Dolinski; B Feierbach; T Berardini; S Mundodi; S Y Rhee; R Apweiler; D Barrell; E Camon; E Dimmer; V Lee; R Chisholm; P Gaudet; W Kibbe; R Kishore; E M Schwarz; P Sternberg; M Gwinn; L Hannick; J Wortman; M Berriman; V Wood; N de la Cruz; P Tonellato; P Jaiswal; T Seigfried; R White
Journal:  Nucleic Acids Res       Date:  2004-01-01       Impact factor: 16.971

2.  How scale-free are biological networks.

Authors:  Raya Khanin; Ernst Wit
Journal:  J Comput Biol       Date:  2006-04       Impact factor: 1.479

3.  New insights into the genetic etiology of Alzheimer's disease and related dementias.

Authors:  Céline Bellenguez; Fahri Küçükali; Iris E Jansen; Luca Kleineidam; Sonia Moreno-Grau; Najaf Amin; Adam C Naj; Rafael Campos-Martin; Mikko Hiltunen; Kristel Sleegers; Gerard D Schellenberg; Cornelia M van Duijn; Rebecca Sims; Wiesje M van der Flier; Agustín Ruiz; Alfredo Ramirez; Jean-Charles Lambert; Benjamin Grenier-Boley; Victor Andrade; Peter A Holmans; Anne Boland; Vincent Damotte; Sven J van der Lee; Marcos R Costa; Teemu Kuulasmaa; Qiong Yang; Itziar de Rojas; Joshua C Bis; Amber Yaqub; Ivana Prokic; Julien Chapuis; Shahzad Ahmad; Vilmantas Giedraitis; Dag Aarsland; Pablo Garcia-Gonzalez; Carla Abdelnour; Emilio Alarcón-Martín; Daniel Alcolea; Montserrat Alegret; Ignacio Alvarez; Victoria Álvarez; Nicola J Armstrong; Anthoula Tsolaki; Carmen Antúnez; Ildebrando Appollonio; Marina Arcaro; Silvana Archetti; Alfonso Arias Pastor; Beatrice Arosio; Lavinia Athanasiu; Henri Bailly; Nerisa Banaj; Miquel Baquero; Sandra Barral; Alexa Beiser; Ana Belén Pastor; Jennifer E Below; Penelope Benchek; Luisa Benussi; Claudine Berr; Céline Besse; Valentina Bessi; Giuliano Binetti; Alessandra Bizarro; Rafael Blesa; Mercè Boada; Eric Boerwinkle; Barbara Borroni; Silvia Boschi; Paola Bossù; Geir Bråthen; Jan Bressler; Catherine Bresner; Henry Brodaty; Keeley J Brookes; Luis Ignacio Brusco; Dolores Buiza-Rueda; Katharina Bûrger; Vanessa Burholt; William S Bush; Miguel Calero; Laura B Cantwell; Geneviève Chene; Jaeyoon Chung; Michael L Cuccaro; Ángel Carracedo; Roberta Cecchetti; Laura Cervera-Carles; Camille Charbonnier; Hung-Hsin Chen; Caterina Chillotti; Simona Ciccone; Jurgen A H R Claassen; Christopher Clark; Elisa Conti; Anaïs Corma-Gómez; Emanuele Costantini; Carlo Custodero; Delphine Daian; Maria Carolina Dalmasso; Antonio Daniele; Efthimios Dardiotis; Jean-François Dartigues; Peter Paul de Deyn; Katia de Paiva Lopes; Lot D de Witte; Stéphanie Debette; Jürgen Deckert; Teodoro Del Ser; Nicola Denning; Anita DeStefano; Martin Dichgans; Janine Diehl-Schmid; Mónica Diez-Fairen; Paolo Dionigi Rossi; Srdjan Djurovic; Emmanuelle Duron; Emrah Düzel; Carole Dufouil; Gudny Eiriksdottir; Sebastiaan Engelborghs; Valentina Escott-Price; Ana Espinosa; Michael Ewers; Kelley M Faber; Tagliavini Fabrizio; Sune Fallgaard Nielsen; David W Fardo; Lucia Farotti; Chiara Fenoglio; Marta Fernández-Fuertes; Raffaele Ferrari; Catarina B Ferreira; Evelyn Ferri; Bertrand Fin; Peter Fischer; Tormod Fladby; Klaus Fließbach; Bernard Fongang; Myriam Fornage; Juan Fortea; Tatiana M Foroud; Silvia Fostinelli; Nick C Fox; Emlio Franco-Macías; María J Bullido; Ana Frank-García; Lutz Froelich; Brian Fulton-Howard; Daniela Galimberti; Jose Maria García-Alberca; Pablo García-González; Sebastian Garcia-Madrona; Guillermo Garcia-Ribas; Roberta Ghidoni; Ina Giegling; Giaccone Giorgio; Alison M Goate; Oliver Goldhardt; Duber Gomez-Fonseca; Antonio González-Pérez; Caroline Graff; Giulia Grande; Emma Green; Timo Grimmer; Edna Grünblatt; Michelle Grunin; Vilmundur Gudnason; Tamar Guetta-Baranes; Annakaisa Haapasalo; Georgios Hadjigeorgiou; Jonathan L Haines; Kara L Hamilton-Nelson; Harald Hampel; Olivier Hanon; John Hardy; Annette M Hartmann; Lucrezia Hausner; Janet Harwood; Stefanie Heilmann-Heimbach; Seppo Helisalmi; Michael T Heneka; Isabel Hernández; Martin J Herrmann; Per Hoffmann; Clive Holmes; Henne Holstege; Raquel Huerto Vilas; Marc Hulsman; Jack Humphrey; Geert Jan Biessels; Xueqiu Jian; Charlotte Johansson; Gyungah R Jun; Yuriko Kastumata; John Kauwe; Patrick G Kehoe; Lena Kilander; Anne Kinhult Ståhlbom; Miia Kivipelto; Anne Koivisto; Johannes Kornhuber; Mary H Kosmidis; Walter A Kukull; Pavel P Kuksa; Brian W Kunkle; Amanda B Kuzma; Carmen Lage; Erika J Laukka; Lenore Launer; Alessandra Lauria; Chien-Yueh Lee; Jenni Lehtisalo; Ondrej Lerch; Alberto Lleó; William Longstreth; Oscar Lopez; Adolfo Lopez de Munain; Seth Love; Malin Löwemark; Lauren Luckcuck; Kathryn L Lunetta; Yiyi Ma; Juan Macías; Catherine A MacLeod; Wolfgang Maier; Francesca Mangialasche; Marco Spallazzi; Marta Marquié; Rachel Marshall; Eden R Martin; Angel Martín Montes; Carmen Martínez Rodríguez; Carlo Masullo; Richard Mayeux; Simon Mead; Patrizia Mecocci; Miguel Medina; Alun Meggy; Shima Mehrabian; Silvia Mendoza; Manuel Menéndez-González; Pablo Mir; Susanne Moebus; Merel Mol; Laura Molina-Porcel; Laura Montrreal; Laura Morelli; Fermin Moreno; Kevin Morgan; Thomas Mosley; Markus M Nöthen; Carolina Muchnik; Shubhabrata Mukherjee; Benedetta Nacmias; Tiia Ngandu; Gael Nicolas; Børge G Nordestgaard; Robert Olaso; Adelina Orellana; Michela Orsini; Gemma Ortega; Alessandro Padovani; Caffarra Paolo; Goran Papenberg; Lucilla Parnetti; Florence Pasquier; Pau Pastor; Gina Peloso; Alba Pérez-Cordón; Jordi Pérez-Tur; Pierre Pericard; Oliver Peters; Yolande A L Pijnenburg; Juan A Pineda; Gerard Piñol-Ripoll; Claudia Pisanu; Thomas Polak; Julius Popp; Danielle Posthuma; Josef Priller; Raquel Puerta; Olivier Quenez; Inés Quintela; Jesper Qvist Thomassen; Alberto Rábano; Innocenzo Rainero; Farid Rajabli; Inez Ramakers; Luis M Real; Marcel J T Reinders; Christiane Reitz; Dolly Reyes-Dumeyer; Perry Ridge; Steffi Riedel-Heller; Peter Riederer; Natalia Roberto; Eloy Rodriguez-Rodriguez; Arvid Rongve; Irene Rosas Allende; Maitée Rosende-Roca; Jose Luis Royo; Elisa Rubino; Dan Rujescu; María Eugenia Sáez; Paraskevi Sakka; Ingvild Saltvedt; Ángela Sanabria; María Bernal Sánchez-Arjona; Florentino Sanchez-Garcia; Pascual Sánchez Juan; Raquel Sánchez-Valle; Sigrid B Sando; Chloé Sarnowski; Claudia L Satizabal; Michela Scamosci; Nikolaos Scarmeas; Elio Scarpini; Philip Scheltens; Norbert Scherbaum; Martin Scherer; Matthias Schmid; Anja Schneider; Jonathan M Schott; Geir Selbæk; Davide Seripa; Manuel Serrano; Jin Sha; Alexey A Shadrin; Olivia Skrobot; Susan Slifer; Gijsje J L Snijders; Hilkka Soininen; Vincenzo Solfrizzi; Alina Solomon; Yeunjoo Song; Sandro Sorbi; Oscar Sotolongo-Grau; Gianfranco Spalletta; Annika Spottke; Alessio Squassina; Eystein Stordal; Juan Pablo Tartan; Lluís Tárraga; Niccolo Tesí; Anbupalam Thalamuthu; Tegos Thomas; Giuseppe Tosto; Latchezar Traykov; Lucio Tremolizzo; Anne Tybjærg-Hansen; Andre Uitterlinden; Abbe Ullgren; Ingun Ulstein; Sergi Valero; Otto Valladares; Christine Van Broeckhoven; Jeffery Vance; Badri N Vardarajan; Aad van der Lugt; Jasper Van Dongen; Jeroen van Rooij; John van Swieten; Rik Vandenberghe; Frans Verhey; Jean-Sébastien Vidal; Jonathan Vogelgsang; Martin Vyhnalek; Michael Wagner; David Wallon; Li-San Wang; Ruiqi Wang; Leonie Weinhold; Jens Wiltfang; Gill Windle; Bob Woods; Mary Yannakoulia; Habil Zare; Yi Zhao; Xiaoling Zhang; Congcong Zhu; Miren Zulaica; Lindsay A Farrer; Bruce M Psaty; Mohsen Ghanbari; Towfique Raj; Perminder Sachdev; Karen Mather; Frank Jessen; M Arfan Ikram; Alexandre de Mendonça; Jakub Hort; Magda Tsolaki; Margaret A Pericak-Vance; Philippe Amouyel; Julie Williams; Ruth Frikke-Schmidt; Jordi Clarimon; Jean-François Deleuze; Giacomina Rossi; Sudha Seshadri; Ole A Andreassen; Martin Ingelsson
Journal:  Nat Genet       Date:  2022-04-04       Impact factor: 41.307

4.  Large-scale proteomic analysis of Alzheimer's disease brain and cerebrospinal fluid reveals early changes in energy metabolism associated with microglia and astrocyte activation.

Authors:  Erik C B Johnson; Eric B Dammer; Duc M Duong; Lingyan Ping; Maotian Zhou; Luming Yin; Lenora A Higginbotham; Andrew Guajardo; Bartholomew White; Juan C Troncoso; Madhav Thambisetty; Thomas J Montine; Edward B Lee; John Q Trojanowski; Thomas G Beach; Eric M Reiman; Vahram Haroutunian; Minghui Wang; Eric Schadt; Bin Zhang; Dennis W Dickson; Nilüfer Ertekin-Taner; Todd E Golde; Vladislav A Petyuk; Philip L De Jager; David A Bennett; Thomas S Wingo; Srikant Rangaraju; Ihab Hajjar; Joshua M Shulman; James J Lah; Allan I Levey; Nicholas T Seyfried
Journal:  Nat Med       Date:  2020-04-13       Impact factor: 53.440

5.  A MIXED-EFFECTS MODEL FOR INCOMPLETE DATA FROM LABELING-BASED QUANTITATIVE PROTEOMICS EXPERIMENTS.

Authors:  Lin S Chen; Jiebiao Wang; Xianlong Wang; Pei Wang
Journal:  Ann Appl Stat       Date:  2017-04-08       Impact factor: 2.083

Review 6.  NIA-AA Research Framework: Toward a biological definition of Alzheimer's disease.

Authors:  Clifford R Jack; David A Bennett; Kaj Blennow; Maria C Carrillo; Billy Dunn; Samantha Budd Haeberlein; David M Holtzman; William Jagust; Frank Jessen; Jason Karlawish; Enchi Liu; Jose Luis Molinuevo; Thomas Montine; Creighton Phelps; Katherine P Rankin; Christopher C Rowe; Philip Scheltens; Eric Siemers; Heather M Snyder; Reisa Sperling
Journal:  Alzheimers Dement       Date:  2018-04       Impact factor: 21.566

Review 7.  Clusterin in Alzheimer's Disease: Mechanisms, Genetics, and Lessons From Other Pathologies.

Authors:  Evangeline M Foster; Adrià Dangla-Valls; Simon Lovestone; Elena M Ribe; Noel J Buckley
Journal:  Front Neurosci       Date:  2019-02-28       Impact factor: 4.677

8.  Quantitative profiling brain proteomes revealed mitochondrial dysfunction in Alzheimer's disease.

Authors:  Sunil S Adav; Jung Eun Park; Siu Kwan Sze
Journal:  Mol Brain       Date:  2019-01-28       Impact factor: 4.041

9.  A multi-omic atlas of the human frontal cortex for aging and Alzheimer's disease research.

Authors:  Philip L De Jager; Yiyi Ma; Cristin McCabe; Jishu Xu; Badri N Vardarajan; Daniel Felsky; Hans-Ulrich Klein; Charles C White; Mette A Peters; Ben Lodgson; Parham Nejad; Anna Tang; Lara M Mangravite; Lei Yu; Chris Gaiteri; Sara Mostafavi; Julie A Schneider; David A Bennett
Journal:  Sci Data       Date:  2018-08-07       Impact factor: 6.444

10.  Transcriptomic profiling of microglia and astrocytes throughout aging.

Authors:  Jie Pan; Nana Ma; Bo Yu; Wei Zhang; Jun Wan
Journal:  J Neuroinflammation       Date:  2020-04-01       Impact factor: 8.322

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