Predicting brain-regional gene regulatory networks from multi-omics for Alzheimer's disease phenotypes and Covid-19 severity.
Predicting brain-regional gene regulatory networks from multi-omics for Alzheimer's disease phenotypes and Covid-19 severity.
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DOI：
10.1093/hmg/ddad009
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发表时间：
2023-05-18
影响因子：
3.5
通讯作者：
中科院分区：
文献类型：
--
作者：
神经炎症和免疫失调在阿尔茨海默病（AD）中起着关键作用，也与严重的Covid-19和神经系统症状有关。此外，全基因组关联研究发现了AD和Covid-19的许多风险单核苷酸多态性（SNP）。然而，我们对从风险SNP到AD、Covid-19和表型的潜在基因调控机制的理解仍然有限。为此，我们进行了一个综合的多组学分析，预测基因调控网络的主要脑区的人口数据在AD。我们的网络将转录因子（TF）与靶基因调控元件上的TF结合位点（TFBS）连接起来。比较网络分析揭示了跨区域保守和区域特异性调控网络，其中存在许多免疫基因。此外，我们使用涉及已知和Covid-19基因的网络确定了一系列AD-Covid基因。我们的机器学习分析优先考虑了36个AD-Covid候选基因，用于预测Covid严重程度。我们的独立验证分析发现，这些基因在分类Covid-19严重程度和AD方面优于已知基因。最后，我们绘制了AD和严重Covid的全基因组关联研究SNP，这些SNP在我们的调控网络上中断了TFBS，揭示了这些疾病风险变体的潜在机制见解。我们的分析和结果是开源的，提供了大脑区域水平的AD-Covid功能基因组资源。
Neuroinflammation and immune dysregulation play a key role in Alzheimer’s disease (AD) and are also associated with severe Covid-19 and neurological symptoms. Also, genome-wide association studies found many risk single nucleotide polymorphisms (SNPs) for AD and Covid-19. However, our understanding of underlying gene regulatory mechanisms from risk SNPs to AD, Covid-19 and phenotypes is still limited. To this end, we performed an integrative multi-omics analysis to predict gene regulatory networks for major brain regions from population data in AD. Our networks linked transcription factors (TFs) to TF binding sites (TFBSs) on regulatory elements to target genes. Comparative network analyses revealed cross-region-conserved and region-specific regulatory networks, in which many immunological genes are present. Furthermore, we identified a list of AD–Covid genes using our networks involving known and Covid-19 genes. Our machine learning analysis prioritized 36 AD–Covid candidate genes for predicting Covid severity. Our independent validation analyses found that these genes outperform known genes for classifying Covid-19 severity and AD. Finally, we mapped genome-wide association study SNPs of AD and severe Covid that interrupt TFBSs on our regulatory networks, revealing potential mechanistic insights of those disease risk variants. Our analyses and results are open-source available, providing an AD–Covid functional genomic resource at the brain region level.
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影响因子：
30.8
作者：
Bellenguez, Celine;Kucukali, Fahri;Jansen, Iris E.;Kleineidam, Luca;Moreno-Grau, Sonia;Amin, Najaf;Naj, Adam C.;Campos-Martin, Rafael;Grenier-Boley, Benjamin;Andrade, Victor;Holmans, Peter A.;Boland, Anne;Damotte, Vincent;van der Lee, Sven J.;Costa, Marcos R.;Kuulasmaa, Teemu;Yang, Qiong;De Rojas, Itziar;Bis, Joshua C.;Yaqub, Amber;Prokic, Ivana;Chapuis, Julien;Ahmad, Shahzad;Giedraitis, Vilmantas;Aarsland, Dag;Garcia-Gonzalez, Pablo;Abdelnour, Carla;Alarcon-Martin, Emilio;Alcolea, Daniel;Alegret, Montserrat;Alvarez, Ignacio;Alvarez, Victoria;Armstrong, Nicola J.;Tsolaki, Anthoula;Antunez, Carmen;Appollonio, Ildebrando;Arcaro, Marina;Archetti, Silvana;Arias Pastor, Alfonso;Arosio, Beatrice;Athanasiu, Lavinia;Bailly, Henri;Banaj, Nerisa;Baquero, Miquel;Barral, Sandra;Beiser, Alexa;Pastor, Ana Belen;Below, Jennifer E.;Benchek, Penelope;Benussi, Luisa;Berr, Claudine;Besse, Celine;Bessi, Valentina;Binetti, Giuliano;Bizarro, Alessandra;Blesa, Rafael;Boada, Merce;Boerwinkle, Eric;Borroni, Barbara;Boschi, Silvia;Bossu, Paola;Brathen, Geir;Bressler, Jan;Bresner, Catherine;Brodaty, Henry;Brookes, Keeley J.;Ignacio Brusco, Luis;Buiza-Rueda, Dolores;Burger, Katharina;Burholt, Vanessa;Bush, William S.;Calero, Miguel;Cantwell, Laura B.;Chene, Genevieve;Chung, Jaeyoon;Cuccaro, Michael L.;Cecchetti, Roberta;Cervera-Carles, Laura;Charbonnier, Camille;Chen, Hung-Hsin;Chillotti, Caterina;Ciccone, Simona;Claassen, Jurgen A. H. R.;Clark, Christopher;Conti, Elisa;Corma-Gomez, Anais;Costantini, Emanuele;Custodero, Carlo;Daian, Delphine;Dalmasso, Maria Carolina;Daniele, Antonio;Dardiotis, Efthimios;Dartigues, Jean-Francois;de Deyn, Peter Paul;Lopes, Katia de Paiva;De Witte, Lot D.;Debette, Stephanie;Deckert, Jurgen;del Ser, Teodoro;Denning, Nicola;Destefano, Anita;Dichgans, Martin;Diehl-Schmid, Janine;Diez-Fairen, Monica;Rossi, Paolo Dionigi;Djurovic, Srdjan;Duron, Emmanuelle;Duzel, Emrah;Dufouil, Carole;Eiriksdottir, Gudny;Engelborghs, Sebastiaan;Escott-Price, Valentina;Espinosa, Ana;Ewers, Michael;Faber, Kelley M.;Fabrizio, Tagliavini;Nielsen, Sune Fallgaard;Fardo, David W.;Farotti, Lucia;Fenoglio, Chiara;Fernandez-Fuertes, Marta;Ferrari, Raffaele;Ferreira, Catarina B.;Ferri, Evelyn;Fin, Bertrand;Fischer, Peter;Fladby, Tormod;Fliessbach, Klaus;Fongang, Bernard;Fornage, Myriam;Fortea, Juan;Foroud, Tatiana M.;Fostinelli, Silvia;Fox, Nick C.;Franco-Macias, Emlio;Bullido, Maria J.;Frank-Garcia, Ana;Froelich, Lutz;Fulton-Howard, Brian;Galimberti, Daniela;Maria Garcia-Alberca, Jose;Garcia-Madrona, Sebastian;Garcia-Ribas, Guillermo;Ghidoni, Roberta;Giegling, Ina;Giorgio, Giaccone;Goate, Alison M.;Goldhardt, Oliver;Gomez-Fonseca, Duber;Gonzalez-Perez, Antonio;Graff, Caroline;Grande, Giulia;Green, Emma;Grimmer, Timo;Grunblatt, Edna;Grunin, Michelle;Gudnason, Vilmundur;Guetta-Baranes, Tamar;Haapasalo, Annakaisa;Hadjigeorgiou, Georgios;Haines, Jonathan L.;Hamilton-Nelson, Kara L.;Hampel, Harald;Hanon, Olivier;Hardy, John;Hartmann, Annette M.;Hausner, Lucrezia;Harwood, Janet;Heilmann-Heimbach, Stefanie;Helisalmi, Seppo;Heneka, Michael T.;Hernandez, Isabel;Herrmann, Martin J.;Hoffmann, Per;Holmes, Clive;Holstege, Henne;Huerto Vilas, Raquel;Hulsman, Marc;Humphrey, Jack;Biessels, Geert Jan;Jian, Xueqiu;Johansson, Charlotte;Jun, Gyungah R.;Kastumata, Yuriko;Kauwe, John;Kehoe, Patrick G.;Kilander, Lena;Stahlbom, Anne Kinhult;Kivipelto, Miia;Koivisto, Anne;Kornhuber, Johannes;Kosmidis, Mary H.;Kukull, Walter A.;Kuksa, Pavel P.;Kunkle, Brian W.;Kuzma, Amanda B.;Lage, Carmen;Laukka, Erika J.;Launer, Lenore;Lauria, Alessandra;Lee, Chien-Yueh;Lehtisalo, Jenni;Lerch, Ondrej;Lleo, Alberto;Longstreth, William, Jr.;Lopez, Oscar;Lopez de Munain, Adolfo;Love, Seth;Lowemark, Malin;Luckcuck, Lauren;Lunetta, Kathryn L.;Ma, Yiyi;Macias, Juan;Macleod, Catherine A.;Maier, Wolfgang;Mangialasche, Francesca;Spallazzi, Marco;Marquie, Marta;Marshall, Rachel;Martin, Eden R.;Martin Montes, Angel;Martinez Rodriguez, Carmen;Masullo, Carlo;Mayeux, Richard;Mead, Simon;Mecocci, Patrizia;Medina, Miguel;Meggy, Alun;Mehrabian, Shima;Mendoza, Silvia;Menendez-Gonzalez, Manuel;Mir, Pablo;Moebus, Susanne;Mol, Merel;Molina-Porcel, Laura;Montrreal, Laura;Morelli, Laura;Moreno, Fermin;Morgan, Kevin;Mosley, Thomas;Nothen, Markus M.;Muchnik, Carolina;Mukherjee, Shubhabrata;Nacmias, Benedetta;Ngandu, Tiia;Nicolas, Gael;Nordestgaard, Borge G.;Olaso, Robert;Orellana, Adelina;Orsini, Michela;Ortega, Gemma;Padovani, Alessandro;Paolo, Caffarra;Papenberg, Goran;Parnetti, Lucilla;Pasquier, Florence;Pastor, Pau;Peloso, Gina;Perez-Cordon, Alba;Perez-Tur, Jordi;Pericard, Pierre;Peters, Oliver;Pijnenburg, Yolande A. L.;Pineda, Juan A.;Pinol-Ripoll, Gerard;Pisanu, Laudia;Polak, Thomas;Popp, Julius;Posthuma, Danielle;Priller, Josef;Puerta, Raquel;Quenez, Olivier;Quintela, Ines;Thomassen, Jesper Qvist;Rabano, Alberto;Rainero, Innocenzo;Rajabli, Farid;Ramakers, Inez;Real, Luis M.;Reinders, Marcel J. T.;Reitz, Christiane;Reyes-Dumeyer, Dolly;Ridge, Perry;Riedel-Heller, Steffi;Riederer, Peter;Roberto, Natalia;Rodriguez-Rodriguez, Eloy;Rongve, Arvid;Rosas Allende, Irene;Rosende-Roca, Maitee;Luis Royo, Jose;Rubino, Elisa;Rujescu, Dan;Eugenia Saez, Maria;Sakka, Paraskevi;Saltvedt, Ingvild;Bernal Sanchez-Arjona, Maria;Sanchez-Garcia, Florentino;Sanchez Juan, Pascual;Sanchez-Valle, Raquel;Sando, Sigrid B.;Sarnowski, Chloe;Satizabal, Claudia L.;Scamosci, Michela;Scarmeas, Nikolaos;Scarpini, Elio;Scheltens, Philip;Scherbaum, Norbert;Scherer, Martin;Schmid, Matthias;Schneider, Anja;Schott, Jonathan M.;Selbaek, Geir;Seripa, Davide;Serrano, Manuel;Sha, Jin;Shadrin, Alexey A.;Skrobot, Olivia;Slifer, Susan;Snijders, Gijsje J. L.;Soininen, Hilkka;Solfrizzi, Vincenzo;Solomon, Alina;Song, Yeunjoo;Sorbi, Sandro;Sotolongo-Grau, Oscar;Spalletta, Gianfranco;Spottke, Annika;Squassina, Alessio;Stordal, Eystein;Pablo Tartan, Juan;Tarraga, Lluis;Tesi, Niccolo;Thalamuthu, Anbupalam;Thomas, Tegos;Tosto, Giuseppe;Traykov, Latchezar;Tremolizzo, Lucio;Tybjaerg-Hansen, Anne;Uitterlinden, Andre;Ullgren, Abbe;Ulstein, Ingun;Valero, Sergi;Valladares, Otto;Van Broeckhoven, Christine;Vance, Jeffery;Vardarajan, Badri N.;van der Lugt, Aad;Van Dongen, Jasper;van Rooij, Jeroen;van Swieten, John;Vandenberghe, Rik;Verhey, Frans;Vidal, Jean-Sebastien;Vogelgsang, Jonathan;Vyhnalek, Martin;Wagner, Michael;Wallon, David;Wang, Li-San;Wang, Ruiqi;Weinhold, Leonie;Wiltfang, Jens;Windle, Gill;Woods, Bob;Yannakoulia, Mary;Zare, Habil;Zhao, Yi;Zhang, Xiaoling;Zhu, Congcong;Zulaica, Miren;Farrer, Lindsay A.;Psaty, Bruce M.;Ghanbari, Mohsen;Raj, Towfique;Sachdev, Perminder;Mather, Karen;Jessen, Frank;Ikram, M. Arfan;de Mendonca, Alexandre;Hort, Jakub;Tsolaki, Magda;Pericak-Vance, Margaret A.;Amouyel, Philippe;Williams, Julie;Frikke-Schmidt, Ruth;Clarimon, Jordi;Deleuze, Jean-Francois;Rossi, Giacomina;Seshadri, Sudha;Andreassen, Ole A.;Ingelsson, Martin;Hiltunen, Mikko;Sleegers, Kristel;Schellenberg, Gerard D.;van Duijn, Cornelia M.;Sims, Rebecca;van der Flier, Wiesje M.;Ruiz, Agustin;Ramirez, Alfredo;Lambert, Jean-Charles
通讯作者：
Lambert, Jean-Charles
影响因子：
--
作者：
Botía JA;Vandrovcova J;Forabosco P;Guelfi S;D'Sa K;United Kingdom Brain Expression Consortium;Hardy J;Lewis CM;Ryten M;Weale ME
通讯作者：
Weale ME
DOI：
10.3233/jad-179939
发表时间：
2018
期刊：
Journal of Alzheimer's disease : JAD
影响因子：
--
作者：
Bennett DA;Buchman AS;Boyle PA;Barnes LL;Wilson RS;Schneider JA
通讯作者：
Schneider JA
影响因子：
4.6
作者：
Cho SJ;Park MH;Han C;Yoon K;Koh YH
通讯作者：
Koh YH
影响因子：
3.4
作者：
Coyle, Patricia Katherine
通讯作者：
Coyle, Patricia Katherine