Neurosciences; Computational Biology; Single-Cell Analysis; Machine Learning; Deep Learning
Selected Publications
Distinguishing features of Long COVID identified through immune profiling.Klein J, Wood J, Jaycox J, Lu P, Dhodapkar RM, Gehlhausen JR, Tabachnikova A, Tabacof L, Malik AA, Kamath K, Greene K, Monteiro VS, Peña-Hernandez M, Mao T, Bhattacharjee B, Takahashi T, Lucas C, Silva J, Mccarthy D, Breyman E, Tosto-Mancuso J, Dai Y, Perotti E, Akduman K, Tzeng TJ, Xu L, Yildirim I, Krumholz HM, Shon J, Medzhitov R, Omer SB, van Dijk D, Ring AM, Putrino D, Iwasaki A. Distinguishing features of Long COVID identified through immune profiling. MedRxiv : The Preprint Server For Health Sciences 2022 PMID: 35982667, PMCID: PMC9387160, DOI: 10.1101/2022.08.09.22278592.
Single-cell multi-omics reveals dyssynchrony of the innate and adaptive immune system in progressive COVID-19Unterman A, Sumida TS, Nouri N, Yan X, Zhao AY, Gasque V, Schupp JC, Asashima H, Liu Y, Cosme C, Deng W, Chen M, Raredon MSB, Hoehn KB, Wang G, Wang Z, DeIuliis G, Ravindra NG, Li N, Castaldi C, Wong P, Fournier J, Bermejo S, Sharma L, Casanovas-Massana A, Vogels CBF, Wyllie AL, Grubaugh ND, Melillo A, Meng H, Stein Y, Minasyan M, Mohanty S, Ruff WE, Cohen I, Raddassi K, Niklason L, Ko A, Montgomery R, Farhadian S, Iwasaki A, Shaw A, van Dijk D, Zhao H, Kleinstein S, Hafler D, Kaminski N, Dela Cruz C. Single-cell multi-omics reveals dyssynchrony of the innate and adaptive immune system in progressive COVID-19 Nature Communications 2022, 13: 440. PMID: 35064122, PMCID: PMC8782894, DOI: 10.1038/s41467-021-27716-4.
A method for the rational selection of drug repurposing candidates from multimodal knowledge harmonization.Schultz B, Zaliani A, Ebeling C, Reinshagen J, Bojkova D, Lage-Rupprecht V, Karki R, Lukassen S, Gadiya Y, Ravindra NG, Das S, Baksi S, Domingo-Fernández D, Lentzen M, Strivens M, Raschka T, Cinatl J, DeLong LN, Gribbon P, Geisslinger G, Ciesek S, van Dijk D, Gardner S, Kodamullil AT, Fröhlich H, Peitsch M, Jacobs M, Hoeng J, Eils R, Claussen C, Hofmann-Apitius M. A method for the rational selection of drug repurposing candidates from multimodal knowledge harmonization. Scientific Reports 2021, 11: 11049. PMID: 34040048, PMCID: PMC8155020, DOI: 10.1038/s41598-021-90296-2.
Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural NetworksSehanobish A, Ravindra N, Van Dijk D. Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks Proceedings Of The AAAI Conference On Artificial Intelligence 2021, 35: 4864-4873. DOI: 10.1609/aaai.v35i6.16619.
Neuroinvasion of SARS-CoV-2 in human and mouse brainSong E, Zhang C, Israelow B, Lu-Culligan A, Prado AV, Skriabine S, Lu P, Weizman OE, Liu F, Dai Y, Szigeti-Buck K, Yasumoto Y, Wang G, Castaldi C, Heltke J, Ng E, Wheeler J, Alfajaro MM, Levavasseur E, Fontes B, Ravindra NG, Van Dijk D, Mane S, Gunel M, Ring A, Kazmi SAJ, Zhang K, Wilen CB, Horvath TL, Plu I, Haik S, Thomas JL, Louvi A, Farhadian SF, Huttner A, Seilhean D, Renier N, Bilguvar K, Iwasaki A. Neuroinvasion of SARS-CoV-2 in human and mouse brain Journal Of Experimental Medicine 2021, 218: e20202135. PMID: 33433624, PMCID: PMC7808299, DOI: 10.1084/jem.20202135.
Genome-wide CRISPR Screens Reveal Host Factors Critical for SARS-CoV-2 InfectionWei J, Alfajaro MM, DeWeirdt PC, Hanna RE, Lu-Culligan WJ, Cai WL, Strine MS, Zhang SM, Graziano VR, Schmitz CO, Chen JS, Mankowski MC, Filler RB, Ravindra NG, Gasque V, de Miguel FJ, Patil A, Chen H, Oguntuyo KY, Abriola L, Surovtseva YV, Orchard RC, Lee B, Lindenbach BD, Politi K, van Dijk D, Kadoch C, Simon MD, Yan Q, Doench JG, Wilen CB. Genome-wide CRISPR Screens Reveal Host Factors Critical for SARS-CoV-2 Infection Cell 2020, 184: 76-91.e13. PMID: 33147444, PMCID: PMC7574718, DOI: 10.1016/j.cell.2020.10.028.
Neuroinvasion of SARS-CoV-2 in human and mouse brain.Song E, Zhang C, Israelow B, Lu-Culligan A, Prado AV, Skriabine S, Lu P, Weizman OE, Liu F, Dai Y, Szigeti-Buck K, Yasumoto Y, Wang G, Castaldi C, Heltke J, Ng E, Wheeler J, Alfajaro MM, Levavasseur E, Fontes B, Ravindra NG, Van Dijk D, Mane S, Gunel M, Ring A, Kazmi SAJ, Zhang K, Wilen CB, Horvath TL, Plu I, Haik S, Thomas JL, Louvi A, Farhadian SF, Huttner A, Seilhean D, Renier N, Bilguvar K, Iwasaki A. Neuroinvasion of SARS-CoV-2 in human and mouse brain. BioRxiv : The Preprint Server For Biology 2020 PMID: 32935108, PMCID: PMC7491522, DOI: 10.1101/2020.06.25.169946.
Disease state prediction from single-cell data using graph attention networksRavindra N, Sehanobish A, Pappalardo J, Hafler D, van Dijk D. Disease state prediction from single-cell data using graph attention networks 2020, 121-130. DOI: 10.1145/3368555.3384449.
Finding Archetypal Spaces Using Neural Networksvan Dijk D, Burkhardt D, Amodio M, Tong A, Wolf G, Krishnaswamy S. Finding Archetypal Spaces Using Neural Networks 2019, 00: 2634-2643. DOI: 10.1109/bigdata47090.2019.9006484.
Compressed DiffusionGigante S, Stanley J, Vu N, van Dijk D, Moon K, Wolf G, Krishnaswamy S. Compressed Diffusion 2019, 00: 1-4. DOI: 10.1109/sampta45681.2019.9030994.
Modeling Global Dynamics from Local Snapshots with Deep Generative Neural NetworksGigante S, van Dijk D, Moon K, Strzalkowski A, Wolf G, Krishnaswamy S. Modeling Global Dynamics from Local Snapshots with Deep Generative Neural Networks 2019, 00: 1-4. DOI: 10.1109/sampta45681.2019.9030978.
Manifold learning-based methods for analyzing single-cell RNA-sequencing dataMoon K, Stanley J, Burkhardt D, van Dijk D, Wolf G, Krishnaswamy S. Manifold learning-based methods for analyzing single-cell RNA-sequencing data Current Opinion In Systems Biology 2018, 7: 36-46. DOI: 10.1016/j.coisb.2017.12.008.
Individual-based simulation of sexual selection: A quantitative genetic approachvan Dijk D, Sloot P, Tay J, Schut M. Individual-based simulation of sexual selection: A quantitative genetic approach Procedia Computer Science 2010, 1: 2003-2011. DOI: 10.1016/j.procs.2010.04.224.