BioBERT: a pre-trained biomedical language representation model for biomedical text mining von Lee, Jinhyuk, Yoon, Wonjin, Kim, Sungdong, Kim, Donghyeon, Kim, Sunkyu, So, Chan Ho, Kang, Jaewoo

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The role of DNA methylation in epigenetics of aging von Unnikrishnan, Archana, Freeman, Willard M., Jackson, Jordan, Wren, Jonathan D., Porter, Hunter, Richardson, Arlan

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RAxML-NG: a fast, scalable and user-friendly tool for maximum likelihood phylogenetic inference von Kozlov, Alexey M, Darriba, Diego, Flouri, Tomáš, Morel, Benoit, Stamatakis, Alexandros

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TISIDB: an integrated repository portal for tumor–immune system interactions von Ru, Beibei, Wong, Ching Ngar, Tong, Yin, Zhong, Jia Yi, Zhong, Sophia Shek Wa, Wu, Wai Chung, Chu, Ka Chi, Wong, Choi Yiu, Lau, Chit Ying, Chen, Ian, Chan, Nam Wai, Zhang, Jiangwen

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VarSome: the human genomic variant search engine von Kopanos, Christos, Tsiolkas, Vasilis, Kouris, Alexandros, Chapple, Charles E, Albarca Aguilera, Monica, Meyer, Richard, Massouras, Andreas

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admetSAR 2.0: web-service for prediction and optimization of chemical ADMET properties von Yang, Hongbin, Lou, Chaofeng, Sun, Lixia, Li, Jie, Cai, Yingchun, Wang, Zhuang, Li, Weihua, Liu, Guixia, Tang, Yun

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GSCALite: a web server for gene set cancer analysis von Liu, Chun-Jie, Hu, Fei-Fei, Xia, Meng-Xuan, Han, Leng, Zhang, Qiong, Guo, An-Yuan

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Cooler: scalable storage for Hi-C data and other genomically labeled arrays von Abdennur, Nezar, Mirny, Leonid A

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CoV-AbDab: the coronavirus antibody database von Raybould, Matthew I J, Kovaltsuk, Aleksandr, Marks, Claire, Deane, Charlotte M

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Bioinformatics programs are 31-fold over-represented among the highest impact scientific papers of the past two decades von Wren, Jonathan D

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Compound-protein interaction prediction with end-to-end learning of neural networks for graphs and sequences von Tsubaki, Masashi, Tomii, Kentaro, Sese, Jun

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FQC Dashboard: integrates FastQC results into a web-based, interactive, and extensible FASTQ quality control tool von Brown, Joseph, Pirrung, Meg, McCue, Lee Ann

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ARGs-OAP v2.0 with an expanded SARG database and Hidden Markov Models for enhancement characterization and quantification of antibiotic resistance genes in environmental metagenome... von Yin, Xiaole, Jiang, Xiao-Tao, Chai, Benli, Li, Liguan, Yang, Ying, Cole, James R, Tiedje, James M, Zhang, Tong

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LD Hub: a centralized database and web interface to perform LD score regression that maximizes the potential of summary level GWAS data for SNP heritability and genetic correlation... von Zheng, Jie, Erzurumluoglu, A Mesut, Elsworth, Benjamin L, Kemp, John P, Howe, Laurence, Haycock, Philip C, Hemani, Gibran, Tansey, Katherine, Laurin, Charles, Pourcain, Beate St, Warrington, Nicole M, Finucane, Hilary K, Price, Alkes L, Bulik-Sullivan, Brendan K, Anttila, Verneri, Paternoster, Lavinia, Gaunt, Tom R, Evans, David M, Neale, Benjamin M

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DeepPurpose: a deep learning library for drug–target interaction prediction von Huang, Kexin, Fu, Tianfan, Glass, Lucas M, Zitnik, Marinka, Xiao, Cao, Sun, Jimeng

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DeepSynergy: predicting anti-cancer drug synergy with Deep Learning von Preuer, Kristina, Lewis, Richard P I, Hochreiter, Sepp, Bender, Andreas, Bulusu, Krishna C, Klambauer, Günter

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heatmaply: an R package for creating interactive cluster heatmaps for online publishing von Galili, Tal, O'Callaghan, Alan, Sidi, Jonathan, Sievert, Carson

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Calypso: a user-friendly web-server for mining and visualizing microbiome-environment interactions von Zakrzewski, Martha, Proietti, Carla, Ellis, Jonathan J, Hasan, Shihab, Brion, Marie-Jo, Berger, Bernard, Krause, Lutz

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Cross-type biomedical named entity recognition with deep multi-task learning von Wang, Xuan, Zhang, Yu, Ren, Xiang, Zhang, Yuhao, Zitnik, Marinka, Shang, Jingbo, Langlotz, Curtis, Han, Jiawei

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An attention-based BiLSTM-CRF approach to document-level chemical named entity recognition von Luo, Ling, Yang, Zhihao, Yang, Pei, Zhang, Yin, Wang, Lei, Lin, Hongfei, Wang, Jian

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