Institute for Systems Biology (ISB) is a Providence-affiliated cross-disciplinary non-profit biomedical research organization based in Seattle. We focus on some of the most pressing issues in human health, including aging, brain health, cancer, COVID-19, the human microbiome, as well as many infectious diseases. ISB’s science is translational, and we champion sound scientific research that results in real-world clinical impacts. Learn more at isbscience.org, and see our published research papers here.

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Submissions from 2020

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Pre-existing immunity to influenza virus hemagglutinin stalk might drive selection for antibody-escape mutant viruses in a human challenge model., Jae-Keun Park, Yongli Xiao, Mitchell D Ramuta, Luz Angela Rosas, Sharon Fong, Alexis M Matthews, Ashley D Freeman, Monica A Gouzoulis, Natalia A Batchenkova, Xingdong Yang, Kelsey Scherler, Li Qi, Susan Reed, Rani Athota, Lindsay Czajkowski, Alison Han, David M Morens, Kathie-Anne Walters, Matthew J Memoli, John C Kash, and Jeffery K Taubenberger

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Investigating the Effects of Brainstem Neuronal Adaptation on Cardiovascular Homeostasis., James H Park, Jonathan Gorky, Babatunde Ogunnaike, Rajanikanth Vadigepalli, and James S Schwaber

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Intricate Genetic Programs Controlling Dormancy in Mycobacterium tuberculosis., Eliza Jr Peterson, Abrar A Abidi, Mario L Arrieta-Ortiz, Boris Aguilar, James T Yurkovich, Amardeep Kaur, Min Pan, Vivek Srinivas, Ilya Shmulevich, and Nitin Baliga

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Causal mutations from adaptive laboratory evolution are outlined by multiple scales of genome annotations and condition-specificity., Patrick V Phaneuf, James T Yurkovich, David Heckmann, Muyao Wu, Troy E Sandberg, Zachary A King, Justin Tan, Bernhard O Palsson, and Adam M Feist

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Ageotypes: Distinct Biomolecular Trajectories in Human Aging., Brian D. Piening, Jennifer Lovejoy, and John C Earls

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Acquiring and Analyzing Data Independent Acquisition Proteomics Experiments without Spectrum Libraries., Lindsay K Pino, Seth C Just, Michael J MacCoss, and Brian C Searle

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Absence of full-length dystrophin impairs normal maturation and contraction of cardiomyocytes derived from human-induced pluripotent stem cells., J Manuel Pioner, Xuan Guan, Jordan M Klaiman, Alice W Racca, Lil Pabon, Veronica Muskheli, Jesse Macadangdang, Cecilia Ferrantini, Michael R Hoopmann, Robert L Moritz, Deok-Ho Kim, Chiara Tesi, Corrado Poggesi, Charles E Murry, Martin K Childers, David L Mack, and Michael Regnier

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Emergence of Organisms., Andrea Roli and Stuart A Kauffman

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A small sustained increase in NOD1 abundance promotes ligand-independent inflammatory and oncogene transcriptional responses., Leah M Rommereim, Ajay Suresh Akhade, Bhaskar Dutta, Carolyn Hutcheon, Nicolas W Lounsbury, Clifford C Rostomily, Ram Savan, Iain D C Fraser, Ronald N Germain, and Naeha Subramanian

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Composition of Caenorhabditis elegans extracellular vesicles suggests roles in metabolism, immunity, and aging., Joshua C Russell, Taek-Kyun Kim, Ayush Noori, Gennifer E Merrihew, Julia E Robbins, Alexandra Golubeva, Kai Wang, Michael J MacCoss, and Matt Kaeberlein

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Society for Immunotherapy of Cancer clinical and biomarkers data sharing resource document: Volume I-conceptual challenges., Sergio Rutella, Michael A Cannarile, Sacha Gnjatic, Bruno Gomes, Justin Guinney, Vaios Karanikas, Mohan Karkada, John M Kirkwood, Beatrix Kotlan, Giuseppe V Masucci, Els Meeusen, Anne Monette, Aung Naing, Vésteinn Thorsson, Nicholas Tschernia, Ena Wang, Daniel K Wells, Timothy L Wyant, and Alessandra Cesano

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Advancing human health in the decade ahead: pregnancy as a key window for discovery: A Burroughs Wellcome Fund Pregnancy Think Tank., Yoel Sadovsky, Sam Mesiano, Graham J Burton, Michelle Lampl, Jeffrey C Murray, Rachel M Freathy, Anita Mahadevan-Jansen, Ashley Moffett, Nathan D Price, Paul H Wise, Derek E Wildman, Ralph Snyderman, Nigel Paneth, John Anthony Capra, Marcelo A Nobrega, Yaacov Barak, and Louis J Muglia

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Defining the proteolytic landscape during enterovirus infection., Mohsan Saeed, Sebastian Kapell, Nicholas T Hertz, Xianfang Wu, Kierstin Bell, Alison W Ashbrook, Milica Tesic Mark, Henry A Zebroski, Maxwell L Neal, Malin Flodström-Tullberg, Margaret R MacDonald, John D Aitchison, Henrik Molina, and Charles M Rice

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Generating high quality libraries for DIA MS with empirically corrected peptide predictions., Brian C Searle, Kristian E Swearingen, Christopher A Barnes, Tobias Schmidt, Siegfried Gessulat, Bernhard Küster, and Mathias Wilhelm

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Serum-borne lipids amplify TLR-activated inflammatory responses., Naveen Sharma, Ajay Suresh Akhade, Sana Ismaeel, and Ayub Qadri

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Circulating MicroRNAs and Extracellular Vesicle-Containing MicroRNAs as Response Biomarkers of Anti-programmed Cell Death Protein 1 or Programmed Death-Ligand 1 Therapy in NSCLC., Takehito Shukuya, Vikas Ghai, Joseph M Amann, Tamio Okimoto, Konstantin Shilo, Taek-Kyun Kim, Kai Wang, and David P Carbone

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Current Status and Future Prospects of Genome-Scale Metabolic Modeling to Optimize the Use of Mesenchymal Stem Cells in Regenerative Medicine., Þóra Sigmarsdóttir, Sarah McGarrity, Óttar Rolfsson, James T Yurkovich, and Ólafur E Sigurjónsson

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Behavior-related gene regulatory networks: A new level of organization in the brain., Saurabh Sinha, Beryl M Jones, Ian M Traniello, Syed A Bukhari, Marc S Halfon, Hans A Hofmann, Sui Huang, Paul S Katz, Jason Keagy, Vincent J Lynch, Marla B Sokolowski, Lisa J Stubbs, Shayan Tabe-Bordbar, Mariana F Wolfner, and Gene E Robinson

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PerSort Facilitates Characterization and Elimination of Persister Subpopulation in Mycobacteria., Vivek Srinivas, Mario L Arrieta-Ortiz, Amardeep Kaur, Eliza Jr Peterson, and Nitin Baliga

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Dynamics of a birth-death process based on combinatorial innovation., Mike Steel, Wim Hordijk, and Stuart A Kauffman

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Multiomic Immunophenotyping of COVID-19 Patients Reveals Early Infection Trajectories., Yapeng Su, Daniel Chen, Christopher Lausted, Dan Yuan, Jongchan Choi, Cheng Dai, Valentin Voillet, Kelsey Scherler, Pamela Troisch, Venkata R Duvvuri, Priyanka Baloni, Guangrong Qin, Brett Smith, Sergey Kornilov, Clifford Rostomily, Alex Xu, Jing Li, Shen Dong, Alissa Rothchild, Jing Zhou, Kim Murray, Rick Edmark, Sunga Hong, Lesley Jones, Yong Zhou, Ryan Roper, Sean Mackay, D Shane O'Mahony, Christopher Dale, Julie A Wallick, Heather A Algren, Zager A Michael, Andrew T Magis, Wei Wei, Nathan D Price, Sui Huang, Naeha Subramanian, Kai Wang, Jennifer Hadlock, Leroy Hood, Alan Aderem, Jeffrey A Bluestone, Lewis L Lanier, Phil Greenberg, Raphael Gottardo, Mark M Davis, Jason D Goldman, James R Heath, and ISB-Swedish COVID19 Biobanking Unit

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Multi-omics resolves a sharp disease-state shift between mild and moderate COVID-19, Yapeng Su, Daniel Chen, Dan Yuan, Christopher Lausted, Jongchan Choi, Chengzhen L Dai, Valentin Voillet, Venkata R Duvvuri, Kelsey Scherler, Pamela Troisch, Priyanka Baloni, Guangrong Qin, Brett Smith, Sergey A Kornilov, Clifford Rostomily, Alex Xu, Jing Li, Shen Dong, Alissa Rothchild, Jing Zhou, Kim Murray, Rick Edmark, Sunga Hong, John Heath, John Earls, Rongyu Zhang, Jingyi Xie, Sarah Li, Ryan Roper, Lesley Jones, Yong Zhou, Lee Rowen, Rachel Liu, Sean Mackay, D Shane O'Mahony, chris dale, Julie A Wallick, Heather A Algren, Zager A. Michael, ISB-Swedish COVID19 Biobanking Unit, Wei Wei, Nathan D Price, Sui Huang, Naeha Subramanian, Kai Wang, Andrew T Magis, Jennifer Hadlock, Leroy Hood, Alan Aderem, Jeffrey A. Bluestone, Lewis L. Lanier, Philip D. Greenberg, Raphael Gottardo, Mark M. Davis, Jason D Goldman, and James R. Heath

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Multi-omic single-cell snapshots reveal multiple independent trajectories to drug tolerance in a melanoma cell line., Yapeng Su, Melissa E Ko, Hanjun Cheng, Ronghui Zhu, Min Xue, Jessica Wang, Jihoon W Lee, Luke Frankiw, Alexander Xu, Stephanie Wong, Lidia Robert, Kaitlyn Takata, Dan Yuan, Yue Lu, Sui Huang, Antoni Ribas, Raphael Levine, Garry P Nolan, Wei Wei, Sylvia K Plevritis, Guideng Li, David Baltimore, and James R Heath

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Active learning narrows achievement gaps for underrepresented students in undergraduate science, technology, engineering, and math., Elli J Theobald, Mariah J Hill, Elisa Tran, Sweta Agrawal, E Nicole Arroyo, Shawn Behling, Nyasha Chambwe, Dianne Laboy Cintrón, Jacob D Cooper, Gideon Dunster, Jared A Grummer, Kelly Hennessey, Jennifer Hsiao, Nicole Iranon, Leonard Jones, Hannah Jordt, Marlowe Keller, Melissa E Lacey, Caitlin E Littlefield, Alexander Lowe, Shannon Newman, Vera Okolo, Savannah Olroyd, Brandon R Peecook, Sarah B Pickett, David L Slager, Itzue W Caviedes-Solis, Kathryn E Stanchak, Vasudha Sundaravardan, Camila Valdebenito, Claire R Williams, Kaitlin Zinsli, and Scott Freeman

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Multiplatform Integrative Analysis of Immunogenomic Data for Biomarker Discovery., Vésteinn Thorsson

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Sequential Wnt Agonist Then Antagonist Treatment Accelerates Tissue Repair and Minimizes Fibrosis., Xiao-Jun Tian, Dong Zhou, Haiyan Fu, Rong Zhang, Xiaojie Wang, Sui Huang, Youhua Liu, and Jianhua Xing

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Biofilms of the non-tuberculous Mycobacterium chelonae form an extracellular matrix and display distinct expression patterns, Perla Vega-Dominguez, Eliza Jr Peterson, Min Pan, Alessandro Di Maio, Saumya Singh, Siva Umapathy, Deepak K Saini, Nitin Baliga, and Apoorva Bhatt

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Erratum: Viswanathan, A., et al. Battling Glioblastoma: A Novel Tyrosine Kinase Inhibitor with Multi-Dimensional Anti-Tumor Effect (Running Title: Cancer Cells Death Signalling Activation)., Anisha Viswanathan, Aliyu Musa, Akshaya Murugesan, João R Vale, Carlos A M Afonso, Saravanan Konda Mani, Olli Yli-Harja, Nuno R Candeias, and Meenakshisundaram Kandhavelu

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BioHackathon 2015: Semantics of data for life sciences and reproducible research., Rutger A Vos, Toshiaki Katayama, Hiroyuki Mishima, Shin Kawano, Shuichi Kawashima, Jin-Dong Kim, Yuki Moriya, Toshiaki Tokimatsu, Atsuko Yamaguchi, Yasunori Yamamoto, Hongyan Wu, Peter Amstutz, Erick Antezana, Nobuyuki P Aoki, Kazuharu Arakawa, Jerven T Bolleman, Evan Bolton, Raoul J P Bonnal, Hidemasa Bono, Kees Burger, Hirokazu Chiba, Kevin B Cohen, Eric W Deutsch, Jesualdo T Fernández-Breis, Gang Fu, Takatomo Fujisawa, Atsushi Fukushima, Alexander García, Naohisa Goto, Tudor Groza, Colin Hercus, Robert Hoehndorf, Kotone Itaya, Nick Juty, Takeshi Kawashima, Jee-Hyub Kim, Akira R Kinjo, Masaaki Kotera, Kouji Kozaki, Sadahiro Kumagai, Tatsuya Kushida, Thomas Lütteke, Masaaki Matsubara, Joe Miyamoto, Attayeb Mohsen, Hiroshi Mori, Yuki Naito, Takeru Nakazato, Jeremy Nguyen-Xuan, Kozo Nishida, Naoki Nishida, Hiroyo Nishide, Soichi Ogishima, Tazro Ohta, Shujiro Okuda, Benedict Paten, Jean-Luc Perret, Philip Prathipati, Pjotr Prins, Núria Queralt-Rosinach, Daisuke Shinmachi, Shinya Suzuki, Tsuyosi Tabata, Terue Takatsuki, Kieron Taylor, Mark Thompson, Ikuo Uchiyama, Bruno Vieira, Chih-Hsuan Wei, Mark Wilkinson, Issaku Yamada, Ryota Yamanaka, Kazutoshi Yoshitake, Akiyasu C Yoshizawa, Michel Dumontier, Kenjiro Kosaki, and Toshihisa Takagi

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Multiomic blood correlates of genetic risk identify presymptomatic disease alterations., Michael Wainberg, Andrew T Magis, John C Earls, Jennifer C Lovejoy, Nasa Sinnott-Armstrong, Gilbert S Omenn, Leroy Hood, and Nathan D Price

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Circulating activated lymphocyte subsets as potential blood biomarkers of cancer progression., Ying-Yi Wang, Na Zhou, Hong-Sheng Liu, Xiao-Lei Gong, Rui Zhu, Xiao-Yuan Li, Zhao Sun, Xu-Hong Zong, Ning-Ning Li, Chang-Ting Meng, Chun-Mei Bai, and Tai-Sheng Li

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Single-Cell Sequencing-Enabled Hexokinase 2 Assay for Noninvasive Bladder Cancer Diagnosis and Screening by Detecting Rare Malignant Cells in Urine., Zhuo Wang, Jie Chen, Liu Yang, Mingzhe Cao, Yanlan Yu, Rulin Zhang, Heng Quan, Qi Jiang, Yingqi Hua, Wei Wei, Peihua Lu, Jun Wu, and Qihui Shi

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Meta-Analysis of the Alzheimer's Disease Human Brain Transcriptome and Functional Dissection in Mouse Models., Ying-Wooi Wan, Rami Al-Ouran, Carl G Mangleburg, Thanneer M Perumal, Tom V Lee, Katherine Allison, Vivek Swarup, Cory C Funk, Chris Gaiteri, Mariet Allen, Minghui Wang, Sarah M Neuner, Catherine C Kaczorowski, Vivek M Philip, Gareth R Howell, Heidi Martini-Stoica, Hui Zheng, Hongkang Mei, Xiaoyan Zhong, Jungwoo Wren Kim, Valina L Dawson, Ted M Dawson, Ping-Chieh Pao, Li-Huei Tsai, Jean-Vianney Haure-Mirande, Michelle E Ehrlich, Paramita Chakrabarty, Yona Levites, Xue Wang, Eric B Dammer, Gyan Srivastava, Sumit Mukherjee, Solveig K Sieberts, Larsson Omberg, Kristen D Dang, James A Eddy, Phil Snyder, Yooree Chae, Sandeep Amberkar, Wenbin Wei, Winston Hide, Christoph Preuss, Ayla Ergun, Phillip J Ebert, David C Airey, Sara Mostafavi, Lei Yu, Hans-Ulrich Klein, Accelerating Medicines Partnership, Alzheimer’s Disease Consortium, Gregory W Carter, David A Collier, Todd E Golde, Allan I Levey, David A Bennett, Karol Estrada, T Matthew Townsend, Bin Zhang, Eric Schadt, Philip L De Jager, Nathan D Price, Nilüfer Ertekin-Taner, Zhandong Liu, Joshua M Shulman, Lara M Mangravite, and Benjamin A Logsdon

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A primary human T-cell spectral library to facilitate large scale quantitative T-cell proteomics., Harshi Weerakoon, Jeremy Potriquet, Alok K Shah, Sarah Reed, Buddhika Jayakody, Charu Kapil, Mukul K Midha, Robert L Moritz, Ailin Lepletier, Jason Mulvenna, John J Miles, and Michelle M Hill

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Key Parameters of Tumor Epitope Immunogenicity Revealed Through a Consortium Approach Improve Neoantigen Prediction., Daniel K Wells, Marit M van Buuren, Kristen K Dang, Vanessa M Hubbard-Lucey, Kathleen C F Sheehan, Katie M Campbell, Andrew Lamb, Jeffrey P Ward, John Sidney, Ana B Blazquez, Andrew J Rech, Jesse M Zaretsky, Begonya Comin-Anduix, Alphonsus H C Ng, William Chour, Thomas V Yu, Hira Rizvi, Jia M Chen, Patrice Manning, Gabriela M Steiner, Xengie C Doan, Taha Merghoub, Justin Guinney, Adam Kolom, Cheryl Selinsky, Antoni Ribas, Matthew D Hellmann, Nir Hacohen, Alessandro Sette, James R Heath, Nina Bhardwaj, Fred Ramsdell, Robert D Schreiber, Ton N Schumacher, Pia Kvistborg, and Nadine A Defranoux

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Loss of the neural-specific BAF subunit ACTL6B relieves repression of early response genes and causes recessive autism., Wendy Wenderski, Lu Wang, Andrey Krokhotin, Jessica J Walsh, Hongjie Li, Hirotaka Shoji, Shereen Ghosh, Renee D George, Erik L Miller, Laura Elias, Mark A Gillespie, Esther Y Son, Brett T Staahl, Seung Tae Baek, Valentina Stanley, Cynthia Moncada, Zohar Shipony, Sara B Linker, Maria C N Marchetto, Fred H Gage, Dillon Chen, Tipu Sultan, Maha S Zaki, Jeffrey A Ranish, Tsuyoshi Miyakawa, Liqun Luo, Robert C Malenka, Gerald R Crabtree, and Joseph G Gleeson

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SOSTDC1-producing follicular helper T cells promote regulatory follicular T cell differentiation., Xin Wu, Yun Wang, Rui Huang, Qujing Gai, Haofei Liu, Meimei Shi, Xiang Zhang, Yonglin Zuo, Longjuan Chen, Qiwen Zhao, Yu Shi, Fengchao Wang, Xiaowei Yan, Huiping Lu, Senlin Xu, Xiaohong Yao, Lin Chen, Xia Zhang, Qiang Tian, Ziyan Yang, Bo Zhong, Chen Dong, Yan Wang, Xiu-Wu Bian, and Xindong Liu

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Autocatalytic chemical networks at the origin of metabolism., Joana C Xavier, Wim Hordijk, Stuart Kauffman, Mike Steel, and William F Martin

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The Cancer Microbiome: Distinguishing Direct and Indirect Effects Requires a Systemic View., Joao B Xavier, Vincent B Young, Joseph Skufca, Fiona Ginty, Traci Testerman, Alexander T Pearson, Paul Macklin, Amir Mitchell, Ilya Shmulevich, Lei Xie, J Gregory Caporaso, Keith A Crandall, Nicole L Simone, Filipa Godoy-Vitorino, Timothy J Griffin, Katrine L Whiteson, Heather H Gustafson, Daniel J Slade, Thomas M Schmidt, Marina R S Walther-Antonio, Tal Korem, Bobbie-Jo M Webb-Robertson, Mark P Styczynski, W Evan Johnson, Christian Jobin, Jason M Ridlon, Andrew Y Koh, Michael Yu, Libusha Kelly, and Jennifer A Wargo

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Correction to: Small Molecule KRAS Agonist for Mutant KRAS Cancer Therapy., Ke Xu, Dongkyoo Park, Andrew T Magis, Jun Zhang, Wei Zhou, Gabriel L Sica, Suresh S Ramalingam, Walter J Curran, and Xingming Deng

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Epigenetic biotypes of post-traumatic stress disorder in war-zone exposed veteran and active duty males., Ruoting Yang, Aarti Gautam, Derese Getnet, Bernie J Daigle, Stacy Miller, Burook Misganaw, Kelsey R Dean, Raina Kumar, Seid Muhie, Kai Wang, Inyoul Lee, Duna Abu-Amara, Janine D Flory, PTSD Systems Biology Consortium, Leroy Hood, Owen M Wolkowitz, Synthia H Mellon, Francis J Doyle, Rachel Yehuda, Charles R Marmar, Kerry J Ressler, Rasha Hammamieh, and Marti Jett

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Correction: A DNA methylation clock associated with age-related illnesses and mortality is accelerated in men with combat PTSD., Ruoting Yang, Gwyneth W Y Wu, Josine E Verhoeven, Aarti Gautam, Victor I Reus, Jee In Kang, Janine D Flory, Duna Abu-Amara, PTSD Systems Biology Consortium, Leroy Hood, Francis J Doyle, Rachel Yehuda, Charles R Marmar, Marti Jett, Rasha Hammamieh, Synthia H Mellon, and Owen M Wolkowitz

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Combining deep learning with token selection for patient phenotyping from electronic health records., Zhen Yang, Matthias Dehmer, Olli Yli-Harja, and Frank Emmert-Streib

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Measurement of Organ-Specific and Acute-Phase Blood Protein Levels in Early Lyme Disease., Yong Zhou, Shizhen Qin, Mingjuan Sun, Li Tang, Xiaowei Yan, Taek-Kyun Kim, Juan Caballero, Gustavo Glusman, Mary E Brunkow, Mark J Soloski, Alison W Rebman, Carol Scavarda, Denise Cooper, Gilbert S Omenn, Robert L Moritz, Gary P Wormser, Nathan D Price, John N Aucott, and Leroy Hood

Submissions from 2019

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Protein-Catalyzed Capture Agents., Heather D Agnew, Matthew B Coppock, Matthew N Idso, Bert T Lai, JingXin Liang, Amy M McCarthy-Torrens, Carmen M Warren, and James R Heath

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Clinical Data: Sources and Types, Regulatory Constraints, Applications., Stanley C Ahalt, Christopher G Chute, Karamarie Fecho, Gustavo Glusman, Jennifer Hadlock, Casey Overby Taylor, Emily R Pfaff, Peter N Robinson, Harold Solbrig, Casey Ta, Nicholas Tatonetti, and Chunhua Weng

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Personalized Nutrition: Translating the Science of NutriGenomics Into Practice: Proceedings From the 2018 American College of Nutrition Meeting., Okezie I Aruoma, Sharon Hausman-Cohen, Jessica Pizano, Michael A Schmidt, Deanna M Minich, Yael Joffe, Sebastian Brandhorst, Simon J Evans, and David M Brady

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Genome-scale metabolic model of the rat liver predicts effects of diet restriction., Priyanka Baloni, Vineet Sangar, James T Yurkovich, Max Robinson, Scott Taylor, Christine M Karbowski, Hisham K Hamadeh, Yudong D He, and Nathan D Price

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Toward a comprehensive view of cancer immune responsiveness: a synopsis from the SITC workshop., Davide Bedognetti, Michele Ceccarelli, Lorenzo Galluzzi, Rongze Lu, Karolina Palucka, Josue Samayoa, Stefani Spranger, Sarah Warren, Kwok-Kin Wong, Elad Ziv, Diego Chowell, Lisa M Coussens, Daniel D De Carvalho, David G DeNardo, Jérôme Galon, Howard L Kaufman, Tomas Kirchhoff, Michael T Lotze, Jason J Luke, Andy J Minn, Katerina Politi, Leonard D Shultz, Richard Simon, Vésteinn Thórsson, Joanne B Weidhaas, Maria Libera Ascierto, Paolo Antonio Ascierto, James M Barnes, Valentin Barsan, Praveen K Bommareddy, Adrian Bot, Sarah E Church, Gennaro Ciliberto, Andrea De Maria, Dobrin Draganov, Winson S Ho, Heather M McGee, Anne Monette, Joseph F Murphy, Paola Nisticò, Wungki Park, Maulik Patel, Michael Quigley, Laszlo Radvanyi, Harry Raftopoulos, Nils-Petter Rudqvist, Alexandra Snyder, Randy F Sweis, Sara Valpione, Lisa H Butterfield, Mary L Disis, Bernard A Fox, Alessandra Cesano, and Francesco M Marincola

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Proteomics Standards Initiative Extended FASTA Format., Pierre-Alain Binz, Jim Shofstahl, Juan Antonio Vizcaíno, Harald Barsnes, Robert J Chalkley, Gerben Menschaert, Emanuele Alpi, Karl Clauser, Jimmy K Eng, Lydie Lane, Sean L Seymour, Luis Francisco Hernández Sánchez, Gerhard Mayer, Martin Eisenacher, Yasset Perez-Riverol, Eugene A Kapp, Luis Mendoza, Peter R Baker, Andrew Collins, Tim Van Den Bossche, and Eric W Deutsch

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Author Correction: Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2., Evan Bolyen, Jai Ram Rideout, Matthew R Dillon, Nicholas A Bokulich, Christian C Abnet, Gabriel A Al-Ghalith, Harriet Alexander, Eric J Alm, Manimozhiyan Arumugam, Francesco Asnicar, Yang Bai, Jordan E Bisanz, Kyle Bittinger, Asker Brejnrod, Colin J Brislawn, C Titus Brown, Benjamin J Callahan, Andrés Mauricio Caraballo-Rodríguez, John Chase, Emily K Cope, Ricardo Da Silva, Christian Diener, Pieter C Dorrestein, Gavin M Douglas, Daniel M Durall, Claire Duvallet, Christian F Edwardson, Madeleine Ernst, Mehrbod Estaki, Jennifer Fouquier, Julia M Gauglitz, Sean M Gibbons, Deanna L Gibson, Antonio Gonzalez, Kestrel Gorlick, Jiarong Guo, Benjamin Hillmann, Susan Holmes, Hannes Holste, Curtis Huttenhower, Gavin A Huttley, Stefan Janssen, Alan K Jarmusch, Lingjing Jiang, Benjamin D Kaehler, Kyo Bin Kang, Christopher R Keefe, Paul Keim, Scott T Kelley, Dan Knights, Irina Koester, Tomasz Kosciolek, Jorden Kreps, Morgan G I Langille, Joslynn Lee, Ruth Ley, Yong-Xin Liu, Erikka Loftfield, Catherine Lozupone, Massoud Maher, Clarisse Marotz, Bryan D Martin, Daniel McDonald, Lauren J McIver, Alexey V Melnik, Jessica L Metcalf, Sydney C Morgan, Jamie T Morton, Ahmad Turan Naimey, Jose A Navas-Molina, Louis Felix Nothias, Stephanie B Orchanian, Talima Pearson, Samuel L Peoples, Daniel Petras, Mary Lai Preuss, Elmar Pruesse, Lasse Buur Rasmussen, Adam Rivers, Michael S Robeson, Patrick Rosenthal, Nicola Segata, Michael Shaffer, Arron Shiffer, Rashmi Sinha, Se Jin Song, John R Spear, Austin D Swafford, Luke R Thompson, Pedro J Torres, Pauline Trinh, Anupriya Tripathi, Peter J Turnbaugh, Sabah Ul-Hasan, Justin J J van der Hooft, Fernando Vargas, Yoshiki Vázquez-Baeza, Emily Vogtmann, Max von Hippel, William Walters, Yunhu Wan, Mingxun Wang, Jonathan Warren, Kyle C Weber, Charles H D Williamson, Amy D Willis, Zhenjiang Zech Xu, Jesse R Zaneveld, Yilong Zhang, Qiyun Zhu, Rob Knight, and J Gregory Caporaso

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Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2., Evan Bolyen, Jai Ram Rideout, Matthew R Dillon, Nicholas A Bokulich, Christian C Abnet, Gabriel A Al-Ghalith, Harriet Alexander, Eric J Alm, Manimozhiyan Arumugam, Francesco Asnicar, Yang Bai, Jordan E Bisanz, Kyle Bittinger, Asker Brejnrod, Colin J Brislawn, C Titus Brown, Benjamin J Callahan, Andrés Mauricio Caraballo-Rodríguez, John Chase, Emily K Cope, Ricardo Da Silva, Christian Diener, Pieter C Dorrestein, Gavin M Douglas, Daniel M Durall, Claire Duvallet, Christian F Edwardson, Madeleine Ernst, Mehrbod Estaki, Jennifer Fouquier, Julia M Gauglitz, Sean M Gibbons, Deanna L Gibson, Antonio Gonzalez, Kestrel Gorlick, Jiarong Guo, Benjamin Hillmann, Susan Holmes, Hannes Holste, Curtis Huttenhower, Gavin A Huttley, Stefan Janssen, Alan K Jarmusch, Lingjing Jiang, Benjamin D Kaehler, Kyo Bin Kang, Christopher R Keefe, Paul Keim, Scott T Kelley, Dan Knights, Irina Koester, Tomasz Kosciolek, Jorden Kreps, Morgan G I Langille, Joslynn Lee, Ruth Ley, Yong-Xin Liu, Erikka Loftfield, Catherine Lozupone, Massoud Maher, Clarisse Marotz, Bryan D Martin, Daniel McDonald, Lauren J McIver, Alexey V Melnik, Jessica L Metcalf, Sydney C Morgan, Jamie T Morton, Ahmad Turan Naimey, Jose A Navas-Molina, Louis Felix Nothias, Stephanie B Orchanian, Talima Pearson, Samuel L Peoples, Daniel Petras, Mary Lai Preuss, Elmar Pruesse, Lasse Buur Rasmussen, Adam Rivers, Michael S Robeson, Patrick Rosenthal, Nicola Segata, Michael Shaffer, Arron Shiffer, Rashmi Sinha, Se Jin Song, John R Spear, Austin D Swafford, Luke R Thompson, Pedro J Torres, Pauline Trinh, Anupriya Tripathi, Peter J Turnbaugh, Sabah Ul-Hasan, Justin J J van der Hooft, Fernando Vargas, Yoshiki Vázquez-Baeza, Emily Vogtmann, Max von Hippel, William Walters, Yunhu Wan, Mingxun Wang, Jonathan Warren, Kyle C Weber, Charles H D Williamson, Amy D Willis, Zhenjiang Zech Xu, Jesse R Zaneveld, Yilong Zhang, Qiyun Zhu, Rob Knight, and J Gregory Caporaso

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Ensembles, dynamics, and cell types: Revisiting the statistical mechanics perspective on cellular regulation., Stefan Bornholdt and Stuart Kauffman

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Use and abuse of correlation analyses in microbial ecology., Alex Carr, Christian Diener, Nitin Baliga, and Sean M Gibbons

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Mcl-1 Interacts with Akt to Promote Lung Cancer Progression., Guo Chen, Dongkyoo Park, Andrew T Magis, Madhusmita Behera, Suresh S Ramalingam, Taofeek K Owonikoko, Gabriel L Sica, Keqiang Ye, Chao Zhang, Zhengjia Chen, Walter J Curran, and Xingming Deng

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Mcl-1 Interacts with Akt to Promote Lung Cancer Progression., Guo Chen, Dongkyoo Park, Andrew T Magis, Madhusmita Behera, Suresh S Ramalingam, Taofeek K Owonikoko, Gabriel L Sica, Keqiang Ye, Chao Zhang, Zhengjia Chen, Walter J Curran, and Xingming Deng

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Predicting drug synergy for precision medicine using network biology and machine learning., Ali Cuvitoglu, Joseph X Zhou, Sui Huang, and Zerrin Isik

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ADAPTS: Automated deconvolution augmentation of profiles for tissue specific cells., Samuel A Danziger, David L Gibbs, Ilya Shmulevich, Mark McConnell, Matthew W B Trotter, Frank Schmitz, David J Reiss, and Alexander V Ratushny

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Multi-omic biomarker identification and validation for diagnosing warzone-related post-traumatic stress disorder., Kelsey R Dean, Rasha Hammamieh, Synthia H Mellon, Duna Abu-Amara, Janine D Flory, Guia Guffanti, Kai Wang, Bernie J Daigle, Aarti Gautam, Inyoul Lee, Ruoting Yang, Lynn M Almli, F Saverio Bersani, Nabarun Chakraborty, Duncan Donohue, Kimberly Kerley, Taek-Kyun Kim, Eugene Laska, Min Young Lee, Daniel Lindqvist, Adriana Lori, Liangqun Lu, Burook Misganaw, Seid Muhie, Jennifer Newman, Nathan D Price, Shizhen Qin, Victor I Reus, Carole Siegel, Pramod R Somvanshi, Gunjan S Thakur, Yong Zhou, Leroy Hood, Kerry J Ressler, Owen M Wolkowitz, Rachel Yehuda, Marti Jett, Francis J Doyle, and Charles Marmar

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The ProteomeXchange consortium in 2020: enabling 'big data' approaches in proteomics., Eric W Deutsch, Nuno Bandeira, Vagisha Sharma, Yasset Perez-Riverol, Jeremy J Carver, Deepti J Kundu, David García-Seisdedos, Andrew F Jarnuczak, Suresh Hewapathirana, Benjamin S Pullman, Julie Wertz, Zhi Sun, Shin Kawano, Shujiro Okuda, Yu Watanabe, Henning Hermjakob, Brendan MacLean, Michael J MacCoss, Yunping Zhu, Yasushi Ishihama, and Juan A Vizcaíno

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Human Proteome Project Mass Spectrometry Data Interpretation Guidelines 3.0., Eric W Deutsch, Lydie Lane, Christopher M Overall, Nuno Bandeira, Mark S Baker, Charles Pineau, Robert L Moritz, Fernando Corrales, Sandra Orchard, Jennifer E Van Eyk, Young-Ki Paik, Susan T Weintraub, Yves Vandenbrouck, and Gilbert S Omenn

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Human Proteome Project Mass Spectrometry Data Interpretation Guidelines 3.0., Eric W Deutsch, Lydie Lane, Christopher M Overall, Nuno Bandeira, Mark S Baker, Charles Pineau, Robert L Moritz, Fernando Corrales, Sandra Orchard, Jennifer E Van Eyk, Young-Ki Paik, Susan T Weintraub, Yves Vandenbrouck, and Gilbert S Omenn

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Alkylaminophenol Induces G1/S Phase Cell Cycle Arrest in Glioblastoma Cells Through p53 and Cyclin-Dependent Kinase Signaling Pathway., Phuong Doan, Aliyu Musa, Nuno R Candeias, Frank Emmert-Streib, Olli Yli-Harja, and Meenakshisundaram Kandhavelu

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Multi-Omic Biological Age Estimation and Its Correlation With Wellness and Disease Phenotypes: A Longitudinal Study of 3,558 Individuals., John C Earls, Noa Rappaport, Laura M Heath, Tomasz Wilmanski, Andrew T Magis, Nicholas J Schork, Gilbert S Omenn, Jennifer Lovejoy, Leroy Hood, and Nathan D Price

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Ensuring Quality Standards and Reproducible Research for Data Analysis Services in Oncology: A Cooperative Service Model., Frank Emmert-Streib, Matthias Dehmer, and Olli Yli-Harja

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Before and After: Comparison of Legacy and Harmonized TCGA Genomic Data Commons' Data., Galen F Gao, Joel S Parker, Sheila M Reynolds, Tiago C Silva, Liang-Bo Wang, Wanding Zhou, Rehan Akbani, Matthew Bailey, Saianand Balu, Benjamin P Berman, Denise Brooks, Hu Chen, Andrew D Cherniack, John A Demchok, Li Ding, Ina Felau, Sharon Gaheen, Daniela S Gerhard, David I Heiman, Kyle M Hernandez, Katherine A Hoadley, Reyka Jayasinghe, Anab Kemal, Theo A Knijnenburg, Peter W Laird, Michael K A Mensah, Andrew J Mungall, A Gordon Robertson, Hui Shen, Roy Tarnuzzer, Zhining Wang, Matthew Wyczalkowski, Liming Yang, Jean C Zenklusen, Zhenyu Zhang, Han Liang, and Michael S Noble

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Suppression of chemotherapy-induced cytokine/lipid mediator surge and ovarian cancer by a dual COX-2/sEH inhibitor., Allison Gartung, Jun Yang, Vikas P Sukhatme, Diane R Bielenberg, Djanira Fernandes, Jaimie Chang, Birgitta A Schmidt, Sung Hee Hwang, David Zurakowski, Sui Huang, Mark W Kieran, Bruce D Hammock, and Dipak Panigrahy

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Extracellular Vesicle Encapsulated MicroRNAs in Patients with Type 2 Diabetes Are Affected by Metformin Treatment., Vikas Ghai, Taek-Kyun Kim, Alton Etheridge, Trine Nielsen, Torben Hansen, Oluf Pedersen, David Galas, and Kai Wang

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Defining Microbiome Health through a Host Lens., Sean M Gibbons

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Aspirin-triggered proresolving mediators stimulate resolution in cancer., Molly M Gilligan, Allison Gartung, Megan L Sulciner, Paul C Norris, Vikas P Sukhatme, Diane R Bielenberg, Sui Huang, Mark W Kieran, Charles N Serhan, and Dipak Panigrahy

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Alterations in Phosphorylation of Hepatocyte Ribosomal Protein S6 Control Plasmodium Liver Stage Infection., Elizabeth K K Glennon, Laura S Austin, Nadia Arang, Heather S Kain, Fred D Mast, Kamalakannan Vijayan, John D Aitchison, Stefan H I Kappe, and Alexis Kaushansky

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Fe limitation decreases transcriptional regulation over the diel cycle in the model diatom Thalassiosira pseudonana., Johanna A L Goldman, Megan J Schatz, Chris T Berthiaume, Sacha N Coesel, Mónica V Orellana, and E Virginia Armbrust

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Measuring Aging and Identifying Aging Phenotypes in Cancer Survivors., Jennifer L Guida, Tim A Ahles, Daniel Belsky, Judith Campisi, Harvey Jay Cohen, James DeGregori, Rebecca Fuldner, Luigi Ferrucci, Lisa Gallicchio, Leonid Gavrilov, Natalia Gavrilova, Paige A Green, Chamelli Jhappan, Ronald Kohanski, Kevin Krull, Jeanne Mandelblatt, Kirsten K Ness, Ann O'Mara, Nathan D Price, Jennifer Schrack, Stephanie Studenski, Olga Theou, Russell P Tracy, and Arti Hurria

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Histone Octamer Structure Is Altered Early in ISW2 ATP-Dependent Nucleosome Remodeling., Arjan Hada, Swetansu K Hota, Jie Luo, Yuan-Chi Lin, Seyit Kale, Alexey K Shaytan, Saurabh K Bhardwaj, Jim Persinger, Jeff Ranish, Anna R Panchenko, and Blaine Bartholomew

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Lymphatic Migration of Immune Cells., Henry R Hampton and Tatyana Chtanova

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Investigation of lipid metabolism dysregulation and the effects on immune microenvironments in pan-cancer using multiple omics data., Yang Hao, Daixi Li, Yong Xu, Jian Ouyang, Yongkun Wang, Yuqi Zhang, Baoguo Li, Lu Xie, and Guangrong Qin

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Framing technology challenges associated with improving cancer immunotherapies., James R Heath

Average Fitness Differences on NK Landscapes., Wim Hordijk, Stuart A Kauffman, and Peter F Stadler

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Molecular Diversity Required for the Formation of Autocatalytic Sets., Wim Hordijk, Mike Steel, and Stuart A Kauffman

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A Blueprint for Systems Biology., Trey Ideker and Leroy Hood

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Mass Spectrometry-Based Plasma Proteomics: Considerations from Sample Collection to Achieving Translational Data., Vera Ignjatovic, Philipp E Geyer, Krishnan K Palaniappan, Jessica E Chaaban, Gilbert S Omenn, Mark S Baker, Eric W Deutsch, and Jochen M Schwenk

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Data-driven multiscale modeling reveals the role of metabolic coupling for the spatio-temporal growth dynamics of yeast colonies., Jukka Intosalmi, Adrian C Scott, Michelle Hays, Nicholas Flann, Olli Yli-Harja, Harri Lähdesmäki, Aimée M Dudley, and Alexander Skupin

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Six Month Abstinence Heterogeneity in the Best Quit Study., Harold S Javitz, Terry M Bush, Jennifer C Lovejoy, Alula J Torres, Tallie Wetzel, Ken P Wassum, Marcia M Tan, Nabil Alshurafa, and Bonnie Spring

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Cancer cell population growth kinetics at low densities deviate from the exponential growth model and suggest an Allee effect., Kaitlyn E Johnson, Grant Howard, William Mo, Michael K Strasser, Ernesto A B F Lima, Sui Huang, and Amy Brock

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Cancer cell population growth kinetics at low densities deviate from the exponential growth model and suggest an Allee effect., Kaitlyn E Johnson, Grant Howard, William Mo, Michael K Strasser, Ernesto A B F Lima, Sui Huang, and Amy Brock

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Assessing protein sequence database suitability using de novo sequencing., Richard Johnson, Brian C Searle, Brook L Nunn, Jason M Gilmore, Molly Phillips, Chris T Amemiya, Michelle Heck, and Michael J MacCoss

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An Inflammatory Landscape for Preoperative Neurologic Deficits in Glioblastoma., Amal Katrib, Hyun-Hwan Jeong, Nina L Fransen, Kristin S Henzel, and Jeremy A Miller

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Genomic and molecular characterization of preterm birth., Theo A Knijnenburg, Joseph G Vockley, Nyasha Chambwe, David L Gibbs, Crystal Humphries, Kathi C Huddleston, Elisabeth Klein, Prachi Kothiyal, Ryan Tasseff, Varsha Dhankani, Dale L Bodian, Wendy S W Wong, Gustavo Glusman, Denise E Mauldin, Michael Miller, Joseph Slagel, Summer Elasady, Jared C Roach, Roger Kramer, Kalle Leinonen, Jasper Linthorst, Rajiv Baveja, Robin Baker, Benjamin D Solomon, Greg Eley, Ramaswamy K Iyer, George L Maxwell, Brady Bernard, Ilya Shmulevich, Leroy Hood, and John E Niederhuber

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The Impact of Moyamoya Disease and, Ming-Jen Lee, Shannon Fallen, Yong Zhou, David Baxter, Kelsey Scherler, Meng-Fai Kuo, and Kai Wang

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Distinct Profiles of Cell-Free MicroRNAs in Plasma of Veterans with Post-Traumatic Stress Disorder., Min Young Lee, David Baxter, Kelsey Scherler, Taek-Kyun Kim, Xiaogang Wu, Duna Abu-Amara, Janine Flory, Rachel Yehuda, Charles Marmar, Marti Jett, Inyoul Lee, Kai Wang, and Leroy Hood

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A biological function based biomarker panel optimization process., Min Young Lee, Taek-Kyun Kim, Kathie-Anne Walters, and Kai Wang

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Characterizing the cancer-associated microbiome with small RNA sequencing data., Wei-Hao Lee, Kai-Pu Chen, Kai Wang, Hsuan-Cheng Huang, and Hsueh-Fen Juan

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Synthesis and preclinical validation of novel P2Y1 receptor ligands as a potent anti-prostate cancer agent., Hien Thi Thu Le, Tatu Rimpilainen, Saravanan Konda Mani, Akshaya Murugesan, Olli Yli-Harja, Nuno R Candeias, and Meenakshisundaram Kandhavelu

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Inhibition of heme sequestration of histidine-rich protein 2 using multiple epitope-targeted peptides., JingXin Liang, David N Bunck, Anvita Mishra, Sunga Hong, Matthew N Idso, and James R Heath

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Inhibition of heme sequestration of histidine-rich protein 2 using multiple epitope-targeted peptides., JingXin Liang, David N Bunck, Anvita Mishra, Sunga Hong, Matthew N Idso, and James R Heath

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Time-dependent saddle-node bifurcation: Breaking time and the point of no return in a non-autonomous model of critical transitions., Jeremiah H Li, Felix X-F Ye, Hong Qian, and Sui Huang

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Transcriptomics and proteomics reveal two waves of translational repression during the maturation of malaria parasite sporozoites., Scott E Lindner, Kristian E Swearingen, Melanie J Shears, Michael P Walker, Erin N Vrana, Kevin J Hart, Allen M Minns, Photini Sinnis, Robert L Moritz, and Stefan H I Kappe

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Genome-wide analysis identifies NR4A1 as a key mediator of T cell dysfunction., Xindong Liu, Yun Wang, Huiping Lu, Jing Li, Xiaowei Yan, Minglu Xiao, Jing Hao, Andrei Alekseev, Hiep Khong, Tenghui Chen, Rui Huang, Jin Wu, Qiwen Zhao, Qi Wu, Senlin Xu, Xiaohu Wang, Wei Jin, Shicang Yu, Yan Wang, Lai Wei, Aibo Wang, Bo Zhong, Ling Ni, Xiaolong Liu, Roza Nurieva, Lilin Ye, Qiang Tian, Xiu-Wu Bian, and Chen Dong

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Liquid biopsy-based single-cell metabolic phenotyping of lung cancer patients for informative diagnostics., Ziming Li, Zhuo Wang, Yin Tang, Xiang Lu, Jie Chen, Yu Dong, Baojun Wu, Chunying Wang, Liu Yang, Zhili Guo, Min Xue, Shun Lu, Wei Wei, and Qihui Shi

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Precision Medicine in Pancreatic Disease-Knowledge Gaps and Research Opportunities: Summary of a National Institute of Diabetes and Digestive and Kidney Diseases Workshop., Mark E Lowe, Dana K Andersen, Richard M Caprioli, Jyoti Choudhary, Zobeida Cruz-Monserrate, Anil K Dasyam, Christopher E Forsmark, Fred S Gorelick, Joe W Gray, Mark Haupt, Kimberly A Kelly, Kenneth P Olive, Sylvia K Plevritis, Noa Rappaport, Holger R Roth, Hanno Steen, S Joshua Swamidass, Temel Tirkes, Aliye Uc, Kirill Veselkov, David C Whitcomb, and Aida Habtezion