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 2022

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A metabolomic signature of the APOE2 allele., Paola Sebastiani, Zeyuan Song, Dylan Ellis, Qu Tian, Michaela Schwaiger-Haber, Ethan Stancliffe, Michael S Lustgarten, Cory C Funk, Priyanka Baloni, Cong-Hui Yao, Shakchhi Joshi, Megan M Marron, Anastasia Gurinovich, Mengze Li, Anastasia Leshchyk, Qingyan Xiang, Stacy L Andersen, Mary F Feitosa, Svetlana Ukraintseva, Mette Soerensen, Oliver Fiehn, Jose M Ordovas, Marcia Haigis, Stefano Monti, Nir Barzilai, Sofiya Milman, Luigi Ferrucci, Noa Rappaport, Gary J Patti, and Thomas T Perls

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Diminished cell proliferation promotes natural killer cell adaptive-like phenotype by limiting FcεRIγ expression., Avishai Shemesh, Yapeng Su, Daniel R Calabrese, Daniel Chen, Janice Arakawa-Hoyt, Kole T Roybal, James R Heath, John R Greenland, and Lewis L Lanier

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The immune landscape of solid pediatric tumors., Shimaa Sherif, Jessica Roelands, William Mifsud, Eiman I Ahmed, Christophe M Raynaud, Darawan Rinchai, Abbirami Sathappan, Ata Maaz, Ayman Saleh, Erdener Ozer, Khalid A Fakhro, Borbala Mifsud, Vésteinn Thorsson, Davide Bedognetti, and Wouter R L Hendrickx

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Exploring approaches for predictive cancer patient digital twins: Opportunities for collaboration and innovation., Eric A Stahlberg, Mohamed Abdel-Rahman, Boris Aguilar, Alireza Asadpoure, Robert A Beckman, Lynn L Borkon, Jeffrey N Bryan, Colleen M Cebulla, Young Hwan Chang, Ansu Chatterjee, Jun Deng, Sepideh Dolatshahi, Olivier Gevaert, Emily J Greenspan, Wenrui Hao, Tina Hernandez-Boussard, Pamela R Jackson, Marieke Kuijjer, Adrian Lee, Paul Macklin, Subha Madhavan, Matthew D McCoy, Navid Mohammad Mirzaei, Talayeh Razzaghi, Heber L Rocha, Leili Shahriyari, Ilya Shmulevich, Daniel G Stover, Yi Sun, Tanveer Syeda-Mahmood, Jinhua Wang, Qi Wang, and Ioannis Zervantonakis

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Methodologies for the De novo Discovery of Transposable Element Families, Jessica Storer, Robert Hubley, Jeb Rosen, and Arian F A Smit

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Cebidae, Jessica M Storer, Jerilyn A Walker, Morgan A Brown, and Mark A Batzer

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Owl Monkey, Jessica Storer, Jerilyn A Walker, Lydia C Rewerts, Morgan A Brown, Thomas O Beckstrom, Scott W Herke, Christian Roos, and Mark A Batzer

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Recently Integrated Alu Elements in Capuchin Monkeys: A Resource for Cebus/ Sapajus Genomics, Jessica Storer, Jerilyn A Walker, Catherine E Rockwell, Grayce Mores, Thomas O Beckstrom, Joseph D Orkin, Amanda D Melin, Kimberley A Phillips, Christian Roos, and Mark A Batzer

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Blockade of interleukin 10 potentiates antitumour immune function in human colorectal cancer liver metastases., Kevin M Sullivan, Xiuyun Jiang, Prajna Guha, Christopher Lausted, Jason A Carter, Cynthia Hsu, Kevin P Labadie, Karan Kohli, Heidi L Kenerson, Sara K Daniel, Xiaowei Yan, Changting Meng, Arezou Abbasi, Marina Chan, Y David Seo, James O Park, Ian Nicholas Crispe, Raymond S Yeung, Teresa S Kim, Taranjit S Gujral, Qiang Tian, Steven C Katz, and Venu G Pillarisetty

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Multiple Early Factors Anticipate Post-Acute COVID-19 Sequelae, Yapeng Su, Dan Yuan, Daniel G. Chen, Rachel H. Ng, Kai Wang, Jongchan Choi, Sarah Li, Sunga Hong, Rongyu Zhang, Jingyi Xie, Sergey A Kornilov, Kelsey Scherler, Ana Jimena Pavlovitch-Bedzyk, Shen Dong, Christopher Lausted, Inyoul Lee, Shannon Fallen, Chengzhen L Dai, Priyanka Baloni, Brett Smith, Venkata R Duvvuri, Kristin G. Anderson, Jing Li, Fan Yang, Caroline J. Duncombe, Denise J. McCulloch, Clifford Rostomily, Pamela Troisch, Jing Zhou, Sean Mackay, Quinn DeGottardi, Damon H. May, Ruth Taniguchi, Rachel M. Gittelman, Mark Klinger, Thomas M. Snyder, Ryan Roper, Gladys Wojciechowska, Kim Murray, Rick Edmark, Simon Evans, Lesley Jones, Yong Zhou, Lee Rowen, Rachel Liu, William Chour, Heather A Algren, William R Berrington, Julie A Wallick, Rebecca A. Cochran, Mary Micikas, ISB-Swedish COVID19 Biobanking Unit, Terri Wrin, Christos J. Petropoulos, Hunter R. Cole, Trevan D Fischer, Wei Wei, Dave SB Hoon, Nathan D Price, Naeha Subramanian, Joshua A. Hill, Jennifer J Hadlock, Andrew T. Magis, Antoni Ribas, Lewis L. Lanier, Scott D. Boyd, Jeffrey A. Bluestone, Helen Chu, Leroy Hood, Raphael Gottardo, Philip D. Greenberg, Mark M. Davis, Jason D Goldman, and James R. Heath

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Multiple early factors anticipate post-acute COVID-19 sequelae., Yapeng Su, Dan Yuan, Daniel G Chen, Rachel H Ng, Kai Wang, Jongchan Choi, Sarah Li, Sunga Hong, Rongyu Zhang, Jingyi Xie, Sergey A Kornilov, Kelsey Scherler, Ana Jimena Pavlovitch-Bedzyk, Shen Dong, Christopher Lausted, Inyoul Lee, Shannon Fallen, Chengzhen L Dai, Priyanka Baloni, Brett Smith, Venkata R Duvvuri, Kristin G Anderson, Jing Li, Fan Yang, Caroline J Duncombe, Denise J McCulloch, Clifford Rostomily, Pamela Troisch, Jing Zhou, Sean Mackay, Quinn DeGottardi, Damon H May, Ruth Taniguchi, Rachel M Gittelman, Mark Klinger, Thomas M Snyder, Ryan Roper, Gladys Wojciechowska, Kim Murray, Rick Edmark, Simon Evans, Lesley Jones, Yong Zhou, Lee Rowen, Rachel Liu, William Chour, Heather A Algren, William R Berrington, Julie A Wallick, Rebecca A. Cochran, Mary Micikas, ISB-Swedish COVID-19 Biobanking Unit, Terri Wrin, Christos J Petropoulos, Hunter R Cole, Trevan Fischer, Wei Wei, Dave Hoon, Nathan D Price, Naeha Subramanian, Joshua A Hill, Jennifer J Hadlock, Andrew T Magis, Antoni Ribas, Lewis L Lanier, Scott D Boyd, Jeffrey A Bluestone, Helen Chu, Leroy Hood, Raphael Gottardo, Philip D Greenberg, Mark M Davis, Jason D Goldman, and James R Heath

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Probabilistic boolean networks predict transcription factor targets to induce transdifferentiation., Bahar Tercan, Boris Aguilar, Sui Huang, Edward R Dougherty, and Ilya Shmulevich

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Biolink Model: A universal schema for knowledge graphs in clinical, biomedical, and translational science., Deepak R Unni, Sierra A T Moxon, Michael Bada, Matthew Brush, Richard Bruskiewich, J Harry Caufield, Paul A Clemons, Vlado Dancik, Michel Dumontier, Karamarie Fecho, Gustavo Glusman, Jennifer J Hadlock, Nomi L Harris, Arpita Joshi, Tim Putman, Guangrong Qin, Stephen A Ramsey, Kent A Shefchek, Harold Solbrig, Karthik Soman, Anne E Thessen, Melissa A Haendel, Chris Bizon, Christopher J Mungall, and Biomedical Data Translator Consortium

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Attractor-Specific and Common Expression Values in Random Boolean Network Models (with a Preliminary Look at Single-Cell Data)., Marco Villani, Gianluca D'Addese, Stuart A Kauffman, and Roberto Serra

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Design and Validation of a Whole-Genome Sequencing- Based Assay for Population Health, John Welle, Brian D. Piening, Josiah T Wagner, Isabelle Lucas-Beckett, T Ward, Benjamin Cosgrove, Eric Shull, R Rattray, Marina Pukay, M Ricks, Kimberly K Childers, Jennifer M Linehan, Mary Campbell, Ora K Gordon, and Carlo Bifulco

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Healthy aging and the human gut microbiome: why we cannot just turn back the clock., Tomasz Wilmanski, Sean M Gibbons, and Nathan D Price

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RTX-KG2: a system for building a semantically standardized knowledge graph for translational biomedicine., E C Wood, Amy K Glen, Lindsey G Kvarfordt, Finn Womack, Liliana Acevedo, Timothy S Yoon, Chunyu Ma, Veronica Flores, Meghamala Sinha, Yodsawalai Chodpathumwan, Arash Termehchy, Jared C Roach, Luis Mendoza, Andrew S Hoffman, Eric W Deutsch, David Koslicki, and Stephen A Ramsey

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Small-molecule autocatalytic networks are universal metabolic fossils., Joana C Xavier and Stuart Kauffman

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Small-molecule autocatalytic networks are universal metabolic fossils., Joana C Xavier and Stuart Kauffman

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Mathematical models to study the biology of pathogens and the infectious diseases they cause., Joao B Xavier, Jonathan M Monk, Saugat Poudel, Charles J Norsigian, Anand V Sastry, Chen Liao, Jose Bento, Marc A Suchard, Mario L Arrieta-Ortiz, Eliza Jr Peterson, Nitin Baliga, Thomas Stoeger, Felicia Ruffin, Reese A K Richardson, Catherine A Gao, Thomas D Horvath, Anthony M Haag, Qinglong Wu, Tor Savidge, and Michael R Yeaman

Submissions from 2021

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Transition Therapy: Tackling the Ecology of Tumor Phenotypic Plasticity., Guim Aguadé-Gorgorió, Stuart Kauffman, and Ricard Solé

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The quantitative metabolome is shaped by abiotic constraints., Amir Akbari, James T Yurkovich, Daniel C Zielinski, and Bernhard O Palsson

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iNetModels 2.0: an interactive visualization and database of multi-omics data., Muhammad Arif, Cheng Zhang, Xiangyu Li, Cem Güngör, Buğra Çakmak, Metin Arslantürk, Abdellah Tebani, Berkay Özcan, Oğuzhan Subaş, Wenyu Zhou, Brian Piening, Hasan Turkez, Linn Fagerberg, Nathan Price, Leroy Hood, Michael Snyder, Jens Nielsen, Mathias Uhlen, and Adil Mardinoglu

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Predictive regulatory and metabolic network models for systems analysis of Clostridioides difficile., Mario L Arrieta-Ortiz, Selva Rupa Christinal Immanuel, Serdar Turkarslan, Wei-Ju Wu, Brintha P Girinathan, Jay N Worley, Nicholas DiBenedetto, Olga Soutourina, Johann Peltier, Bruno Dupuy, Lynn Bry, and Nitin S Baliga

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History and Future Perspectives on the Discipline of Quantitative Systems Pharmacology Modeling and Its Applications., Karim Azer, Chanchala D Kaddi, Jeffrey S Barrett, Jane P F Bai, Sean T McQuade, Nathaniel J Merrill, Benedetto Piccoli, Susana Neves-Zaph, Luca Marchetti, Rosario Lombardo, Silvia Parolo, Selva Rupa Christinal Immanuel, and Nitin S Baliga

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Systems modeling of metabolic dysregulation in neurodegenerative diseases., Priyanka Baloni, Cory C Funk, Ben Readhead, and Nathan D Price

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Data management of sensitive human proteomics data: current practices, recommendations and perspectives for the future., Nuno Bandeira, Eric W Deutsch, Oliver Kohlbacher, Lennart Martens, and Juan Antonio Vizcaíno

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Autoantibodies neutralizing type I IFNs are present in, Paul Bastard, Adrian Gervais, Tom Le Voyer, Jérémie Rosain, Quentin Philippot, Jérémy Manry, Eleftherios Michailidis, Hans-Heinrich Hoffmann, Shohei Eto, Marina Garcia-Prat, Lucy Bizien, Alba Parra-Martínez, Rui Yang, Liis Haljasmägi, Mélanie Migaud, Karita Särekannu, Julia Maslovskaja, Nicolas de Prost, Yacine Tandjaoui-Lambiotte, Charles-Edouard Luyt, Blanca Amador-Borrero, Alexandre Gaudet, Julien Poissy, Pascal Morel, Pascale Richard, Fabrice Cognasse, Jesus Troya, Sophie Trouillet-Assant, Alexandre Belot, Kahina Saker, Pierre Garçon, Jacques G Rivière, Jean-Christophe Lagier, Stéphanie Gentile, Lindsey B Rosen, Elana Shaw, Tomohiro Morio, Junko Tanaka, David Dalmau, Pierre-Louis Tharaux, Damien Sene, Alain Stepanian, Bruno Megarbane, Vasiliki Triantafyllia, Arnaud Fekkar, James R Heath, José Luis Franco, Juan-Manuel Anaya, Jordi Solé-Violán, Luisa Imberti, Andrea Biondi, Paolo Bonfanti, Riccardo Castagnoli, Ottavia M Delmonte, Yu Zhang, Andrew L Snow, Steven M Holland, Catherine Biggs, Marcela Moncada-Vélez, Andrés Augusto Arias, Lazaro Lorenzo, Soraya Boucherit, Boubacar Coulibaly, Dany Anglicheau, Anna M Planas, Filomeen Haerynck, Sotirija Duvlis, Robert L Nussbaum, Tayfun Ozcelik, Sevgi Keles, Ahmed A Bousfiha, Jalila El Bakkouri, Carolina Ramirez-Santana, Stéphane Paul, Qiang Pan-Hammarström, Lennart Hammarström, Annabelle Dupont, Alina Kurolap, Christine N Metz, Alessandro Aiuti, Giorgio Casari, Vito Lampasona, Fabio Ciceri, Lucila A Barreiros, Elena Dominguez-Garrido, Mateus Vidigal, Mayana Zatz, Diederik van de Beek, Sabina Sahanic, Ivan Tancevski, Yurii Stepanovskyy, Oksana Boyarchuk, Yoko Nukui, Miyuki Tsumura, Loreto Vidaur, Stuart G Tangye, Sonia Burrel, Darragh Duffy, Lluis Quintana-Murci, Adam Klocperk, Nelli Y Kann, Anna Shcherbina, Yu-Lung Lau, Daniel Leung, Matthieu Coulongeat, Julien Marlet, Rutger Koning, Luis Felipe Reyes, Angélique Chauvineau-Grenier, Fabienne Venet, Guillaume Monneret, Michel C Nussenzweig, Romain Arrestier, Idris Boudhabhay, Hagit Baris-Feldman, David Hagin, Joost Wauters, Isabelle Meyts, Adam H Dyer, Sean P Kennelly, Nollaig M Bourke, Rabih Halwani, Narjes Saheb Sharif-Askari, Karim Dorgham, Jérome Sallette, Souad Mehlal Sedkaoui, Suzan AlKhater, Raúl Rigo-Bonnin, Francisco Morandeira, Lucie Roussel, Donald C Vinh, Sisse Rye Ostrowski, Antonio Condino-Neto, Carolina Prando, Anastasiia Bonradenko, András N Spaan, Laurent Gilardin, Jacques Fellay, Stanislas Lyonnet, Kaya Bilguvar, Richard P Lifton, Shrikant Mane, HGID Lab, COVID Clinicians, COVID-STORM Clinicians, NIAID Immune Response to COVID Group, NH-COVAIR Study Group, Danish CHGE, Danish Blood Donor Study, St. James's Hospital, SARS CoV2 Interest group, French COVID Cohort Study Group, Imagine COVID-Group, Milieu Intérieur Consortium, CoV-Contact Cohort, Amsterdam UMC Covid-19, Biobank Investigators, COVID Human Genetic Effort, CONSTANCES cohort, 3C-Dijon Study, Cerba Health-Care, Etablissement du Sang study group, Mark S Anderson, Bertrand Boisson, Vivien Béziat, Shen-Ying Zhang, Evangelos Vandreakos, Olivier Hermine, Aurora Pujol, Pärt Peterson, Trine H Mogensen, Lee Rowen, James Mond, Stéphanie Debette, Xavier de Lamballerie, Xavier Duval, France Mentré, Marie Zins, Pere Soler-Palacin, Roger Colobran, Guy Gorochov, Xavier Solanich, Sophie Susen, Javier Martinez-Picado, Didier Raoult, Marc Vasse, Peter K Gregersen, Lorenzo Piemonti, Carlos Rodríguez-Gallego, Luigi D Notarangelo, Helen C Su, Kai Kisand, Satoshi Okada, Anne Puel, Emmanuelle Jouanguy, Charles M Rice, Pierre Tiberghien, Qian Zhang, Aurélie Cobat, Laurent Abel, and Jean-Laurent Casanova

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mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on Standards-Compliant mzML and Optimized for Speed and Storage Requirements., Ranjeet S Bhamber, Andris Jankevics, Eric W Deutsch, Andrew R Jones, and Andrew W Dowsey

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Recent Progress in Lyme Disease and Remaining Challenges., Jason R Bobe, Brandon L Jutras, Elizabeth J Horn, Monica E Embers, Allison Bailey, Robert L Moritz, Ying Zhang, Mark J Soloski, Richard S Ostfeld, Richard T Marconi, John Aucott, Avi Ma'ayan, Felicia Keesing, Kim Lewis, Choukri Ben Mamoun, Alison W Rebman, Mecaila E McClune, Edward B Breitschwerdt, Panga Jaipal Reddy, Ricardo Maggi, Frank Yang, Bennett Nemser, Aydogan Ozcan, Omai Garner, Dino Di Carlo, Zachary Ballard, Hyou-Arm Joung, Albert Garcia-Romeu, Roland R Griffiths, Nicole Baumgarth, and Brian A Fallon

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Proteomic/transcriptomic analysis of erythropoiesis., Marjorie Brand and Jeffrey A Ranish

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Implications of Selection Bias Due to Delayed Study Entry in Clinical Genomic Studies., Samantha Brown, Jessica A Lavery, Ronglai Shen, Axel S Martin, Kenneth L Kehl, Shawn M Sweeney, Eva M Lepisto, Hira Rizvi, Caroline G McCarthy, Nikolaus Schultz, Jeremy L Warner, Ben Ho Park, Philippe L Bedard, Gregory J Riely, Deborah Schrag, Katherine S Panageas, AACR Project GENIE Consortium, Walter Urba, Brady Bernard, Brian D. Piening, and Carlo Bifulco

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Single-cell profiling of D-2-hydroxyglutarate using surface-immobilized resazurin analogs., Hanjun Cheng, Zhonghan Li, Zhili Guo, Shiqun Shao, Li Mo, Wei Wei, and Min Xue

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A redox-active crosslinker reveals an essential and inhibitable oxidative folding network in the endoplasmic reticulum of malaria parasites., David W Cobb, Heather M Kudyba, Alejandra Villegas, Michael R Hoopmann, Rodrigo P Baptista, Baylee Bruton, Michelle Krakowiak, Robert L Moritz, and Vasant Muralidharan

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TE Hub: A community-oriented space for sharing and connecting tools, data, resources, and methods for transposable element annotation., TE Hub Consortium, Tyler A Elliott, Tony Heitkam, Robert Hubley, Hadi Quesneville, Alexander Suh, and Travis J Wheeler

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Editorial: Personal Genomes: Accessing, Sharing, and Interpretation., Manuel Corpas, Stephan Beck, Gustavo Glusman, and Mahsa Shabani

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Circulating exosomal microRNA expression patterns distinguish cardiac sarcoidosis from myocardial ischemia., Elliott D Crouser, Mark W Julian, Sabahattin Bicer, Vikas Ghai, Taek-Kyun Kim, Lisa A Maier, May Gillespie, Nabeel Y Hamzeh, and Kai Wang

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A proteomics sample metadata representation for multiomics integration and big data analysis., Chengxin Dai, Anja Füllgrabe, Julianus Pfeuffer, Elizaveta M Solovyeva, Jingwen Deng, Pablo Moreno, Selvakumar Kamatchinathan, Deepti Jaiswal Kundu, Nancy George, Silvie Fexova, Björn Grüning, Melanie Christine Föll, Johannes Griss, Marc Vaudel, Enrique Audain, Marie Locard-Paulet, Michael Turewicz, Martin Eisenacher, Julian Uszkoreit, Tim Van Den Bossche, Veit Schwämmle, Henry Webel, Stefan Schulze, David Bouyssié, Savita Jayaram, Vinay Kumar Duggineni, Patroklos Samaras, Mathias Wilhelm, Meena Choi, Mingxun Wang, Oliver Kohlbacher, Alvis Brazma, Irene Papatheodorou, Nuno Bandeira, Eric W Deutsch, Juan Antonio Vizcaíno, Mingze Bai, Timo Sachsenberg, Lev I Levitsky, and Yasset Perez-Riverol

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Lettuce (Lactuca sativa) productivity influenced by microbial inocula under nitrogen-limited conditions in aquaponics., Jessica A Day, Christian Diener, Anne E Otwell, Kourtney E Tams, Brad Bebout, Angela M Detweiler, Michael D Lee, Madeline T Scott, Wilson Ta, Monica Ha, Shienna A Carreon, Kenny Tong, Abdirizak A Ali, Sean M Gibbons, and Nitin S Baliga

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Advances and Utility of the Human Plasma Proteome., Eric W Deutsch, Gilbert S Omenn, Zhi Sun, Michal Maes, Maria Pernemalm, Krishnan K Palaniappan, Natasha Letunica, Yves Vandenbrouck, Virginie Brun, Sheng-Ce Tao, Xiaobo Yu, Philipp E Geyer, Vera Ignjatovic, Robert L Moritz, and Jochen M Schwenk

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Universal Spectrum Identifier for mass spectra., Eric W Deutsch, Yasset Perez-Riverol, Jeremy Carver, Shin Kawano, Luis Mendoza, Tim Van Den Bossche, Ralf Gabriels, Pierre-Alain Binz, Benjamin Pullman, Zhi Sun, Jim Shofstahl, Wout Bittremieux, Tytus D Mak, Joshua Klein, Yunping Zhu, Henry Lam, Juan Antonio Vizcaíno, and Nuno Bandeira

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Non-responder phenotype reveals apparent microbiome-wide antibiotic tolerance in the murine gut., Christian Diener, Anna C H Hoge, Sean M Kearney, Ulrike Kusebauch, Sushmita Patwardhan, Robert L Moritz, Susan E Erdman, and Sean M Gibbons

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Alkylaminophenol and GPR17 Agonist for Glioblastoma Therapy: A Combinational Approach for Enhanced Cell Death Activity., Phuong Doan, Phung Nguyen, Akshaya Murugesan, Nuno R Candeias, Olli Yli-Harja, and Meenakshisundaram Kandhavelu

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Targeting Orphan G Protein-Coupled Receptor 17 with T0 Ligand Impairs Glioblastoma Growth., Phuong Doan, Phung Nguyen, Akshaya Murugesan, Kumar Subramanian, Saravanan Konda Mani, Vignesh Kalimuthu, Bobin George Abraham, Brett W Stringer, Kadalmani Balamuthu, Olli Yli-Harja, and Meenakshisundaram Kandhavelu

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Mycobacterium abscessus biofilms produce an extracellular matrix and have a distinct mycolic acid profile, Anja Dokic, Eliza Peterson, Mario L Arrieta-Ortiz, Min Pan, Alessandro Di Maio, Nitin Baliga, and Apoorva Bhatt

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Single-cell analysis of erythropoiesis in Rpl11 haploinsufficient mice reveals insight into the pathogenesis of Diamond Blackfan anemia., Raymond T Doty, Xiaowei Yan, Changting Meng, Christopher Lausted, Qiang Tian, and Janis L Abkowitz

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Are There Limits in Explainability of Prognostic Biomarkers? Scrutinizing Biological Utility of Established Signatures., Frank Emmert-Streib, Kalifa Manjang, Matthias Dehmer, Olli Yli-Harja, and Anssi Auvinen

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Application of MCAT Questions as a Testing Tool and Evaluation Metric for Knowledge Graph-based Reasoning Systems., Karamarie Fecho, James Balhoff, Chris Bizon, William E Byrd, Sui Huang, David Koslicki, Stefano E Rensi, Patrick L Schmitt, Mathias J Wawer, Mark Williams, and Stanley C Ahalt

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NCI Imaging Data Commons., Andrey Fedorov, William J R Longabaugh, David Pot, David A Clunie, Steve Pieper, Hugo J W L Aerts, André Homeyer, Rob Lewis, Afshin Akbarzadeh, Dennis Bontempi, William Clifford, Markus D Herrmann, Henning Höfener, Igor Octaviano, Chad Osborne, Suzanne Paquette, James Petts, Davide Punzo, Madelyn Reyes, Daniela P Schacherer, Mi Tian, George White, Erik Ziegler, Ilya Shmulevich, Todd Pihl, Ulrike Wagner, Keyvan Farahani, and Ron Kikinis

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Molluscan mitochondrial genomes break the rules., Fabrizio Ghiselli, André Gomes-Dos-Santos, Coen M Adema, Manuel Lopes-Lima, Joel Sharbrough, and Jeffrey L Boore

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Patient-Specific Cell Communication Networks Associate With Disease Progression in Cancer., David L Gibbs, Boris Aguilar, Vésteinn Thorsson, Alexander V Ratushny, and Ilya Shmulevich

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In vivo commensal control of Clostridioides difficile virulence., Brintha P Girinathan, Nicholas DiBenedetto, Jay N Worley, Johann Peltier, Mario L Arrieta-Ortiz, Selva Rupa Christinal Immanuel, Richard Lavin, Mary L Delaney, Christopher K Cummins, Maria Hoffman, Yan Luo, Narjol Gonzalez-Escalona, Marc Allard, Andrew B Onderdonk, Georg K Gerber, Abraham L Sonenshein, Nitin S Baliga, Bruno Dupuy, and Lynn Bry

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Sex Differences in Influenza: The Challenge Study Experience., Luca T Giurgea, Adriana Cervantes-Medina, Kathie-Anne Walters, Kelsey Scherler, Alison Han, Lindsay M Czajkowski, Holly Ann Baus, Sally Hunsberger, Sabra L Klein, John C Kash, Jeffery K Taubenberger, and Matthew J Memoli

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The effect of calcium and magnesium on activity, immunogenicity, and efficacy of a recombinant N1/N2 neuraminidase vaccine., Luca T Giurgea, Jae-Keun Park, Kathie-Anne Walters, Kelsey Scherler, Adriana Cervantes-Medina, Ashley Freeman, Luz Angela Rosas, John C Kash, Jeffery K Taubenberger, and Matthew J Memoli

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Identifying the miRNA Signature Association with Aging-Related Senescence in Glioblastoma., Mutharasu Gnanavel, Akshaya Murugesan, Saravanan Konda Mani, Olli Yli-Harja, and Meenakshisundaram Kandhavelu

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DUOX2 variants associate with preclinical disturbances in microbiota-immune homeostasis and increased inflammatory bowel disease risk., Helmut Grasberger, Andrew T Magis, Elisa Sheng, Matthew P Conomos, Min Zhang, Lea S Garzotto, Guoqing Hou, Shrinivas Bishu, Hiroko Nagao-Kitamoto, Mohamad El-Zataari, Sho Kitamoto, Nobuhiko Kamada, Ryan Stidham, Yasutada Akiba, Jonathan Kaunitz, Yael Haberman, Subra Kugathasan, Lee A Denson, Gilbert S Omenn, and John Y Kao

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Elevated rates of horizontal gene transfer in the industrialized human microbiome., Mathieu Groussin, Mathilde Poyet, Ainara Sistiaga, Sean M Kearney, Katya Moniz, Mary Noel, Jeff Hooker, Sean M Gibbons, Laure Segurel, Alain Froment, Rihlat Said Mohamed, Alain Fezeu, Vanessa A Juimo, Sophie Lafosse, Francis E Tabe, Catherine Girard, Deborah Iqaluk, Le Thanh Tu Nguyen, B Jesse Shapiro, Jenni Lehtimäki, Lasse Ruokolainen, Pinja P Kettunen, Tommi Vatanen, Shani Sigwazi, Audax Mabulla, Manuel Domínguez-Rodrigo, Yvonne A Nartey, Adwoa Agyei-Nkansah, Amoako Duah, Yaw A Awuku, Kenneth A Valles, Shadrack O Asibey, Mary Y Afihene, Lewis R Roberts, Amelie Plymoth, Charles A Onyekwere, Roger E Summons, Ramnik J Xavier, and Eric J Alm

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Single-Cell Profiling of Fatty Acid Uptake Using Surface-Immobilized Dendrimers., Zhili Guo, Hanjun Cheng, Zhonghan Li, Shiqun Shao, Priyanka Sarkar, Siwen Wang, Rohit Chaudhuri, Nicole G Perkins, Fei Ji, Wei Wei, and Min Xue

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Debris-stimulated tumor growth: a Pandora's box?, Victoria M Haak, Sui Huang, and Dipak Panigrahy

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MASSpy: Building, simulating, and visualizing dynamic biological models in Python using mass action kinetics., Zachary B Haiman, Daniel C Zielinski, Yuko Koike, James T Yurkovich, and Bernhard O Palsson

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Dissolved Organic Matter in the Global Ocean: A Primer., Dennis A Hansell and Monica V Orellana

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Digital twins for predictive oncology will be a paradigm shift for precision cancer care., Tina Hernandez-Boussard, Paul Macklin, Emily J Greenspan, Amy L Gryshuk, Eric Stahlberg, Tanveer Syeda-Mahmood, and Ilya Shmulevich

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Measuring the Efficacy of Pathology Career Recruitment Strategies in US Medical Students., Patricia V Hernandez, Dana Razzano, Nicole D Riddle, John T Fallon, Humayun K Islam, Kamran M Mirza, Rugved Pattarkine, Tania Platero, Daniela Hermelin, Patricia V Adem, Adam L Booth, Eunice Mbela Nachinga, Kalpana S Reddy, Angelica Mares, and Patrick A Lento

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Op-Ed: How science education can stave off demagogues, Leroy Hood and Matthew D. LaPlante

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Reconciling Non-Genetic Plasticity with Somatic Evolution in Cancer., Sui Huang

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Should biophysics study nonphysical quantities of biological systems? Take Max Delbrück for inspiration., Sui Huang

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Modulation of SETDB1 activity by APQ ameliorates heterochromatin condensation, motor function, and neuropathology in a Huntington's disease mouse model., Yu Jin Hwang, Seung Jae Hyeon, Younghee Kim, Sungsu Lim, Min Young Lee, Jieun Kim, Ashwini M Londhe, Lizaveta Gotina, Yunha Kim, Ae Nim Pae, Yong Seo Cho, Jihye Seong, Hyemyung Seo, Yun Kyung Kim, Hyunah Choo, Hoon Ryu, and Sun-Joon Min

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Quantitative prediction of conditional vulnerabilities in regulatory and metabolic networks using PRIME., Selva Rupa Christinal Immanuel, Mario L Arrieta-Ortiz, Rene A Ruiz, Min Pan, Adrián López García de Lomana, Eliza Jr Peterson, and Nitin S Baliga

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Integrated genetic and metabolic landscapes predict vulnerabilities of temozolomide resistant glioblastoma cells., Selva Rupa Christinal Immanuel, Avinash D Ghanate, Dharmeshkumar S Parmar, Ritu Yadav, Riya Uthup, Venkateswarlu Panchagnula, and Anu Raghunathan

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Chromatin-Associated Protein Complexes Link DNA Base J and Transcription Termination in, Bryan C Jensen, Isabelle Q Phan, Jacquelyn R McDonald, Aakash Sur, Mark A Gillespie, Jeffrey A Ranish, Marilyn Parsons, and Peter J Myler

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Angiotensin II receptor I auto-antibodies following SARS-CoV-2 infection., Yonghou Jiang, Fergal Duffy, Jennifer J Hadlock, Andrew Raappana, Sheila Styrchak, Ingrid Beck, Fred D Mast, Leslie R Miller, William Chour, John Houck, Blair Armistead, Venkata R Duvvuri, Winnie Yeung, Micaela Haglund, Jackson Wallner, Julie A Wallick, Samantha Hardy, Alyssa Oldroyd, Daisy Ko, Ana Gervassi, Kim M Murray, Henry G Kaplan, John D Aitchison, James R Heath, D Noah Sather, Jason D Goldman, Lisa Frenkel, and Whitney E Harrington

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SPACEPro: A Software Tool for Analysis of Protein Sample Cleavage for Tandem Mass Spectrometry., Vidur Kailash, Luis Mendoza, Robert L Moritz, and Michael R Hoopmann

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The World Is Not a Theorem., Stuart Kauffman and Andrea Roli

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Genomic and functional characterization of a mucosal symbiont involved in early-stage colorectal cancer., Melissa C Kordahi, Ian B Stanaway, Marion Avril, Denise Chac, Marie-Pierre Blanc, Benjamin Ross, Christian Diener, Sumita Jain, Paul McCleary, Ana Parker, Vincent Friedman, Jennifer Huang, Wynn Burke, Sean M Gibbons, Amy D Willis, Richard P Darveau, William M Grady, Cynthia W Ko, and R William DePaolo

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Early IFN-α signatures and persistent dysfunction are distinguishing features of NK cells in severe COVID-19., Benjamin Krämer, Rainer Knoll, Lorenzo Bonaguro, Michael ToVinh, Jan Raabe, Rosario Astaburuaga-García, Jonas Schulte-Schrepping, Kim Melanie Kaiser, Gereon J Rieke, Jenny Bischoff, Malte B Monin, Christoph Hoffmeister, Stefan Schlabe, Elena De Domenico, Nico Reusch, Kristian Händler, Gary Reynolds, Nils Blüthgen, Gudrun Hack, Claudia Finnemann, Hans D Nischalke, Christian P Strassburg, Emily Stephenson, Yapeng Su, Louis Gardner, Dan Yuan, Daniel Chen, Jason D Goldman, Philipp Rosenstiel, Susanne V Schmidt, Eicke Latz, Kevin Hrusovsky, Andrew J Ball, Joe M Johnson, Paul-Albert Koenig, Florian I Schmidt, Muzlifah Haniffa, James R Heath, Beate M Kümmerer, Verena Keitel, Björn Jensen, Paula Stubbemann, Florian Kurth, Leif E Sander, Birgit Sawitzki, Deutsche COVID-19 OMICS Initiative (DeCOI), Anna C Aschenbrenner, Joachim L Schultze, and Jacob Nattermann

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THP1 proteomics in response to mycobacterium tuberculosis infection, Ajay Kumar, Mukul K Midha, and Kanury Vs Rao

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Plasmodium falciparum Calcium-Dependent Protein Kinase 4 is Critical for Male Gametogenesis and Transmission to the Mosquito Vector., Sudhir Kumar, Meseret T Haile, Michael R Hoopmann, Linh T Tran, Samantha A Michaels, Seamus R Morrone, Kayode K Ojo, Laura M Reynolds, Ulrike Kusebauch, Ashley M Vaughan, Robert L Moritz, Stefan H I Kappe, and Kristian E Swearingen

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Ambulatory risk models for long-term prevention of sepsis: Retrospective Analysis and Predictive Model., Jewel Y Lee, Sevda Molani, Chen Fang, Kathleen Jade, Shane O'Mahony, Sergey A Kornilov, Lindsay T Mico, and Jennifer J Hadlock

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Cordycepin inhibits the proliferation of malignant peripheral nerve sheath tumor cells through the p53/Sp1/tubulin pathway., Ming-Jen Lee, Jen-Chieh Lee, Jung-Hsien Hsieh, May-Yao Lin, I-An Shih, Huey-Ling You, and Kai Wang

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Molecular interaction of HIC, an agonist of P2Y1 receptor, and its role in prostate cancer apoptosis., Hien Thi Thu Le, Akshaya Murugesan, Thiyagarajan Ramesh, Olli Yli-Harja, Saravanan Konda Mani, and Meenakshisundaram Kandhavelu

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Constraint Closure Drove Major Transitions in the Origins of Life., Niles E Lehman and Stuart A Kauffman

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Modulating innate immune activation states impacts the efficacy of specific Aβ immunotherapy., Yona Levites, Cory Funk, Xue Wang, Paramita Chakrabarty, Karen N McFarland, Baxter Bramblett, Veronica O'Neal, Xufei Liu, Thomas Ladd, Max Robinson, Mariet Allen, Minerva M Carrasquillo, Dennis Dickson, Pedro Cruz, Danny Ryu, Hong-Dong Li, Nathan D Price, NIlüfer Ertekin-Taner, and Todd E Golde

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Integrative functional genomic analysis of intron retention in human and mouse brain with Alzheimer's disease., Hong-Dong Li, Cory C Funk, Karen McFarland, Eric B Dammer, Mariet Allen, Minerva M Carrasquillo, Yona Levites, Paramita Chakrabarty, Jeremy D Burgess, Xue Wang, Dennis Dickson, Nicholas T Seyfried, Duc M Duong, James J Lah, Steven G Younkin, Allan I Levey, Gilbert S Omenn, Nilüfer Ertekin-Taner, Todd E Golde, and Nathan D Price

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A CRISPR/Cas9-engineered ARID1A-deficient human gastric cancer organoid model reveals essential and non-essential modes of oncogenic transformation., Yuan-Hung Lo, Kevin S Kolahi, Yuhong Du, Chiung-Ying Chang, Andrey Krokhotin, Ajay Nair, Walter D Sobba, Kasper Karlsson, Sunny J Jones, Teri A Longacre, Amanda T Mah, Bahar Tercan, Alexandra Sockell, Hang Xu, Jose A Seoane, Jin Chen, Ilya Shmulevich, Jonathan S Weissman, Christina Curtis, Andrea Califano, Haian Fu, Gerald R Crabtree, and Calvin J Kuo

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Mechanism Across Scales: A Holistic Modeling Framework Integrating Laboratory and Field Studies for Microbial Ecology., Lauren M Lui, Erica L-W Majumder, Heidi J Smith, Hans K Carlson, Frederick von Netzer, Matthew W Fields, David A Stahl, Jizhong Zhou, Terry C Hazen, Nitin S Baliga, Paul D Adams, and Adam P Arkin

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Resolution of tissue signatures of therapy response in patients with recurrent GBM treated with neoadjuvant anti-PD1., Yue Lu, Alphonsus H C Ng, Frances E Chow, Richard G Everson, Beth A Helmink, Michael T Tetzlaff, Rohit Thakur, Jennifer A Wargo, Timothy F Cloughesy, Robert M Prins, and James R Heath

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Hallstatt miners consumed blue cheese and beer during the Iron Age and retained a non-Westernized gut microbiome until the Baroque period., Frank Maixner, Mohamed S Sarhan, Kun D Huang, Adrian Tett, Alexander Schoenafinger, Stefania Zingale, Aitor Blanco-Míguez, Paolo Manghi, Jan Cemper-Kiesslich, Wilfried Rosendahl, Ulrike Kusebauch, Seamus R Morrone, Michael R Hoopmann, Omar Rota-Stabelli, Thomas Rattei, Robert L Moritz, Klaus Oeggl, Nicola Segata, Albert Zink, Hans Reschreiter, and Kerstin Kowarik

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Prognostic gene expression signatures of breast cancer are lacking a sensible biological meaning., Kalifa Manjang, Shailesh Tripathi, Olli Yli-Harja, Matthias Dehmer, Galina Glazko, and Frank Emmert-Streib

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Limitations of Explainability for Established Prognostic Biomarkers of Prostate Cancer., Kalifa Manjang, Olli Yli-Harja, Matthias Dehmer, and Frank Emmert-Streib

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A high-quality bonobo genome refines the analysis of hominid evolution., Yafei Mao, Claudia R Catacchio, LaDeana W Hillier, David Porubsky, Ruiyang Li, Arvis Sulovari, Jason D Fernandes, Francesco Montinaro, David S Gordon, Jessica M Storer, Marina Haukness, Ian T Fiddes, Shwetha Canchi Murali, Philip C Dishuck, PingHsun Hsieh, William T Harvey, Peter A Audano, Ludovica Mercuri, Ilaria Piccolo, Francesca Antonacci, Katherine M Munson, Alexandra P Lewis, Carl Baker, Jason G Underwood, Kendra Hoekzema, Tzu-Hsueh Huang, Melanie Sorensen, Jerilyn A Walker, Jinna Hoffman, Françoise Thibaud-Nissen, Sofie R Salama, Andy W C Pang, Joyce Lee, Alex R Hastie, Benedict Paten, Mark A Batzer, Mark Diekhans, Mario Ventura, and Evan E Eichler

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Asexuality associated with marked genomic expansion of tandemly repeated rRNA and histone genes., Kyle E McElroy, Stefan Müller, Dunja Lamatsch, Laura Bankers, Peter D Fields, Joseph R Jalinsky, Joel Sharbrough, Jeffrey L Boore, John M Logsdon, and Maurine Neiman

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A systems-biology clinical trial of a personalized multimodal lifestyle intervention for early Alzheimer's disease., Sarah C McEwen, David A Merrill, Jennifer Bramen, Verna Porter, Stella Panos, Scott Kaiser, John Hodes, Aarthi Ganapathi, Lesley Bell, Tess Bookheimer, Ryan Glatt, Molly Rapozo, Mary Kay Ross, Nathan D Price, Daniel Kelly, Cory C Funk, Leroy Hood, and Jared C Roach

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Microglia show differential transcriptomic response to Aβ peptide aggregates ex vivo and in vivo., Karen N McFarland, Carolina Ceballos, Awilda Rosario, Thomas Ladd, Brenda Moore, Griffin Golde, Xue Wang, Mariet Allen, Nilüfer Ertekin-Taner, Cory C Funk, Max Robinson, Priyanka Baloni, Noa Rappaport, Paramita Chakrabarty, and Todd E Golde

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The type VI secretion system of Xanthomonas phaseoli pv. manihotis is involved in virulence and in vitro motility., Nathaly Andrea Montenegro Benavides, Alejandro Alvarez B, Mario L Arrieta-Ortiz, Luis Miguel Rodriguez-R, David Botero, Javier Felipe Tabima, Luisa Castiblanco, Cesar Trujillo, Silvia Restrepo, and Adriana Bernal

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Molecular modeling and dynamics studies of the synthetic small molecule agonists with GPR17 and P2Y1 receptor., Akshaya Murugesan, Phung Nguyen, Thiyagarajan Ramesh, Olli Yli-Harja, Meenakshisundaram Kandhavelu, and Konda Mani Saravanan

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A systems-level gene regulatory network model for Plasmodium falciparum., Maxwell L Neal, Ling Wei, Eliza Jr Peterson, Mario L Arrieta-Ortiz, Samuel A Danziger, Nitin Baliga, Alexis Kaushansky, and John D Aitchison

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HLA-A, Pavlo A Nesterenko, Jami McLaughlin, Brandon L Tsai, Giselle Burton Sojo, Donghui Cheng, Daniel Zhao, Zhiyuan Mao, Nathanael J Bangayan, Matthew B Obusan, Yapeng Su, Rachel H Ng, William Chour, Jingyi Xie, Yan-Ruide Li, Derek Lee, Miyako Noguchi, Camille Carmona, John W Phillips, Jocelyn T Kim, Lili Yang, James R Heath, Paul C Boutros, and Owen N Witte

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Synthesis and Preclinical Validation of Novel Indole Derivatives as a GPR17 Agonist for Glioblastoma Treatment., Phung Nguyen, Phuong Doan, Tatu Rimpilainen, Saravanan Konda Mani, Akshaya Murugesan, Olli Yli-Harja, Nuno R Candeias, and Meenakshisundaram Kandhavelu

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Autophagy as a Mechanism for Adaptive Prediction-Mediated Emergence of Drug Resistance., Nivedita Nivedita, John D Aitchison, and Nitin Baliga

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PRoBE the cloud toolkit: finding the best biomarkers of drug response within a breast cancer clinical trial., Nicholas O'Grady, David L Gibbs, Kawther Abdilleh, Adam Asare, Smita Asare, Sara Venters, Lamorna Brown-Swigart, Gillian L Hirst, Denise Wolf, Christina Yau, Laura J van 't Veer, Laura Esserman, and Amrita Basu