FINANCIAL DISCLOSURES OF INDIVIDUALS INVOLVED WITH CONTENT DEVELOPMENT FOR THE

AMIA 2019 ANNUAL SYMPOSIUM

The following Scientific Program Committee members of the AMIA 2019 Annual Symposium disclose that neither they nor their life partners have relevant financial relationships with ACCME-defined commercial interests: Joanna Abraham; Alexander Alekseyenko; Jiang Bian; Mary Regina Boland; Jonathan Bona; Suzanne Boren; Andrew Boyd; Juliana Brixey; Brian Bucher; Thomas Campion; Pam Charney; You Chen; Dasha Cohen; Catherine Craven; Ruth Creber; Robert Cronin; Berry de Bruijn; Dina Demner-Fushman; Judith Dexheimer; Hossein Estiri; Jungwei Fan; Susan Fenton; John Finnell; Adela Grando; Robert Jenders; Thomas Kannampallil; Ramakanth Kavuluru; Shameer Khader; Saif Khairat; Hongfang Liu; Mei Liu; Yuan Luo; Bradley Malin; Lena Mamykina; Allison McCoy; Eneida Mendonca; Stuart Nelson; Aurelie Neveol; Omolola Ogunyemi; Carolyn Petersen; Andrew Phillips; Ronald Piscotty; Lee Pyles; Luke Rasmussen; Madhu Reddy; Janise Richards; Samuel Rosenbloom; Satya Sahoo; Hojjat Salmasian; Indra Sarkar; David Schneider; Neil Smalheiser; Sandeep Soman; Joshua Tamayo-Sarver; Kim Unertl; Amy Wang; Lauren Wilcox; Laura Wiley; Keith Woeltje; Adam Wright; Po-Yin Yen; Kai Zheng.

The following Scientific Program Committee members of the AMIA 2019 Annual Symposium disclose the following relevant financial relationships with ACCME- defined commercial interests and other entities:

SPC member Relationship: Commercial interest or Other Entity

Elmer V. Bernstam Discloses the following relationships of his spouse:

• Grants/Research Support: Novartis; AstraZeneca; Taiho Pharmaceutical; Genentech; Calithera Biosciences; Debiopharm Group; Bayer; Aileron Therapeutics; PUMA Biotechnology; CytomX Therapeutics; Zymeworks; Curis; Pfizer; eFFECTOR Therapeutics; Abbvie; Guardant Health; Daiichi Sankyo, GlaxoSmithKline.

• Consultant: Genentech; Pieris Pharmaceuticals; Samsung Bioepis; Aduro, OrigiMed; Debiopharm Group; Xencor; Jackson Laboratory, Sumitomo Dainippon Pharma; Dialectica; Mersana; Grail; Darwin Health; Spectrum; Inflection Biosciences.

Eric Kirkendall Other Financial or Material Support: Vigilanz

Stephane Meystre Grants/Research Support: NCI; Stock Shareholder (directly purchased): Clinacuity, Inc.

Jason Mitchell Stock Shareholder (directly purchased): Cerner Corporation; Other Financial or Material Support: Cerner Corporation

Murat Sincan Other Financial or Material Support: Sanford Health

Ozlem Uzuner Consultant: Nowigence; Consultant: NarrativeDx

Theresa Walunas Consultant: Pfizer, Wyeth, Genetics Institute, LLC, Merck KGaA and EMD Serono

The following presenters of the AMIA 2019 Annual Symposium disclose that neither they nor their life partners have relevant financial relationships with ACCME-defined commercial interests: DIllon Aberasturi; Rashmie Abeysinghe; Swapna Abhyankar; Meredith Abrams; Erika Abramson; Terrence Adam; Julie Adams; Mischa Adams; Prakash Adekkanattu; Julia Adler-Milstein; Majid Afshar; Elena Agapie; James Agnew; Pratik Agrawal; Elvira Agrón; Osama Ahmed; Veeral Ajmera; Naga Akella; David Albers; Alexander Alekseyenko; Marliese Alexander; Dr. Samira Ali; Jack Allan; Jason Allen; Katie Allen; Lisa Allen; Todd Allen; Monica Allison; Raul Alonso-Calvo; Shafa Al-Showk; Russ Altman; Natasha Alvarado; Danielle Alves; Edward Ambinder; Hadi Amiri; Joseph Amlung; Timothy Amrhein; Amit Anand; Vibha Anand; Jessica Ancker; Lisa Anderson; Regina Andrade; Angela Angela Dispenzieri; Sameer Antani; Denise Anthony; Yindalon Aphinyanaphongs; Emilia Apostolova; Alexander Argyle; Adam Asare; Smita Asare; Mary Aschenbrenner; Joan Ash; Kim Augustine; Elizabeth Austin; Robin Austin; Amelia Averitt; Michael Avidan; Mehmet Bakal; Suzanne Bakken; Santhosh Balasubramanian; David Ball; Marion Ball; Joyce Balls-Berry; Felix Balzer; Imon Banerjee; Erdeta Bani; Juliana Barnard; Ian Barnett; Mujeeb Basit; Amrita Basu; Christopher Bauer; Andrew Beam; Oliver Bear Don't Walk; Nike Beaubier; Cole Beck; Sara Beckham; James Becton; Mark Begale; Cosmin Bejan; Orrin Belden; Rimma Belenkaya; Kathy Belk; Sarah Beman; Natalie Benda; Jose Benuzillo; Joanne Berghout; Timothy Bergquist; Robby Bergstrom; Eta Berner; Steven Bernstein; Gerald Berry; Kerrin Bersani; Anand Bery; Suresh Bhavnani; Jiang Bian; Paul Biondich; Katherine Blackburn; Suzanne Blackley; Rebecca Blais; Sean Bloos; Barry Blumenfeld; Kimberly Blumenthal; Joseph Blumenthal; Simina Boca; Donna Boccamazzo; Eric Boccio; Robert Bodenheimer; Martin Boeker; Xavier Bofil-De Ros; Luca Bonomi; Suzanne Boren; William Bosl; Jeanne Boudreaux; Omar Bouhaddou; Florence Bourgeois; Andrew Boyd; Victoria Bradley; Richard Bradshaw; Susie Brain; Pascal Brandt; Cynthia Brandt; James Breen; Matthew Breitenstein; Douglas Bremner; Emily Brignone; Timothy Briscoe; Mathias Brochhausen; Michael Brooks; Gregory Brown; Steven Brown; Candice Bruhjell; Babette Brumback; Christy Bryant; Ben Bryner; Brian Bucher; Marissa Burgermaster; Hannah Burkhardt; Alisa Busch; Evan Butler; Alison Callahan; Thomas Campion; Celeste Campos-Castillo; Meagan Cannady; Pedro Caraballo; Christina Caraballo; Simona Carini; Kevin Carr; Robert Carroll; Alexis Carter; Marjorie Carter; Thomas Carton; Kristin Cassidy; Kenrick Cato; Kalipso Chalkidou; Kimberly Chambers; Tiffany Champagne-Langabeer; Shek-Wayne Chan; Stevie Chancellor; Kevin Chaney; Denise Chang; Yuan-Chi Chang; Wendy Chapman; Wendy Chapman; Neil Charness; David Chartash; Aheli Chattopadhyay; Cindy Chen; Elizabeth Chen; Ji Chen; Jonathan Chen; Ling Chen; Luyao Chen; Qingcai Chen; Qingxia Chen; Qingyu Chen; Yin-Wu Chen; Yixin Chen; David Chen; You Chen; Yan Cheng; Emily Chew; Jatin Chhikara; Calvin Chiew; Corey Chivers; Chris Cho; Eun Kyoung Choe; Leena Choi; Yong Kyung Choi; Sara Chokshi; Olivia Choudhury; Cheryl-Emiliane Chow; Denise Chrysler; Charlotte Chung; Wendy Chung; Wendy Chung; Arlene Chung; James Cimino; Jan Claassen; Lesley Clack; Carlos Clark; David Classen; Brian Clay; Ellen Clayton; Casey Clements; Zoe Co; Joseph Coco; Aaron Cohen; Amy Cohen; Trevor Cohen; Tim Coleman; Sonia Colina; Ryan Coller; Dave Collingridge; Cal Collins; Sarah Collins Rossetti; MaryAnn Connor; Emily Cooney; Lisa Cooper; Sky Corby; Derek Corrigan; Erika Cottrell; Mick Couper; Katherine Couturier; Sansanee Craig; Catherine Craven; Katherine Crew; Robert Cronin; Carolyn Crowder; Erin Crowgey; Licong Cui; Nan Cui; Zhicheng Cui; Judith Cukor; Theresa Cullen; Vasa Curcin; Kristijonas Cyras; Karim Dabbagh; Anuj Dalal; William Dalton; Mary D'Alton; Melissa Danforth; Nogee Daniel; Jim Daniel; Irene Dankwa-Mullan; Cecilia Dao; Ara Darzi; Lala Tanmoy Das; Amar Das; Surabhi Datta; Tanja Davidsen; Elizabeth

J. Davidson; Patricia Davis; Sharon Davis; Nathan Dean; Shannon Dean; Joseph Deferio; Guilherme Del Fiol; Brendan Delaney; Kevin Dellsperger; Gianluca Demartini; George Demiris; Dina Demner-Fushman; Yu Deng; Joshua Denny; Joshua Denny; Akshay Desai; Todd DeSantis; Anne Deslattes Mays; Janet Desroche; Murthy Devarakonda; Gregory Dexter; Paul Dexter; Ajay Dharod; Andrew Diamond; Karyn DiGiorgio; Tiffany Ding; Guy Divita; Avantika Diwadkar; Brian Dixon; Dmitriy Dligach; Bradley Doebbeling; Patrick Doherty; Jesus Dominguez; Margaret Donahue; Xiao Dong; Xinyu Dong; David Dorr; Anna Dover; Dawn Dowding; Connor Drake; Joanna Dreux; Joseph Drozda; Jingcheng Du; Sue Dubman; Eva DuGoff; Jon Duke; Alexandra Dumitriu; Benjamin Duncan; Adam Dunn; Karen Dunn Lopez; U. Nalla Durai; Patricia Dykes; Christine Dymek; Margo Edmunds; Barbara Edson; Aras Efekhari; Brad Ehlenfeldt; Jesse Ehrenfeld; Karen Eilbeck; Floyd Eisenberg; Rima El Atrache; Christina Eldredge; Noemie Elhadad; Jonathan Elias; Robert El-Kareh; Stephen Ellis; Amanda Elsey; Peter Embi; Cole Erdmann; Laura Esserman; Hossein Estiri; Jean-Francois Ethier; Michael Eubank; Jordan Everson; David Ezekiel-Herrera; Daniel Fabbri; Michael Fadden; Anthony Faiola; Elliot Fairweather; Tamer Fakhouri; Jungwei Fan; Jamison Fargo; Melissa Farmer; Greg Farris; Yanis Fatmi; Sue Feldman; Daniel Feller; QiPing Feng; Sarah Feng; Yuanyuan Feng; Francisco Javier Fernández-Martínez; Jeffrey Ferraro; Heather Fields; Elliot Fielstein; Nathanael Fillmore; Raymond Finzel; Rosie Fleming; Allen Flynn; Robert Fogerty; Sabrina Fonseca; Elizabeth Ford; Ian Fore; Morgan Foreman; Hamish Fraser; Robert Freimuth; Douglas Fridsma; Alexander Friedman; Charles Friedman; Bradley Fritz; Bianca Frogner; Julia Fu; Li-heng Fu; Paul Fu; Kin Wah Fung; Stephanie Furniss; Meg Furukawa; Davera Gabriel; Cynthia Gadd; Jessica Galarraga; Chris Gale; Mia Gallagher; Roland Gamache; Thomas Ganslandt; Grace Gao; Pamela Garabedian; Amy Garcia; Jose Garcia; Stephanie Garcia; Pamela Garcia-Filion; Luciano Garcia-Giordano; Stuart Gardos; Stuart Gardos; Daniel Gartner; Courtney Garza; Carmelo Gaudioso; Asim Gazi; Kelly Gebo; James Geller; Ivan George; Thomas George; Esteban Gershanik; Robert Gianforcaro; Traber Giardina; P. Joseph Gibson; Guido Giunti; Aris Gkoulalas-Divanis; Joshua Glandorf; Kimberly Glass; Alexander Glogowski; corey Glynn; Job Godino; Dena Goffman; Jeffrey Gold; Rachel Gold; Sigfried Gold; Isaac Goldstein; Elizabeth Golembiewski; Paulo Gomes; Yan Gong; Yang Gong; Mengchun Gong; Javier Gonzalez; Amanda Gooding; Kenneth Goodman; Nichole Goodsmith; Alyssa Goodson; Travis Goodwin; Kate Gordon; Peter Gordon; Sergey Goryachev; Foster Goss; Dan Gottlieb; Laura Gottlieb; David Gotz; Joseph Goulet; Kareem Graham; Joan Grand; Adela Grando; Shaun Grannis; John Graybeal; Robert Green; Sarah Greene; Robert Greenes; Robert Greevy; Grahame Grieve; Ashley Griffin; Jacqueline Griffin; Lisa Grossman; Hong Guan; Meghana Gudala; Adi Gundlapalli; Sharath Guntuku; Yi Guo; Aashima Gupta; Metin Gurcan; Nil Gurel; Jenice Guzman; Eric Haas; Silke Haferkamp; Judy Hagerty-Paglia; Ashkan Haghshenas; Theodore Hahn; Janos Hajagos; Shefali Haldar; Amber Haley; Bashir Hamidi; Alison Hamilton; Noah Hammarlund; David Hanauer; Joely Hannan; Roberta Hannibal; David Hansen; Sanda Harabagiu; Josef Hardi; Dhwani Haria; Christopher Harle; Ellen Harper; Joyce Harris; Marcelline Harris; Andrea Hartzler; Peter Haug; Howard Hays; James Hazel; Yuqi He; Zhe He; Jamison Heard; Anne Heath; Heather Heaton; Diane Heditsian; Laura Heermann Langford; Roshini Hegde; Elizabeth Heitkemper; Gerhard Hellemann; Richard Helmers; Jette Henderson; Alex Henrie; Qoua Her; Adrian Hernandez; Christopher Herrick; Aaron Hettinger; Kevin Hicks; Jessica Hike; Blanca Himes; Cory Hines; Michael Ho; David Hoang; Christopher Hoekstra; William Hogan; Julie Hollberg; Ian Holmes; Kristi Holmes; A Jay Holmgren; Jessica Hong; Xinting Hong; Y. Alicia Hong; Mikellayne Honorato; Daniel Hood; Mary Hook; John Hook; Peter Hoonakker; Janice Hopkins; Emma Horan; Jason Horn; Jan Horsky; Md Mahbub Hossain; Megan Houterloot; Kathryn Howley; Michelle Hribar; Chun-Ju Hsiao; Dennis Hsieh; Gary Hsieh; Nelson Hsing; Pei-Yun Hsueh; Jianying Hu; Bo Hu; Gang Hu; Yonghua Hu; Zhiting Hu; Yahua Huang; Yan Huang; Rebecca Hubbard; Ursula Huebner; Nathan Hulse; Betsy Humphreys; Samantha Hurst; Christophe Hurter; Vojtech Huser; Faraz Hussain; Tsuyoshi Ide; Vlad Ignatov; Omer Inan; Orna Intrator; Bradley Iott; Pourang Irani; Sarah Iribarren; Charlie Ishikawa; Eduardo Iturrate;

Svetlana Ivanova; Kathryn Iverson; Shoko Iwai; Michele Jackson; Gretchen Jackson; Maia Jacobs; Charles Jaffe; Abhyuday Jagannatha; Sunit Jain; Dafydd James; Dziura James; Thad Jarmon; Oliver Jawitz; Molly Jeffery; Robert Jenders; Nathan Jenson; Cierra Jethro; Zongcheng Ji; Dehuan Jiang; Guoqian Jiang; Silis Jiang; Xuehan Jiang; Xiaoqian Jiang; Jimmy Jimmy; Xia Jing; Steven Johnson; Andrew Johnson; Stephen Johnson; Kevin Johnson; Beth Johnson; Audrey Jones; Barbara Jones; Jennifer Jones; Cassandra Josephson; Vijan Joshi; Matthew Joss; Changmi Jung; Joseph Kabariti; Mengyuan Kan; Hong Kang; Min Jeoung Kang; Thomas Kannampallil; Joseph Kannry; Murat Kantarcioglu; Bonnie Kaplan; Amin Karamlou; Panagiotis Karampourniotis; Dean Karavite; James Kariuki; Nitu Kashyap; William Kassler; Suranga Kasthurirathne; Yuliya Katlinskaya; David Kauchak; David Kaufman; Jorge Kaufmann; Rainu Kaushal; Ramakanth Kavuluru; Tiarnan Keenan; Sarah Kefayati; Michelle Keller; Joseph Kelly; Michelle Kelly; Suzanne Kelson; Aaron Kemp; Logan Kendall; Timothy Kennell; Colleen Kenost; Thomas Kent; Diane Keogh; Madeleine Kerr; Alan Kessler; Saif Khairat; Hadi Kharrazi; Maher Khelifi; Abel Kho; Helena Kiefel; Richard Kiefer; Julie Kientz; Halil Kilicoglu; John Killbourne; Katherine Kim; Yejin Kim; Yoojung Kim; Christopher King; Paul Kingsbury; Stephen Kingwell; Spyros Kitsiou; Jeffrey Klann; Dawn Klein; Samantha Kleinberg; Andrea Kleinsmith; Juli Klemm; Christopher Knaplund; Rafal Kocielnik; Robert Koester; Zhi Xiong Koh; isaac kohane; Isaac Kohane; Subhash Kumar Kolar Rajanna; George Komatsoulis; Guilan Kong; Jun Kong; Despina Kontos; Jejo Koola; Bevan Koopman; Zfania Tom Korach; Nikesh Kotecha; Ioannis Koutroulis; Heidi Kramer; John Krauss; Janice Krieger; Won-Jun Kuk; Rita Kukafka; Polina Kukhareva; Casimir Kulikowski; Yaa Kumah-Crystal; Manish Kumar; Sajeesh Kumar; Erich Kummerfeld; Joseph Kunisch; Tsung-Ting Kuo; Sara Kurosu; Fabricio Kury; Kathryn Kuttler; William La Cava; Stephen LaCour; Kenneth Lai; Maia Laing; Natalie Lampa; Steven Lane; James Langabeer; Thomas Lasko; Lisa Latts; Sabina Lau; Danielle Lavallee; Michael Lawley; Bongshin Lee; Martin Lee; Victor Lee; Chuang-Chung LEE; Jaehoon Lee; Mariska Leeflang; Russell Leftwich; Harold Lehmann; Tony Leiro; Jacob Leisey-Bartsch; Leslie Lenert; Joseph Lengfellner; Alex Leow; Cynthia LeRouge; Gondy Leroy; Kathy Lesh; Lenard Lesser; Tiffany Leung; Jennifer Levine; Matthew Levine; Andrew Levy; Lauren L'Heureux; Ashley Li; Haiquan Li; Haoran Li; Qian Li; QIke Li; Ron Li; Xiaojin Li; Xinhang Li; Fei Li; Xiyang Liao; Jimmy Lin; Ke Lin; Michelle Lin; Wei-Chun Lin; Yu Lin; Zhen Lin; Michael Lincoln; Stuart Lipsitz; Chang Liu; Dianbo Liu; Hao Liu; Lei Liu; Luchen Liu; Nan Liu; Songzi Liu; Xiao Liu; Yongtai Liu; Siru Liu; Hongfang Liu; Sijia Liu; Robert Lodahl; Tobias loddenkemper; Edwin Lomotan; Rodney Long; Alyssa Long; Chris Longhurst; Roxana Loperena-Cortes; Marcelo Lopetegui; Javier Lopez; Nancy Lorenzi; Paul Loriaux; Zhiyong Lu; Matthew Lungren; Yuan Luo; Jake Luo; Carolyn Luppens; Yves Lussier; David Lyalin; Kay Lytle; Xiaomeng Ma; Thomas Maddox; C. Monifa Mahdi; Cecilia Mahdi; Andrea Mahnke; Arch Mainous ; Ramon Maldonado; Bradley Malin; Mamas Mamas; Lena Mamykina; Kenneth Mandl; Frank Manion; Mark Mankivsky; Devin Mann; Eva Manos; Victor Maojo; Brandy Mapes; Keith March; Laura Marcial; Luis Marco-Ruiz; Miguel Marino; Keith Marsolo; Josh Martin; Douglas Martin; Christie Martin; Paige Martin; Marcos Martínez-Romero; Ruth Masterson Creber; Michael Matheny; Michael Matheny; Jeff Matthews; Craig Mayer; Devon McCabe; James McClay; Judy mcconnachie; Allison McCoy; Thomas McCoy; Samuel McDonald; Clement McDonald; Timothy McFarlane; Hannah McGowan; Scott McGrath; Candace McNaughton; Elizabeth McNeer; Brittany McNeil; Jacob McPadden; Melissa McPheeters; Lynn McVey; Ginny Meadows; Patricia Mechael; John Meddar; Daniella Meeker; Rachel Melamed; Michelle Melisko; Edward Melnick; Genevieve Melton; Michael Mendis; Eneida Mendonca; George Meng; Feng Mengling; Lucas Mentch; Helena Mentis; Alejandro Metke Jimenez; Ashley Meyer; Yishen Miao; Maria Michaels; Martin Michalowski; Wojtek Michalowski; Jeremy Michel; Amanda Midboe; Beverly Middle; Tim Miksch; Robert Milius; Holly Miller; Sarah Miller; Timothy Miller; Robert Miller; Kristen Miller; Sonali Mishra; Elliot Mitchell; Chris Moesel; Reyhaneh Mogharabnia; Reem Mohamed; Vishnu Mohan; April Mohanty; Hasina Momotaz; Karen Monsen; Lisa Moon; Sean Mooney; Stephen Mooney; Carrie Moore; Jason Moore; Alberto

Moreno-Conde; Jesús Moreno-Conde; James Mork; William Morris; Abu Mosa; Ray Moseley; Justin Mower; David Moxley; Jonathan Mpango; Matthew Mumber; Kyle Munkittrick; Anita Murcko; Shawn Murphy; Nathan Murray; Mark Musen; Andrew Muth; Annie Myers; Vasiliki Mylonopoulou; Elizabeth Mynatt; Josephine Nabukenya; Frank Naeymi-Rad; Sujith Nair; Nader Najafi; Claude Nanjo; Wazim Narain; Nicole Narayan; Karthik Natarajan; Jonathan Nebeker; Aaron Neinstein; Joseph Nelson; Shamim Nemati; Goran Nenadic; Aurelie Neveol; Lisa Newmark; Quyen Ngo-Metzger; Che Ngufor; Viet Nguyen; Yizhao Ni; Andres Nieto; Mary Nix; Christopher Norman; Marc Norman; Magdala Novaes; Laurie Novak; Laurie Novak; Nancy Nowlin-Finch; Thomas O’Byrne; Martin O’Connor; Matt Obenhaus; Matthew Oberhardt; Patrick O'Connor; Johanna O'Dell; Omolola Ogunyemi; Lucila Ohno-Machado; Terrence O'Malley; Henry Ong; Marcus Eng Hock Ong; Carlos Ortega; Benjamin Orwoll; Yuri Ostrovsky; Dympna O'Sullivan; Neil Otte; Robert Overton; Aniwaa Owusu-obeng; Mustafa Ozkaynak; Jennifer Pacheco; Rema Padman; Hyung Paek; Serguei Pakhomov; Sarada Panchanathan; Sergio Paraiso-Medina; Enea Parimbelli; Richard Paris; Adrian Park; Yoonyoung Park; Bev Parker; Carlos Luis Parra-Calderón; Kalyan Pasupathy; Mehul Patel; Vimla Patel; Jyotishman Pathak; Ameet Pathak; Timothy Patrick; Pat Patton; Venkata (Raju) Pavuluri; Thomas Payne; Nicole Pearl; Menglu Pei; Vikas Pejaver; Mor Peleg; Michael Pencina; Sarah Pendergrass; Yifan Peng; Melody Penning; Rebekah Penton; Yehoshua Perl; Adler Perotte; Rimma Perotte; Carolyn Petersen; Garry Peterson; Josh Peterson; Josh Peterson; Warren Pettey; Robert Pettit; Jonathan Pevsner; Gillian C. PharmD; John Philip; Adrienne Pichon; Malvika Pillai; Sharon Pincus; Nicholas Piniella; Mike Piscitelli; Timothy Platts-Mills; Mihai Podgoreanu; Ari Pollack; Craig Pollack; Fernanda Polubriaginof; Sravya Ponnapalli; Eric Poon; Jennifer Popovic; Raphaël Porcher; Jake Portanova; Steven Posnack; Karl Poterack; Fabian Prasser; Adam Prater; Wanda Pratt; Denys Prociuk; Hans-Ulrich Prokosch; Lisiane Pruinelli; Liese Pruitt; Christopher Puchi; Flavia Queiroga; Samir Rachid Zaim; Alastair Rae; Mehrdad Rafiei; Kia Rahmanian; Tari Rajchel; Vaishak Ramesh Vellore; Andrea Ramirez; Andrea Ramirez; Carlos Ramirez; Jordan Ramsey; Rebecca Randell; David Randolph; Pavani Rangachari; Barbara Rapchak; Sina Rashidian; Luke Rasmussen; Bhanu Pratap Singh Rawat; Christopher Ré; Andrew Redd; Madhu Reddy; Jenna Reps; R. Karl Rethemeyer; Rose Revelo; Tera Reynolds; Rita Reynolds Silverberg; Bryn Rhodes; Joshua Richardson; Matthew Rioth; Grant Ritter; John Roach; Craig Robbins; Kirk Roberts; Kirk Roberts; Barbie Robinson; Mitra Rocca; Victor Rodriguez; Salvador Rodriguez-Loya; Ursula Rogers; margo rollins; traudi rose; Douglas Rosendale; Richard Rosenthal; Jaclyn Rosenzweig; Bill Ross; Shivaal Roy; Ronen Rozenblum; Daniel Rubin; Jenna Rubin; Juliet Rubini; Lisa Rubinstein; Wendy Rubinstein; Don Rucker; Roy Ruddle; Barbara Ruddy; Joyce Rudenick; Robert Rudin; Scott Rudkin; Grayson Ruhl; Nicole Ruiz-Schultz; Adam Rule; Erica Rutherford; Patrick Ryan; Beatriz Ryan-Lora; Shawn Rynearson; Nabile Safdar; Satya Sahoo; Ricky Sahu; Martha Sajatovic; Dawn Sakaguchi-Tang; Yumiko Sakamoto; Samuel Sala-Fernández; Sameh Saleh; Liz Salmi; Theodoros Salonidis; Joel Saltz; Mary Saltz; Rori Salvaggio; Yuji Samizo; Cristina Sampaio; Robert Samples; Ivan Sanchez Fernandez; David Sanders; Savitha Sangameswaran; Xenophon Santas; Chethan Sarabu; Shannon Sartin; Koki Sasagawa; Aarti Sathyanarayana; Max Savery; Ulrich Sax; George Sayre; Jannik Schaaf; Marilyn Schallom; Josef Schepers; Julie Scherer; Kayla Schiffer; Jonathan Schildcrout; Lisa Schilling; Daniel Schlegel; Titus Schleyer; David Schlundt; Juliane Schneider; Jeffrey Schnipper; Kumiko Schnock; Aaron Schott; Richard Schreiber; Lee Schroeder; John Schrom; Jessica Schwartz; Benjamin Morgan scirica; Kristine Scott; Stuart Scott; Deirdre Scully; Sharon Sebastian; Courtney Segal; Diane Seger; Kenneth Seier; Nathan Seligson; Azin Semsar; Mark Sendak; Nicole Senft; Anil Sethi; Theresa Settergren; Zonyin Shae; Nigam Shah; Amit Shah; Darshan Shah; Nilay D. Shah; Kevin Shannon; Yijun Shao; Marianne Sharko; Neena Sharma; Christopher Shea; Jean-Ju Sheen; Mimi Sheerin; Lincoln Sheets; Sherri Sheinfeld Gorin; Ying Shen; Elizabeth Shenkman; Ilya Sher; Haoran Shi; Jianlin Shi; Lingyun Shi; Yaping Shi; Jianlin Shi; David Shields; Morgan Shields; Neel Shimpi; Jennifer Shivers; Evan Sholle; Chi-Ren Shyu; Yuqi Si; Erika Silva; Thomas Silverman; Greg Silverman; Ida Sim; Gyorgy Simon;

Christopher Simpson; Margaret Sin; Onkar Singh; Hardeep Singh; Ruby Singhrao; Mustafa Sir; Dean Sittig; Srikanth Sivashankaran; Connor Skennerton; Daniel Sklansky; Cody Slater; Aleksandra Slavkovic; Benjamin Slovis; Arlene Smaldone; Matthew Small; Catherine Smith; Windy Smith; Anne Smith; Jeffery Smith; Michael Snyder; Ralph Snyderman; Yat S. So; Miji Sofela; Sunghwan Sohn; Jeff Sokolov; Yauheni Solad; Nicholas Solberg; Benjamin Solomon; Harry Solomon; Anthony Solomonides; Sarvesh Soni; Spencer SooHoo; Sudhir Sornapudi; Eric Soto; Davide Sottara; Lauren Southwick; Stephen Spooner; Raj Srivastava; Carolyn Staats; Cooper Stansbury; Johannes Starlinger; Carlo Stearns; Linsey Steege; Michael Steinbach; Rachel Stemerman; Holger Stenzhorn; Pete Stetson; Peter Stetson; Loren Stevenson; Daniel Stone; Holger Storf; Olga Strachna; Thomas Strasheim; Devika Subramanian; Lina Sulieman; Haiyang Sun; Xingzhi Sun; Ying Suo; Anjana Susarla; Scott Sutherland; Eliza Sutton; Katherine Sward; Elise Sweeney Anthony; Issa Sylla; Azade Tabaie; Esteban Tabak; Ahmad Tafti; Breena Taira; Toshihiko Takeuchi; Alexander Tanchoco; Buzhou Tang; Jian Tang; Paul Tang; Kui Tang; Shiqiang Tao; Cui Tao; Abdul Tariq; Nicholas Tatonetti; Jean Taylor; James Tcheng; Jessica Tenenbaum; Daniel Territo; Amy Thoman; Anne Thurber; Victoria Tiase; Valéria Times; Firat Tiryaki; Darren Toh; Catherine Tompkins; Francesca Toni; Mohammad Samie Tootooni; Umit Topaloglu; Micky Tripathi; Jeffrey Tsai; Tim Tschampel; Rich Tsui; Timothy Turner; Anne Turner; Carolyn Turvey; Ben Tyndall; Elizabeth Umberfield; Kim Unertl; Divvy Upadhyay; Amit Uppal; Iñigo Urteaga; Viola Vaccarino; Ipsit Vahia; Jonathan Vajda; Kristen Valdes; PJ Van Camp; Anton van der Vegt; Haleh Vatani; David Vawdrey; David Vawdrey; Tom Velez; Sumithra Velupillai; Vishal Vernekar; Benjamin Viernes; Caroline Vines; Shyam Visweswaran; Francesca Vitali; Yevgeniy Vorobeychik; Long Vu; Steven Wagers; Kavishwar Wagholikar; Nida Waheed; Lemuel Waitman; Bonnie Wakefield; Ari Ezra Waldman; Missy Walker; Mark Wallace; Ken Wallston; Dammika Walpitage; Colin Walsh; Nephi Walton; Jason A Wampfler; Zhiyu Wan; Daisy Wang; Fei Wang; Feiran Wang; Fusheng Wang; Han Wang; Liqin Wang; Tony Wang; Xiaolong Wang; Yu Wang; Zichang Wang; Dongwen Wang; Jingqi Wang; Liwei Wang; Phillip Warner; Jeremy Warner; Denise Warzel; Michael Watkins; Nich Wattanasin; Adele Waugaman; Brandon Webb; Hannah Weeks; Qiang Wei; Wei Wei; Wei-Qi Wei; Mark Weiner; Charlene Weir; Nicole Weiskopf; Jeremy Weiss; Lisa Weiss; Brian Wells; John Welton; Chunhua Weng; Deliya Wesley; Bonnie Westra; Danielle Whicher; Luann Whittenburg; Paige Wickner; Rebecca Wilgus; Szymon Wilk; Michi Willcoxon; Herb Williams; Mary Williams; Karmen Williams; Nick Williams; Debra Willrett; Jonathan Wills; Amy Wilson; Jonathan Wilt; John Windle; Thomas Windle; Kristen Wing; Matthew Wittbrodt; Janusz Wojtusiak; Kenneth Wolsey; Ting Hway Wong; Wai Wong; Adam Wright; Dagan Wright; Drew Wright; Danny Wu; Danny T.Y. Wu; Danyi Wu; Jingyi Wu; Lezhou Wu; Stephen Wu; Yonggan Wu; Yonghui Wu; Hong WU; Patrick Wu; Julia Wynn; Weiyi Xia; Alec Xiang; Guotong Xie; Sherrie Xie; zhenxing xu; Julia Xu; Song Xu; Zhuoyang Xu; Zhiyun Xue; Kabir Yadav; Lynn Yamamoto; Chao Yan; Jun Yan; Luge Yang; Ping Yang; Xi Yang; Jianji Yang; Liang Yao; Andrea Yatsco; Tahsin Yavuz; Maria Yefimova; Po-Yin Yen; Meliha Yetisgen; Michael Yin; Zhijun Yin; Natalie Yip; Alexander Young; Hongru Yu; Hong Yu; Chi Yuan; Akshay Zagade; Hamid Zahiri; Roham Zamanian; Andrew Zarski; Kelson Zawack; Teresa Zayas-Cabán; Qing Zeng; Bin Zhang; Hansi Zhang; Ming Zhang; Helen Zhang; Peng (""Dana"") Zhang; Yongkang Zhang; Yiye Zhang; Tingting Zhao; Wei Zhao; Xia Zhao; Ling Zheng; Kai Zheng; Yizhen Zhong; Yuxiang Zhong; Li Zhou; Yan Zhuang; Maryan Zirkle; Maryam Zolnoori; Jason Zucker; Lei Zuo.

The following presenters of the AMIA 2019 Annual Symposium disclose the following relevant financial relationships with ACCME-defined commercial interests and other entities:

Presenter Relationship: Commercial interest or Other Entity

Brian Alper Other Financial or Material Support: EBSCO Health

Samuel Aronson Consultant: Varian; Grants/Research Support: Persistent Systems; Grants/Research Support: Novartis; Other Financial or Material Support: Sunquest

David Bates Consultant: EarlySense; Other Financial or Material Support: CDI; Other Financial or Material Support: ValeraHealth; Other Financial or Material Support: Clew; Other Financial or Material Support: MDClone; Grants/Research Support: IBM Watson

John Borsi Other Financial or Material Support: IBM

Aziz Boxwala Stock Shareholder (directly purchased): Elimu Informatics Inc.

James Chen Speaker Bureau: Foundation Medicine; Speaker Bureau: Novartis; Grants/Research Support: Eisai

Michael Chiang Grants/Research Support: Natinal Institutes of Health; Grants/Research Support: National Science Foundation; Grants/Research Support: Genentech; Consultant: Novartis; Other Financial or Material Support: Clarity Medical Systems (unpaid member of Scientific Advisory Board); Stock Shareholder (directly purchased): Inteleretina

Amar Das Other Financial or Material Support: IBM

Nils Gehlenborg Honorarium: Cambridge HealthTech Institute; Stock Shareholder (directly purchased): Datavisyn GmbH; Consultant: European Molecular Biology Laboratory

Assaf Halevy Other Financial or Material Support: Allscripts; Other Financial or Material Support: 2bPrecise

Dishan Herath Grants/Research Support: IBM

William Hersh Grants/Research Support: Alnylam

Allen Hsiao Honorarium: Verb Surgical

Erich Huang Other Financial or Material Support: kelaHealth; Other Financial or Material Support: Stratus Medicine; Other Financial or Material Support: MedBlue Data

Gretchen Jackson Other Financial or Material Support: IBM Watson Health

Kensaku Kawamoto Grants/Research Support: Hitachi; Honorarium: Hitachi; Consultant: Klesis Healthcare; Consultant: McKesson Health Solutions; Honorarium: Premier; Honorarium: University of California, San Francisco; Consultant: Security Risk Solutions; Consultant: ESAC

Martin Kohn Consultant: Open Health Network;

Consultant: Heath Tech Advisors

Samden Lhatoo Grants/Research Support: UCB Pharma; Speaker Bureau: UCB Pharma

David Little Other Financial or Material Support: Epic

Joshua Mandel Other Financial or Material Support: Microsoft; Other Financial or Material Support: Verily

Funda Meric-Bernstam

Grants/Research Support: Novartis; AstraZeneca; Taiho Pharmaceutical; Genentech; Calithera Biosciences; Debiopharm Group; Bayer; Aileron Therapeutics; PUMA Biotechnology; CytomX Therapeutics; Zymeworks; Curis; Pfizer; eFFECTOR Therapeutics; Abbvie; Guardant Health; Daiichi Sankyo, GlaxoSmithKline. Consultant: Genentech; Pieris Pharmaceuticals; Samsung Bioepis; Aduro, OrigiMed; Debiopharm Group; Xencor; Jackson Laboratory, Sumitomo Dainippon Pharma; Dialectica; Mersana; Grail; Darwin Health; Spectrum; Inflection Biosciences

Blackford Middleton Stock Shareholder (directly purchased): Apervita, Inc.

Naveen Muthu Stock Shareholder (directly purchased): Phrase Health

Andrew Norden Other Financial or Material Support: COTA, Inc.

Evan Orenstein Stock Shareholder (directly purchased): Phrase Health Inc.

Jerome Osheroff Other Financial or Material Support: TMIT Consulting, LLC

J. Marc Overhage Stock Shareholder (directly purchased): Cerner; Other Financial or Material Support: Cerner

Eric Pan Stock Shareholder (directly purchased): Ren Healthcare; Other Financial or Material Support: Westat

Philip Payne Stock Shareholder (directly purchased): Aver Inc.; Stock Shareholder (directly purchased): Signet Accel Inc.; Stock Shareholder (directly purchased): Signet LLC; Speaker Bureau: Roche Diagnostics

Danielle Perret Stock Shareholder (directly purchased): Graceland Hospice

Jayamary Divya Ravichandar

Other Financial or Material Support: Second Genome

Michael Rothman Other Financial or Material Support: PeraHealth

Anita Samarth Other Financial or Material Support: Clinovations GovHealth

Jane Snowdon Other Financial or Material Support: Employee of IBM; Stock Shareholder (directly purchased): IBM

Shawn Sweeney Grants/Research Support: AZ; Grants/Research Support: Amgen; Grants/Research Support: Genentech; Grants/Research Support: H3 Biomedicine; Grants/Research Support: Puma

Ozlem Uzuner Consultant: Nowigence; Consultant: NarrativeDx

Isaac Vetter Other Financial or Material Support: Epic Systems, Inc.

Samuel Volchenboum

Consultant: Litmus Health; Consultant: Accordant; Consultant: Patientrials

Daniel Vreeman Grants/Research Support: Office of the National Coordinator for Health Information Technology; Grants/Research Support: Centers for Medicare & Medicaid Services; Grants/Research Support: RTI International; Grants/Research Support: bioMérieux; Grants/Research Support: U.S. Food and Drug Administration; Other Financial or Material Support: Blue Sky Premise, LLC; Grants/Research Support: National Center for Complementary & Integrative Health; Grants/Research Support: National Center for Advancing Translational Sciences

Theresa Walunas Consultant: Pfizer, Wyeth, Genetics Institute, LLC, Merck KGaA and EMD Serono

Michael Wang Consultant: Commure, Inc

Thomas Weinmaier Stock Shareholder (directly purchased): Second Genome

Hua Xu Stock Shareholder (directly purchased): Melax Technologies Inc; Consultant: More Health Inc; Consultant: DCHealth Inc.

Amanda Yoho Other Financial or Material Support: IBM Watson Health

Kun-Hsing Yu Other Financial or Material Support: Harvard Medical School

Guo-Qiang Zhang Consultant: Synamtics Inc.

Guido Zuccon Grants/Research Support: Neusoft Corporation, China; Grants/Research Support: Google; Grants/Research Support: Microsoft

The following peer reviewers of the AMIA 2019 Annual Symposium disclose that neither they nor their life partners have relevant financial relationships with ACCME-defined commercial interests: Abdulrahman AAlAbdulsalam; Matthew Aalsma; Hafsah Aamer; Robert Aarhus; Skye Aaron; Barry Aaronson; Jacob Aaronson; Jos Aarts; - Aastha; Francisco Abad-Navarro; Orhan Abar; Glenn Abastillas; Ruth Abaya; Hamed Abbaszadegan; Amy Abbott; Jacob Abbott; Samir Abdelrahman; Hamed Abedtash; Kingsley Abel; Aaron Abend; John Aberdeen; Rashmie Abeysinghe; Swapna Abhyankar; Joanna Abraham; Meredith Abrams; Fuad Abujarad; Srisairam Achuthan; Jonas Actor; Melissa Aczon; Terrence Adam; Stephanie Adams; Swann Adams; Val Adams; William Adams; Tomasz Adamusiak; Karthik Adapa; Simon Adebola; Oluwasegun (Joel) Adegoke; Adeboye Adejare; Prakash Adekkanattu; Olayele Adelakun; Jason Adelman; Kafayat Adeniyi; Omolola Adeoye; Opeolu Adeoye; Mohammad Adibuzzaman; Mark Adkins; Klaus-Peter Adlassnig; Julia Adler-Milstein; Hanna Admi; May Adra; Bonnie Adrian; Indra Adrianto; Majid Afshar; Kanupriya Agarwal; Thomas Agresta; Nkechinyere Agu; Suzan Ahmad; Adil Ahmed; Zeeshan Ahmed; Monika Ahuja; MASAKAZU AIHARA; Samuel Ajjarapu; Sadia Akter; Patricia Alafaireet; Saja Al-alawneh; David Albers; Alexander Alekseyenko; Gregory Alexander; Nicholas Alexander; Shatha ALHarthi; Dari Alhuwail; Dr. Samira Ali; Neda Alipanah; Imad Aljabban; Jihad Aljabban; Bryce Allen; Katie Allen; Mauricio Almeida; William Alonso; Kristine Alpi; Yasir Al-qaqaa; Mayda Alrige; Alaa Alsadi; Najah Al-shanableh; Shafa Al-Showk; Wafaa AlSomali; Hamada Altalib; Rita Altamore; Danielle Alves; Ghazwan Alwan; Tochi Amadi; Mary Amato; Kyle Ambert; Jose-Luis Ambite; Richard Ambrosino; EMNA AMDOUNI;

Kimia Ameri; Waqas Amin; Hadi Amiri; Muhamamd Amith; Robert Amland; Elske Ammenwerth; Jacqueline Amoozegar; Liz Amos; Fatemeh Amrollahi; Vibha Anand; Shilo Anders; Nick Anderson; Jorge Andrade; James Andrews; Steven Andrews; Hamideh Anjomshoa; Sameer Antani; Bonnie Anton; Nate Apathy; Yindalon Aphinyanaphongs; Emilia Apostolova; Jo Applebaum; Ellen Araj; Chrisa Arcan; Adriana Arcia; Deborah Ariosto; Corey Arnold; Adelaide Arruda-Olson; Nathan Artz; negin asadzadehzanjani; Oghale Asagbra; ONUR ASAN; Adam Asare; Phillip Asaro; Sadaf Ashtari; Azam Aslani; Daisy AU; Jennifer Aucoin; Amelia Averitt; Sanja Avramovic; George Avrunin; Md Momin Al Aziz; Ranjodh Badh; Ye Seul Bae; Jeong-Heum Baek; Neil Bahroos; Mehmet Bakal; Abdulaziz Bako; Panagiotis Balatsoukas; Ileana Baldi; Jessica Baldwin; Tyler Baldwin; Renu Balyan; Mary Banach; Juan Banda; Imon Banerjee; Tanvi Banerjee; Suhasini Bangar; Alison Banger; Riyue Bao; Roberto Baptista; Rick Barnhill; Jill Barnholtz-Sloan; Chaitan Baru; Hosein Barzekar; Ayisha Bashir; William Baskett; Ellen Bass; Michael Bass; Amrita Basu; Amy Bauer; Sally Baxter; Melissa Baysari; Carol Bean; Oliver Bear Don't Walk; Russ Beebe; Rahmatollah Beheshti; Eytan Behiri; Sary Beidas; Jeffery Belden; Douglas Bell; Michele Bellantoni; Riccardo Bellazzi; Anas Belouali; Zina Ben Miled; Mohamed Ben Said; Natalie Benda; Kristin Bennett; Tellen Bennett; Munder Ben-Omran; Leila Bergamasco; Gaber Bergant; Joanne Berghout; Timothy Bergquist; Tamara Bernard; Daniel Berrios; Donna Berry; Shamsi Berry; Ali Besiso; Anna Beukenhorst; Amol Bhalla; Moumita Bhattacharya; Suresh Bhavnani; Krithika Bhuvaneshwar; Jiang Bian; Jonathan Bidwell; Seda Bilaloglu; Samar Binkheder; André Bittar; Rebecca Blais; Catherine Blake; Brian Blaufeux; Saul Blecker; Katherine Blondon; Dikla Blumberg; Wendy Blumenthal; Willie Boag; Olivier Bodenreider; Mary Regina Boland; Jonathan Bona; Luca Bonomi; Suzanne Boren; Erin Borglund; Susan Bostwick; Michele Bosworth; Daniele Bottigliengo; Lina Bouayad; Adam Bouras; Fabienne Bourgeois; Keith Boyce; Richard Boyce; Andrew Boyd; Selen Bozkurt; David Bradley; Isha Brahmbhatt; Gulherme Brasil Pintarelli; Bruce Bray; James Breen; Matthew Breitenstein; Thomas Brettin; Tom Britten; Juliana Brixey; Victor Brodsky; Stephen Bronsburg; Ian Brooks; Jeffrey Brown; Laura Brown; Roger Brown; William Brown; Jennifer Browne; Doug Browning; Julian Brunner; Jason Brunson; Allen Bryan; Brian Bucher; Michael Buckley; Lorraine Buis; Brian Bunnell; Harry Burke; Juandalyn Burke; William Burke; Zachary Burningham; Evanette Burrows; Stephen Burrows; Shirley Burton; Alisa Busch; Claudia Bustamante; Jorie Butler; Colene Byrne; Karla Caballero Barajas; Chunhui Cai; Tianrun Cai; Zhaohui Cai; Michael Cairelli; Alison Callahan; Tiffany Callahan; Amy Campbell; Elizabeth Campbell; James Campbell; Robert Campbell; Walter Campbell; Leonardo Campillos-Llanos; Thomas Campion; Manuel Campos; Shannon Canfield; Alberto Cano; Thomas Cantilina; April Carcone; Elena Cardillo; Cameron Carlin; Brian Carlson; Jane Carrington; Mark Carroll; Robert Carroll; Kimberly Carson; Marcelo Carvalho; Victor Castro; Kenrick Cato; Sena Chae; Tiffany Champagne-Langabeer; Ashis Chanda; Uma Chandran; Mayanka Chandrashekar; Yu-tien Chang; Juan Chaparro; Daniel Chaput; Shruthi Chari; Pam Charney; David Chartash; Michael Chary; Dian Chase; Dian Chase; Herbert Chase; Amy Chaumeton; Girish Chavan; Zhengping Che; Annie Chen; Chen Chen; Ching-Hua Chen; David Chen; Jake Chen; Jessica Chen; Ji Chen; Jin Chen; Jinying Chen; Jonathan Chen; Jun Chen; Long Chen; Lujia Chen; Lujie Chen; Luoxin Chen; Minxing Chen; Qingcai Chen; Qingxia Chen; Qingxiao Chen; Qingyu Chen; Tianlong Chen; Tingting Chen; You Chen; Alex Cheng; Daryl Cheng; Eric Cheng; Hao-Yuan Cheng; Peng Cheng; Qian Cheng; Yan Cheng; Kelley Chester; Divya Chhabra; Jatin Chhikara; Nai-Ching Chi; Emma Chiaramello; Maria Chiaravalloti; Ming-Yuan Chih; Veera Raghavendra Chikka; Chieh-Li Chin; Jessie Chin; Po-Hsiang Chiu; Hwayoung Cho; Insook Cho; Seoyoon Cho; In Young Choi; Jeeyae Choi; Yong Kyung Choi; Sara Chokshi; Jingyuan Chou; Chia-Ching Chou; Olivia Choudhury; Jiangfeng Chu; CHIA-HUI CHU; Soon Chun; Arlene Chung; Jane Chung; James Cimino; Christine Clark; Timothy Clark; Martina Clarke; Melissa Clarkson; Mark Clee; Stephen Clyde; Allyson Cochran; Trevor Cohen; Dasha Cohen; Tiago Colicchio; Vanessa Colicchio; Sarah Colletta; Sarah Collins Rossetti; Karen Comer; Heather Conboy; Rosalynn Conic; Elizabeth Connolly; MaryAnn Connor; Mike Conway; Kathryn Cooper; Kelsey Corcoran; Sarah Corley; Ronald Cornet; Sandra Cossul; Mayara Costa Figueiredo; Sansanee Craig; Catherine Craven; Ruth Creber; Robert Cronin; David Cronkite; John Crooks;

Nathan Cross; Tina Crotty; Licong Cui; Zhicheng Cui; Chandrea Culbreath; Mollie Cummins; Vasa Curcin; Leanne Currie; Dorothy Curtis; Caitlin Cusack; Danilo da Silva; Maria Dahm; Peng Dai; Venkata Vijaya Kumar Dalai; Cortney Dalcour; Eric Daley; Hercules Dalianis; Elizabeth Danielson; Kshama Daphtary; Bruce Darrow; Dipanwita Dasgupta; Pritika Dasgupta; Surabhi Datta; Patricia Davidson; Amanda Davis; Katherine Davis; Konrad Davis; Sharon Davis; Anis Davoudi; Jina Dcruz; Berry de Bruijn; Alexandre De Castro; Ana Paula de Oliveira Sales; Valéria de Souza; Dilhari DeAlmeida; Shandy Dearth; Marzia Del Zotto; Louise Deleger; Vincenzo Della Mea; Bradley Delman; George Demiris; Dina Demner-Fushman; Yu Deng; Samuel K Dery; Vikrant Deshmukh; Murthy Devarakonda; Maya Dewan; Judith Dexheimer; Gayo Diallo; Anna Diane; Diana Diaz; Jose-Franck Diaz-Garelli; Alexander Diehl; Ying Ding; Guy Divita; Brian Dixon; Nhue Do; Quan Do; Son Doan; Son Doan; Bradley Doebbeling; Sara Donevant; Xiao Dong; David Dorr; Riddhi Doshi; Brian Douthit; Dawn Dowding; N. Lance Downing; Sarah Downs; Katherine Doyon; Connor Drake; Patricia Driscoll; Fan Du; Shimeng Du; Xinsong Du; Yao Du; Prerna Dua; Songwei Duan; Alevtina Dubovitskaya; Jon Duke; Prashila Dullabh; Jeffrey Duncan; Robert Dunlea; Adam Dunn; Karen Dunn Lopez; Henry Dunnenberger; Ashimiyu Durojaiye; Ines Dutra; Claudio Eccher; Heather Edgar; Tracy Edinger; Margo Edmunds; Johnathan Edwards; Attila Levente Egyedi; Elizabeth Eikey; Floyd Eisenberg; Eric Eisenstein; Aaron Eisman; Lahcen EL HIKI; Gilan El Saadawi; Christina Eldredge; David ElHalta; Robert El-Kareh; Peter Elkin; Alal Eran; Patrick Erdman; Awatef Ergai; Hossein Estiri; Jordan Everson; Darren Fahy; Thomas Falconer; Liyue Fan; Jungwei Fan; Emilia Farcas; Naleef Fareed; Jamison Fargo; FERNANDA FARINELLI; Mohammad Faysel; Andriy Fedorov; Jinghan Feng; Yuanyuan Feng; Susan Fenton; Jesualdo Fernández Breis; Adelle Fernando; Jeffrey Ferraro; Barbara Few; Nathanael Fillmore; Sean Finan; John Finnell; Jason Fisher; Jose Florez-Arango; Allen Flynn; Robert Follett; Allan Fong; Elizabeth Ford; JODI FORLIZZI; Perry Formanek; Daniel Fort; Alan Fossa; Marva Foster; Elliott Fox; Laura Franzke; Robert Freimuth; Paul Fu; Kevin Fuji; Katsuhide Fujita; Kate Fultz Hollis; Kin Wah Fung; Vicky Fung; Wendy Funk; Stephanie Furniss; Adi Fux; Anne Gabel; Davera Gabriel; Tamas Gal; William Galanter; Leila Galichi; Alfiia Galimzianova; Blanca Gallego; Alice Gallo De Moraes; Jamie Galorenzo; Kimberly Galt; Jorge Galvez; Roland Gamache; Shruti Gangadhar; Debasis Ganguly; Thomas Ganslandt; Kedar Ganta; Cheng Gao; Grace Gao; Ana Garcia; Bret Gardner; Kyungsook Gartrell; Carmelo Gaudioso; Mark Gaynor; Priscilla Gazarian; Yaorong Ge; James Geller; Yimin Geng; Bijoy George; Mattias Georgsson; Stephanie Gernant; Esteban Gershanik; Arkadiusz Gertych; Olivier Gevaert; Gharib Gharibi; Debashis Ghosh; Pericles Giannaris; Traber Giardina; Bernard Gibaud; Rima Gibbings; Bryan Gibson; Richard Gibson; Patricia Giuffrida; Dario Giuse; Eva Gjekmarkaj; Alexander Goel; Kerry Goetz; Rachel Gold; Barry Goldspiel; Ayelet Goldstein; Mary Goldstein; Alex Gomes; Paulo Gomes; Luciana Goncalves; Luciana Goncalves; Tamara Goncalves Rezende Macieira; Jen Gong; Mengchun Gong; Yang Gong; Aldren Gonzales; Eduardo Gonzalez Martorell; Kenneth Goodman; Rebecca Goodwin; Travis Goodwin; Raj Gopalan; Geoffrey Gordon; William Gordon; Tyler Gorham; Benjamin Goudey; Ram Gouripeddi; Dev Goyal; Natalia Grabar; Ilana Graetz; Camelia Graham; Leslie Grammatico-Guillon; Adela Grando; Shaun Grannis; Michael Grasso; James Graumlich; John Graybeal; Sarah Greene; Grahame Grieve; Ashley Griffin; Julien Grosjean; Brian Gross; Lisa Grossman; Cyril Grouin; Himanshu Grover; Yang Gu; Alicia Guidry; Lisa Gulker; Adi Gundlapalli; Natalie Gunn; Sharath Guntuku; Aixia Guo; Jia-Wen Guo; Yufan Guo; Aditi Gupta; Akash Gupta; Sachin Gupta; Nil Gurel; Varadraj Gurupur; Anupama Gururaj; Jenice Guzman; Lori Hack; Brahim Hadji; Udo Hahn; Timothy Haithcoat; Janos Hajagos; Shefali Haldar; Eric Hall; Farhan Hameed; Ben Hamlin; Sifei Han; Zhi Han; David Hanauer; Emily Hankosky; David Hansen; Bibo Hao; Md Haque; Nicholas Hardiker; Olivier Harismendy; Ellen Harper; Bhrandon Harris; Joyce Harris; Kimberly Harris; Kimberly Harris; Andrew Harrison; Jager Hartman; Sadid A. Hasan; Ali Hasnie; Hamed Hassanzadeh; Elham Hatef; Robert Hausam; Elizabeth Hauser; Ronald Hauser; Kisha Hawthorne; David Hays; Howard Hays; Lu He; Qian He; Renjie He; Tiancheng He; Xing He; Yongqun He; Yujie He; Yujie He; Yuqi He; Zeling He; Krysta Heaney-Huls; Kevin Heard; Bush Heather; Laura Heermann Langford; Kiran Hegde; Hassan Heidarnejad; Joesph Heim; Carolina Heimann; Dawn Heisey-Grove; Elizabeth Heitkemper; Hossein

Hematialam; Christian Hempelmann; Jerry Henderson; Elizabeth Henneman; Aron Henriksson; Katharine Henry; Sam Henry; Sharon Hensley Alford; Qoua Her; Daniel Herman; Aaron Hettinger; Amanda Hicks; Raymond Higbea; Blanca Himes; Lynette Hirschman; Stanley Hmiel; Joyce Ho; Linh Hoang; Harry Hochheiser; Lilian Hoffecker; Daniel Hoffman; James Hoffman; Jeffrey Hoffman; Mark Hoffman; Mike Hogarth; Felix Holl; John Holmes; A Jay Holmgren; Bree Holtz; Alicia Hong; Chuan Hong; Julian Hong; Xinting Hong; Cai Hongwei; Jan Horsky; Christopher Horvat; Abdelrahman Hosny; Naoshi Hosomura; Md Mahbub Hossain; Syed Monowar Hossain; Lauren Houston; Lauren Hovey; Michelle Hribar; Jonathan Hron; Gregory Hruby; Chun-Ju Hsiao; Yi-Ting Hsieh; Pei-Yun Hsueh; Lu Hu; Pengwei Hu; Peter Hu; Yiying Hu; Catherine Huang; Edward Huang; Jimmy Huang; Ming Huang; Yan Huang; Yang Huang; Zhi Huang; XIAYUAN HUANG; Christine Hudak; Jennifer Huffman; Nathalie Huguet; Chi Ching Vivian HUI; Nathan Hulse; Haley Hunter-Zinck; Vojtech Huser; Mustafa Hussain; Ray Hylock; Sookyung Hyun; Carolina Ibañez; Omar Ibrahim; Timothy Imler; Thomas Imperiale; Yulia Innokenteva; Josh Introne; Bradley Iott; Sarah Iribarren; Santiago Iriso; Samuel Isaac; Nur Hafieza Ismail; Juhi Israni; Sakiko Itoh; Eduardo Iturrate; Ganesh Iyer; Fattaneh Jabbari; Jason Jacobs; Maia Jacobs; Robin Jacobs; Tom Jacobs; Onimi Jademi; Ashutosh Jadhav; Charles Jaffe; Swathi Jagannath; Vasudevan Jagannathan; Sukrit Jain; Ali Jalali; Trevor Jamieson; Eric Jamoom; Jeehoon Jang; Chiang Jao; Catherine Jayapandian; Alvin Jeffery; Robert Jenders; Neil Jethani; Xiaonan Ji; Zongcheng Ji; Dehuan Jiang; Jun Jiang; Silis Jiang; Xiaoqian Jiang; Yun Jiang; Antonio Jimeno Yepes; Jimmy Jimmy; Di Jin; Xia Jing; Andrew Johnson; Andrew Johnson; Kevin Johnson; Sharon Johnson; Stephen Johnson; Steven Johnson; Todd Johnson; Anna Jonassen; Josette Jones; Jitendra Jonnagaddala; Cara Joyce; Changmi Jung; Hyunggu Jung; Margo Kabel; Mohammad Kachuee; Karthik Kadapa; David Kaelber; Rina Kagawa; Lee Kallenbach; Maulik Kamdar; Swaminathan Kandaswamy; Min Jeoung Kang; Tian Kang; Samuel Kanga; Thomas Kannampallil; Vaishnavi Kannan; Shaheen Kanthawala; Akshat Kapoor; Amir Karami; Panagiotis Karampourniotis; Neelima Karipineni; James Kariuki; Uri Kartoun; Kianoush Kashani; Nitu Kashyap; Rahul Kashyap; VIPUL KASHYAP; Suranga Kasthurirathne; Rohit Kate; Yi-Chin Kato-Lin; David Kauchak; David Kaufman; Ramakanth Kavuluru; Mehmet Kayaalp; Ayda Kebapci; Barbara Keber; Gail Keenan; Michael Keller; Marjorie Kelley; Erin Kent; Panagiotis Kerezoudis; Oluwafunmilola Kesa; Shameer Khader; Saif Khairat; Dahlia Khajeei; Yassin Khalifa; Faiza Khan; Mirza Khan; Naqi Khan; Hadi Kharrazi; Vanitha Khetan; Mahnoosh Kholghi; Elaine Khoong; Anjum Khurshid; Halil Kilicoglu; James Killeen; Bommae Kim; Bora Kim; Bryan Kim; Dokyoon Kim; Eugenia Kim; George Kim; Hyung Nam Kim; Min Kim; Min-hyung Kim; Minjung Kim; Sun Kim; Tae Youn Kim; Won Kim; Yong-Mi Kim; Yoojung Kim; Youngjun Kim; Eizen Kimura; Karen Kimura; Andrew King; Paul Kingsbury; Les Kirchner; William Kistler; Jeffrey Klann; Prescott Klassen; Samantha Kleinberg; Ahmet Kocaballi; Malgorzata Kolotylo-Kulkarni; Matthieu Komorowski; Haridimos Kondylakis; Guilan Kong; Ha Kyung Kong; Jejo Koola; Bevan Koopman; Lisa Kopf; Ross Koppel; Zfania Tom Korach; Ioannis Korkontzelos; Diane Korngiebel; George Augustine Koromia; George Augustine Koromia; Vishnoo Charan Reddy Kothapeta; Tarush Kothari; Alexander Kotov; Vassilis Koutkias; Tim Krause; Ashok Krishnamurthy; Jacob Krive; Clair Kronk; Philip Kroth; Andrea Krussel; Anna Kucharska-Newton; Cynthia Kuelbs; Thomson Kuhn; Rita Kukafka; Hye-Chung Kum; Manish Kumar; Erich Kummerfeld; Joseph Kunisch; Pei-Yi Kuo; Tsung-Ting Kuo; Tahsin Kurc; Fabricio Kury; Kathryn Kuttler; Finn Kuusisto; Craig Kuziemsky; Japneet Kwatra; Pablo López-García; Steven Labkoff; Paulette Lacroix; Ronilda Lacson; Sweta Ladwa; Shibamouli Lahiri; Kenneth Lai; Udaya Lakshmi; John Lalor; Cesar Lam; Shari Lambert; Paul Landais; Zach Landis-Lewis; Douglas Landsittel; Corrado Lanera; Liliana Laranjo; Nekane Larburu; Annie Lau; Thuy Le; Trang Le; David Ledbetter; Adam Lee; Brian Lee; Eva Lee; Jaehoon Lee; Jenney Lee; Kahyun Lee; Kathy Lee; Mikyoung Lee; Preston Lee; Robert Lee; Young Ji Lee; Russell Leftwich; Harold Lehmann; Lasse Lehtonen; Victor Lei; Frederick Leitner; Klaus Lemke; Matthew Lenert; Kathleen Leone; Kathy Lesh; Blake Lesselroth; Waiyin Leung; Brooke Levandowski; Bruce Levy; Gal Levy-Fix; Nastassja Lewinski; Deborah Lewis; Paul Lewis; Bowen Li; Fang Li; Fuhai Li; Haiqing Li; Haiquan Li; Haomin Li; Kai Li; Li Li; Li Li; Muqun Li; Qian Li; Qianxi Li; Yan Li; Ying Li; Yu Li; Yuxi Li; Zhao Li; CHENDONG LI; Chen Liang; Gongbo Liang; Ou

Stella Liang; Wayne Liang; Xiyang Liao; Sarah Lim Choi Keung; Jia-Ling Lin; King-Ip Lin; Sunny Lin; Wei-Chun Lin; Yu Lin; Yucong Lin; Doris Lindoerfer; Charlotta Lindvall; Albee Ling; David Ling; Yuan Ling; Todd Lingren; Chang Liu; Dianbo Liu; Haifeng Liu; Hao Liu; I-ching Liu; Jialin Liu; Lei Liu; Lin Liu; Nan Liu; Sijia Liu; Siru Liu; Wanli Liu; Xiangtao Liu; Xiong Liu; Xu Liu; Yiren Liu; Yongtai Liu; Hongfang Liu; Mei Liu; Branimir Ljubic; Thomas Loehfelm; Benjamin Loehnhardt; Edwin Lomotan; Daniel Lomo-Tettey; John Loonsk; Javier Lopez; Guillermo Lopez Campos; Virginia Lorenzi; Juan Antonio Lossio-Ventura; Eli Lourie; Jacqueline Loversidge; Chris Lu; Yi Lu; Ana Lucic; Lingyun Luo; Yen-Fu Luo; Yuhan Luo; Yuan Luo; Kim Luyckx; David Lyalin; Jay Lyle; Courtney Lyles; Jason Lyman; Kay Lytle; Fenglong Ma; Jing Ma; Sina Madani; Martin Madera; Juan Maestre; Arjun Magge; Farah Magrabi; Satish Mahajan; Mohammad Saeid Mahdavinejad; Andrea Mahnke; Malika Mahoui; Vincent Major; Rupa Makadia; Ramon Maldonado; Scott Malec; Jessica Malenfant; John Maleyeff; Bradley Malin; Christopher Maloney; Francine Maloney; Manoj Mammen; Lena Mamykina; Bhole Manasi; Eric-Jan Manders; Kenneth Mandl; Elena Manilich; Frank Manion; Eva Manos; Yuqing Mao; Sara Marceglia; Laura Marcial; Sumita Markan-Aurora; Amanda Marshall; Nell Marshall; Robert Marshall; Keith Marsolo; Marcos Martínez-Romero; Richard Martin; William Martinez; Morcous Massoud; Barbara Massoudi; Jakir Hossain Bhuiyan Masud; Santosh Mathan; Michael Matheny; Yasushi Matsumura; Chris Matta; GEORGIOS MAVROUDEAS; Joyce Maygers; Diego Mazzotti; Susan McBride; Nadine McCleary; Robert McClure; Iben McCormick-Ricket; Matthew McCoy; Rozalina McCoy; Thomas McCoy; Allison McCoy; Jeannine McCune; Samuel McDonald; Timothy McFarlane; Sunanda McGarvey; Mark McGilchrist; Bridget McInnes; Danette McKinley; Eugenia McPeek Hinz; Susan McRoy; Megan McVay; Ginny Meadows; Angeli Medina; Jing Mei; Joy Meier; Rachel Melamed; Brittany Melton; Eneida Mendonca; Frank Meng; Feng Mengling; Amanda Menking; Priya Menon; Nana Yaa Mensah; Alejandro Metke Jimenez; Jose Miñarro-Gimenez; Zhuqi Miao; David Michael; Maria Michaels; Sean Mikles; Tim Miksch; Timothy Miller; Mari Millery; Paul Milligan; Stasa Milojevic; Aehong Min; Riccardo Miotto; Rashmi Mishra; Ankita Misra; Elliot Mitchell; Sandra Mitchell; Sandra Mitchell; Alexis Mitelpunkt; Christoph Mitsch; Ranjeev Mittu; Hedyeh Mobahi; Dalia Mobarek; Reyhaneh Mogharabnia; Amir Mohammad; Ramin Mohammadi; Amrita Mohan; Santosh Mohan; Khalid Moidu; Shamim Mollah; Md Abu Sayeed Mondol; Karen Monsen; Carlton Moore; Carrie Moore; Angela Morey; Stephen Morgan; Mohammad Morid; James Mork; Michele Morris; Stuart Morton; Abu Mosa; Ben Moscovitch; Laura Moss; Ned Mossman; Tasneem Motiwala; Fleur Mougin; Justin Mower; Danielle Mowery; Jonathan Mpango; Lars Mueller; Partha Mukherjee; Sukrit Mukherjee; Sarah Mullin; Barbie Mundt; Anita Murcko; Naiara Muro; Sara Murray; Katie Musselman; R. Clayton Musser; Andrew Muth; Stuart Myerburg; Risa Myers; Risa Myers; Ismail Nabeel; Hamid Naderi; Vijayalakshmi Nagaraj; Radha Nagarajan; Layan Nahlawi; Eun-Shim Nahm; Sujith Nair; Drashko Nakikj; Karen Nanji; Krishnan Narasimhan; Ayan Nasir; Anthony Nastasi; Annamalai Natarajan; Tristan Naumann; Jonathan Nebeker; Stuart Nelson; Shamim Nemati; Aurelie Neveol; Susan Newbold; David Newman; Denis Newman-Griffis; Kenney Ng; Hoa Ngo; Che Ngufor; Anthony Nguyen; Hai-Son Nguyen; Hien Nguyen; Thanh Nguyen; Vickie Nguyen; Kwangsik Nho; Yizhao Ni; Krista Nicklaus; Neris Nieves-Robbins; Jean NIKIEMA; Kenneth Nimley; Xia Ning; Jiho Noh; Kim Nolen; Beau Norgeot; Christopher Norman; Sarah Nosal; Laurie Novak; Piotr Obara; Rand Obeidat; Matthew Oberhardt; Kevin O'Bryan; Karen O'Connor; Patrick O'Connor; Iyanuoluwa Odebode; Adetomiwa Oguntuga; Omolola Ogunyemi; Hyunkyoung Oh; Wonsuk Oh; Rika Ohkuma; Kazuya Okamoto; Amy Olex; Sergio Oliveira; Tomasz Oliwa; Abiodun "Abi" Omoloja; Mohamed Nazih Omri; Irene Ong; Toan Ong; Anna Orlova; Iren Orosz; Benjamin Orwoll; John Osborne; Mina Ostovari; Anna Ostropolets; En Ouyang; Udo Oyoyo; Bunyamin Ozaydin; Larry Ozeran; Mustafa Ozkaynak; Ozgur Ozmen; Jennifer Pacheco; Brian Paciotti; Gary Pack; Michael Padula; Kenneth Paik; Ian Painter; Doyel Pal; Matvey Palchuk; Mei-Lien Pan; Maryam Panahiazar; Maryam Panahiazar; ALOK SAGAR PANNY; Sridhar Papagari Sangareddy; Sergio Paraiso-Medina; Albert Park; Chin Park; Jung In Park; Sulki Park; Yoonyoung Park; Carlos Luis Parra-Calderón; Dave Parry; Simon Parsons; Arpit Patel; Jay Patel; Jigar Patel; Vimla Patel; Vipul Patel; Jessica Pater; Braja Patra; Diogo Patrao; Timothy Patrick;

Olga Patterson; Neelufar Payrovnaziri; Niels Peek; Menglu Pei; Laura-Maria Peltonen; Yifan Peng; Odysseas Pentakalos; Catherine Pepper; Bede Perera; Craig Perkins; Randa Perkins; Yehoshua Perl; Adler Perotte; Rimma Perotte; Ioakeim Perros; Affan Pervez; Carolyn Petersen; Kevin Peterson; Emily Pfaff; Michael Pfeffer; Stephen Pfohl; Hai Phan; John Philip; Mark Phillips; Michael Phillips; Andrew Phillips; Sean Piad; Adrienne Pichon; David Pierce; Malvika Pillai; Claude Pirtle; Ronald Piscotty; Joseph Plasek; Pradeep Podila; Jasvant Poeran; Joseph Polifroni; Ari Pollack; Thomas Polzin; Christine Poon; Eric Poon; Simon Poon; Mihail Popescu; Jennifer Popovic; Jake Portanova; Jose Posada; Lorraine Possanza; Karl Poterack; Petra Povalej Brzan; James Powers; Alex Pozhitkov; Meeta Pradhan; Zachary Predmore; Anne Press; Sarah Preum; Fred Prior; Naresh Proddduturi; Mattia Prosperi; Lu Pu; Laura Pullum; Saptarshi Purkayastha; Sanjay Purushotham; James Pustejovsky; Lee Pyles; Miao Qi; Xiao Qin; Tao Qing; Zhenhong Qu; Xueping Quan; Manuel Quesada-Martínez; Richard Quigg; Yuri Quintana; Juan Quiroz; Samir Rachid Zaim; Matt Rafalski; Nouran Ragaban; Himika Rahman; Protiva Rahman; Esmaeel Rahmani; Saurabh Rahurkar; Minakshi Raj; Vino Raj; Atefeh Rajabalizadeh; Fateme Rajabiyazdi; Sripriya Rajamani; Swati Raje; Murugesan Raju; Harley Ramelson; Magaly Ramirez; Dusan Ramljak; S. Raquel Ramos; Pallavi RanadeKharkar; Rohit Ranchal; Rebecca Randell; Pavani Rangachari; Stan Rankins; Praveen Rao; Nadav Rappoport; Stephanie Raps; Ali Rashidee; Luke Rasmussen; Laila Rasmy; Irma Ravkic; Kourosh Ravvaz; Bhanu Pratap Singh Rawat; Javad Razjouyan; Meghan Reading Turchioe; Bachar Reda; Douglas Redd; Travis Redd; Lisa Redden; Madhu Reddy; Robyn Reed; Blaine Reeder; Thomas Reese; Ruth Reeves; Gregory Rehm; Shakaib Rehman; Ziyou Ren; Ervina Resetar; Harry Reyes Nieva; Tera Reynolds; Faisal Reza; Bryn Rhodes; Rafael Richards; Janise Richards; Joshua Richardson; Steven Rick; Albert Riedl; Anthony Rios; Edgar Rios Piedra; Donna Rivera; Rebecca Rivera; Beatrice Riviere; Stephanie Rizk; Kirk Roberts; Nancy Roderer; Larisa Rodgers; Jean-Marie Rodrigues; Victor Rodriguez; Santiago Romero Brufau; Casey Rommel; Don Roosan; Moom Roosan; Rebecca Roper; Lisa Rosas; Robert Rosati; Rebecca Rose; Paul Rosenau; Samuel Rosenbloom; Alex Rosenthal; Sara Rosenthal; Lorenzo Rossi; Masoud Rouhizadeh; Masoud Rouhizadeh; Justin Rousseau; Shoumik Roychoudhury; Boshu Ru; Luciana Rubin; Juliet Rubini; Robert Rudin; Alex Rudniy; Carolina Ruiz; Victor Ruiz; Hermes Rulagirwa; Adam Rule; Shelley Rusincovitch; Alissa Russ; Seth Russell; Laura Rust; Beatriz Ryan-Lora; Euijung Ryu; Babak Saboury; Najmeh Sadoughi; Mayya Safarova; Amit Saha; Satya Sahoo; Sylvester Sakilay; Sameh Saleh; Susan Salkowitz; Hojjat Salmasian; Mahsa Salsabili; Lipika Samal; Rajni Samavedam; Tracy Sandifer; Veer Sangha; Trisha Sanghvi; Ricardo Santos; Javier Sanz; Demetrios Sarantis; Abraham Saraya; Indra Sarkar; Abeed Sarker; Raymond Francis Sarmiento; Isabel Sassoon; Shrie Raam Sathyanarayanan; Michael Savin; Suhila Sawesi; Harrisen Scells; Lisa Schilling; Daniel Schlegel; Cason Schmit; Charles Schmitt; Daniel Schneider; David Schneider; Anna Schorer; Richard Schreiber; John Schrom; James Schuler; Michael Schumacher; Kelsey Schwei; Matthew Scotch; Jean Scott; Deborah Seale; Sharon Sebastian; Kimberly Sebek; Ervin Sejdic; Kazuhiro Seki; Luis Selva; Azin Semsar; Yalini Senathirajah; Dongwoo Seo; Selja Seppälä; Isha Sethi; Tavpritesh Sethi; Emre Sezgin; Itamar Shabtai; Aviv Shachak; Nigam Shah; Nirav Shah; Soham Shah; Rung-Ji Shang; Prabhu Shankar; Yijun Shao; Marianne Sharko; Ashish Sharma; Hagit Shatkay; Muhammad shaukat; Christopher Shea; Lincoln Sheets; Abbas Sheikhtaheri; Jane Shellum; Eric Shelov; Feichen Shen; Ying Shen; Yuanyuan Shen; Eli Sherman; Haoran Shi; Jianlin Shi; Tian Shi; Yunfeng Shi; Takuma Shibahara; Benjamin Shickel; Neel Shimpi; Soo-Yong Shin; Chaitanya Shivade; Jennifer Shivers; Dikla Shmueli-Blumberg; Ali Shojaee Bakhtiari; Evan Sholle; Susmita Shrivastava; Yuqi Si; Henrique Silva; Robert Silverman; Debora Simmons; Andrew Simms; Allan Simpao; Carolyn Simpkins; Christopher Simpson; Sumi Singh; Shyamashree Sinha; Tristan Sissung; Dean Sittig; Julia Skapik; Ann Slee; Neil Smalheiser; Nova Smedley; Catherine Smith; Karen Smith; Kirk Smith; Wade Smith; Windy Smith; JAIME SMITH; Frank Soboczenski; Cristina Soguero-Ruiz; Sunghwan Sohn; Jeff Sokolov; Anthony Solomonides; Sandeep Soman; Janine Sommer; wenyu song; Lixin Song; Xing Song; Hiral Soni; Sarvesh Soni; Kemal Sonmez; Sudhir Sornapudi; Gerardo Soto-Campos; Davide Sottara; Daby Sow; William Speier; Arunkumar Srinivasan; Avi Srivastava; Paul St. Jacques; Vess Stamenova; Ian Stanaway; Richard

Starr; Shawn Steidinger; Daniel Stein; Michael Steinbach; Kari Stephens; Pete Stetson; Melissa Stockwell; Georgios Stoilos; Samantha Stonbraker; Norman Stone; Olga Strachna; Gillian Strudwick; Jessica Sturtevant; Chang Su; Wu-Chen Su; Walter Suarez; Vignesh Subbian; Saranjah Subramaniam; Christine Suchecki; Walter Sujansky; Lina Sulieman; Yohan Sumathipala; Walton Sumner; Deyu Sun; Qi Sun; Zhaonan Sun; Naresh Sundar Rajan; Fatemeh Suri; Didi Surian; Bharat Sutariya; Katherine Sward; Mary Swenson; Aijazuddin Syed; Asif Syed; Haider Syed; Emmanuelle Sylvestre; Casey Ta; Azade Tabaie; Syeda Momina Tabish; Teresa Taft; Ahmad Tafti; Amir Tahmasebi; Mohammadamin Tajgardoon; Blaine Takesue; Douglas Talbert; Joshua Tamayo-Sarver; Kenneth Tan; Qingxiong Tan; Xing Tan; Buzhou Tang; Chunlei Tang; Xavier Tannier; Affaud Tanon; Elizabeth Tant; Donghua Tao; Shiqiang Tao; Willi Tarver; Anne Tate; Heather Taylor; James Tcheng; Irina Temnikova; Lous Ter Meer; James Tessier; Paul Testa; Phyllis Thangaraj; Nattapon Thanintorn; Vijayakumar Thirumalai; Christopher Thomas; Thankam Thyvalikakath; Haozheng Tian; Victoria Tiase; Ralph Timperi; Toomas Timpka; Rachelle Toman; Huong Ly Tong; Jiayi Tong; Ivy Tonnu-Mihara; Mohammad Samie Tootooni; Umit Topaloglu; Manabu Torii; Miguel Torres-Urquidy; Tammy Toscos; Roshan Tourani; Duong Tran; Tung Tran; Melissa Trapp-Petty; Ross Tredinnick; Richard Trepp; Rebecca Trocki; Eduardo Trujillo Rivera; Chi Truong; Kelvin KF Tsoi; Rich Tsui; Samson Tu; Sait Tunc; Harry Tunnell; Kea Turner; Rebecca Turpin; Carolyn Turvey; Carolyn Tweedy; Kim Unertl; Colby Uptegraft; Chandra Utomo; Ece Uzun; Annette Valenta; Helena Vallo Hult; Vlad Valtchinov; Kimberly Van Auken; Melissa Van Cain; Sabine van der Veer; Herman van Haagen; Willem Van Panhuis; Charles Van Way; Jacob VanHouten; Christine VanZandbergen; John Varga; Michael Varner; Janette Vazquez; Sravani Vemireddy; Marc Verhagen; Karin Verspoor; Shyam Visweswaran; Francesca Vitali; Corrine Voils; Matt Volansky; Ellen Voorhees; Scott Vrana; Long Vu; Thanh Vu; V.G.Vinod Vydiswaran; Kavishwar Wagholikar; Monika Wahi; Lemuel Waitman; Aisha Walcott; Anita Walden; Anna Waller; Colin Walsh; Nephi Walton; Zhiyu Wan; Jonathan Wanderer; xiaoming wang; Chen Wang; Dongwen Wang; Fusheng Wang; Haijun Wang; Han Wang; Jingqi Wang; Jingwen Wang; Liqin Wang; Liwei Wang; Lucy Wang; Ping Wang; Shunchao Wang; Taowei Wang; Wei Wang; Xiaoyan Wang; Yanshan Wang; Yefeng Wang; Ying Wang; Ying Wang; Yu Wang; Yuanbo Wang; Amy Wang; Christina Ward; Pradnya Warnekar; Jeremy Warner; Jens Weber; Patrick Weber; Pete Wegier; Firas Wehbe; Chih-Hsuan Wei; Duo (Helen) Wei; Qiang Wei; Wei Wei; Ying Wei; Mark Weiner; Charlene Weir; Nicole Weiskopf; Jeremy Weiss; Gary Weissman; Hongyi Wen; Kuang-Yi Wen; Chunhua Weng; Vivian West; Jennifer Westmorland; Bonnie Westra; Randall Wetzel; Terrie Wheeler; Mark Whipple; Paul White; Eric Whitley; Luann Whittenburg; Nilmini Wickramasinghe; Wyndy Wiitala; Lauren Wilcox; Ken Wiley; Laura Wiley; Ronald Wilkinson; Thomas Wilkinson; DuWayne Willett; Karmen Williams; Marc Williams; Nick Williams; Jonathan Wills; Marisa Wilson; Tamara Winden; Lauren Wisk; Benjamin Wissel; Keith Woeltje; Janusz Wojtusiak; Anthony Wong; Kyungmi Woo; Grant Wood; Anne Woods; Terri Workman; Mark Wrendina; Adam Wright; Chunlei Wu; Danny Wu; Jingyi Wu; Julie Wu; Patrick Wu; Shinyi Wu; Yonghui Wu; Kirk Wyatt; Eryu Xia; Jingbo Xia; Weiyi Xia; Yuan Xia; Sherrie Xie; Zhaopeng Xing; Ying Xiong; zhenxing xu; Enliang Xu; Song Xu; Xiao Xu; Yanbo Xu; Chao Yan; Xiaowei Yan; Chengliang Yang; Fei Yang; Jianji Yang; Jie Yang; Qing Yang; Seung Hee Yang; Xi Yang; Yushi Yang; Lixia Yao; Amir Yazdavar; Cheng Ye; Po-Yin Yen; Kassaye Yitbarek Yigzaw; Wen-wai Yim; Junsang Yoo; Safoora Yousefi; Fei Yu; Jaeyong Yu; Ping Yu; Sean Yu; Shao Ping Yu; Xinyu Yu; Yiqin Yu; Yue Yu; Zongliang Yue; Pong C Yuen; Salifu Yusif; Rafeek Yusuf; Weichao Yuwen; Iris Zachary; Wlodek Zadrozny; Eftekhari Zahra; Manaf Zargoush; Kelson Zawack; Teresa Zayas-Cabán; John Zech; Saman Zeeshan; Ahmet Zehir; Jia Zeng; Qing Zeng; Zexian Zeng; Bin Zhang; Hansi Zhang; He Zhang; Huabing Zhang; Linda Zhang; Lingling Zhang; Songmao Zhang; Xi Zhang; Yaoyun Zhang; Yi Zhang; Baoquan Zhao; Juan Zhao; Kaifeng Zhao; Liang Zhao; Yiqing Zhao; Yunpeng Zhao; Chunlei Zheng; Fengbo Zheng; Hua Zheng; Jiaping Zheng; Shuai Zheng; Kai Zheng; Yizhen Zhong; Leming Zhou; Shuang Zhou; Xuezhong Zhou; Haining Zhu; Vivienne Zhu; Wenhong Zhu; Yan Zhuang; Lukas Zimmermann; Michael Zimmermann; Andrew Zimolzak; Elisa Zini; Ayah Zirikly; Maryam Zolnoori; Nansu Zong; Zador Zsolt.

The following peer reviewers of the AMIA 2019 Annual Symposium disclose the following relevant financial relationships with ACCME-defined commercial interests and other entities:

Reviewer Relationship: Commercial interest

Faraz Ahmad Stock Shareholder (directly purchased): Healthsmarter

Subha Airan-Javia Stock Shareholder (directly purchased): McCoy Health LLC (d/b/a TrekIT Health)

Emily Alsentzer Consultant: Flagship Pioneering

William Anderson Consultant: Edwards Lifesciences; Stock Shareholder (directly purchased): Edwards Lifesciences; Stock Shareholder (directly purchased): Amgen

Kristine Ashcraft Stock Shareholder (directly purchased): YouScript, Inc.

Steven Bagley Grants/Research Support: Google

Dipanjan Banerjee Grants/Research Support: Medtronic; Grants/Research Support: Abbott

Eluizio Barretto Consultant: Oracle

David Bates Consultant: EarlySense; Other Financial or Material Support: CDI; Other Financial or Material Support: ValeraHealth; Other Financial or Material Support: Clew; Other Financial or Material Support: MDClone; Grants/Research Support: IBM Watson

Shashi Bellam Honorarium: Genentech; Other Financial or Material Support: Abbvie; Grants/Research Support: PhysIQ; Grants/Research Support: Roche

Joao Bettencourt-Silva Stock Shareholder (directly purchased): IBM

John Borsi Other Financial or Material Support: IBM

Michael Cantor Other Financial or Material Support: Regeneron

Prithwish Chakraborty Other Financial or Material Support: IBM

James Chen Speaker Bureau: Foundation Medicine; Speaker Bureau: Novartis; Grants/Research Support: Eisai

Heidi Crane Grants/Research Support: NIH; Grants/Research Support: ViiV

Bradley Crotty Other Financial or Material Support: Buoy Health; Stock Shareholder (directly purchased): Apple; Stock Shareholder (directly purchased): IBM; Stock Shareholder (directly purchased): J&J; Stock Shareholder (directly purchased): GSK; Stock Shareholder (directly purchased): MSFT

Rebecca Crowley Jacobson

Stock Shareholder (directly purchased): Nexi

Marek Cyran Other Financial or Material Support: Booz Allen Hamilton

Amar Das Other Financial or Material Support: IBM

Neil Dhopeshwarkar Consultant: Daiichi Sankyo, Inc.

Gay Dolin Other Financial or Material Support: Intelligent Medical Objects

Benjamin Ellingson Consultant: MedQIA; Consultant: Hoffman La-Roche/Genentech; Grants/Research Support: Janssen; Consultant: Medicenna; Consultant: NW Biopharmaceuticals; Consultant: Imaging Endpoints; Consultant: Agios; Consultant: Novogen

William Erdley Honorarium: F.A.Davis, Simulation Advisory. Council

Jim Fackler Grants/Research Support: AHRQ; Grants/Research Support: NIH; Other Financial or Material Support: Rubicon Health; Other Financial or Material Support: Machine Learning for Health Care

Sarina Fazio Grants/Research Support: Leaf Healthcare Inc.

Henry Feldman Other Financial or Material Support: IBM

Terese Finitzo Stock Shareholder (directly purchased): OZ Systems

Willy Flegel Other Financial or Material Support: genotyping patents, German Red Cross Blood Service

Yi-Bo Gao Honorarium: Digital China; Grants/Research Support: GE Healthcare; Grants/Research Support: IBM; Grants/Research Support: Intel; Grants/Research Support: Thermo Fisher

Jennifer Garvin Consultant: Indiana Institute for Medical Research; Grants/Research Support: Truven

Nils Gehlenborg Honorarium: Cambridge HealthTech Institute; Stock Shareholder (directly purchased): Datavisyn GmbH; Consultant: European Molecular Biology Laboratory

Sheila Gephart Honorarium: Prolacta Bioscience; Grants/Research Support: AHRQ; Speaker Bureau: Evivo

Kevin Gilbert Stock Shareholder (directly purchased): HeartSmartKids LLC

Jason Gilder Stock Shareholder (directly purchased): IBM

Krishnaj Gourab Stock Shareholder (directly purchased): ReHAP Inc; Stock Shareholder (directly purchased): WeLearnOn LLC; Stock Shareholder (directly purchased): ClayOnStrings LLC

Nikhil Goyal Other Financial or Material Support: MW Consulting

Randall Grout Grants/Research Support: Digital Health Solutions, LLC

Robert Grundmeier Grants/Research Support: NIH, CDC, AHRQ; Honorarium: American Board of Pediatrics

Annamarie Hendrickx Other Financial or Material Support: AdvocateAurora Healthcare

William Hersh Grants/Research Support: Alnylam

Gerhard Hildebrandt Honorarium: Pfizer 2017, Kite 2017, Incyte 2017 & 2018, JAZZ Pharmaceuticals 2018; Consultant: Jazz Pharmaceuticals 2018; Grants/Research Support: Takeda Investigator, JAZZ Pharmaceuticals Investicator, Pharmacyclics Investigator.; Stock Shareholder (directly purchased): Abbvie, Aetna, Axim, Bluebird, Cardinal Health, Celgene, Cellectis, Clivis Oncology, Crisper, CVS Health, Edocyte, GW Pharmaceuticals, Idexx Labbs, Immunomedics,, Insys Therapeutics, Johnson&Johnson, Juno Therapeutics, Kite Pharma, Novartis, Pfizer, Procter and Gamble, Sangamo Bioscience, Vertex Pharmaceuticals

Allen Hsiao Honorarium: Verb Surgical

Chun-Nan Hsu Consultant: Mylan; Grants/Research Support: IBM; Consultant: AI4WARD

Gretchen Jackson Other Financial or Material Support: IBM Watson Health

Gowtham Jayakumaran Stock Shareholder (directly purchased): Loxo Oncology; Stock Shareholder (directly purchased): Foundation Medicine

Melinda Jenkins Stock Shareholder (directly purchased): Custom Clinical Decision Support, Inc.

Kipp Johnson Stock Shareholder (directly purchased): Oova, Inc; Consultant: Thorne Research

Andrew Kanter Stock Shareholder (directly purchased): IMO

Raman Khanna Other Financial or Material Support: Voalte, Inc.

Mohammad Khodadadi Other Financial or Material Support: Babylon Partner limited

Namkug Kim Stock Shareholder (directly purchased): Anymedi Inc; Stock Shareholder (directly purchased): Coreline Soft Inc

Eric Kirkendall Other Financial or Material Support: Vigilanz

Preeti Kochar Other Financial or Material Support: Mesoscale Diagnostics, Maryland; Stock Shareholder (directly purchased): Kala Pharmaceuticals (KALA); Stock Shareholder (directly purchased): Organovo Holdings (ONVO); Stock Shareholder (directly purchased): Protalix Biotherapeutics (PLX); Stock Shareholder (directly purchased): RegenXBio Inc. (RGNX); Stock Shareholder (directly purchased): Sienna Biopharmaceuticals (SNNA)

Martin Kohn Consultant: Open Health Network; Consultant: Heath Tech Advisors

Siran Koroukian Other Financial or Material Support: American Renal Associates; Grants/Research Support: Celgene

Gunes Koru Consultant: Maryland Health Information Technology LLC

Albert Lai Stock Shareholder (directly purchased): AAPL; Stock Shareholder (directly purchased): JNJ; Stock Shareholder (directly purchased): VZ; Stock Shareholder (directly purchased): FTR

David Little Other Financial or Material Support: Epic

Jin Liu Other Financial or Material Support: Philips; Stock Shareholder (directly purchased): Philips; Grants/Research Support: Philips

Sharad Manaktala Consultant: UnitedHealth Group;

Consultant: Regeneron Pharmaceuticals

Joshua Mandel Other Financial or Material Support: Microsoft; Other Financial or Material Support: Verily

John Manning Other Financial or Material Support: MayJuun (co-founder, startup); Other Financial or Material Support: ArchiveCore (member, startup)

Patrick Mathias Other Financial or Material Support: Roche Diagnostics

Sherri Matis-Mitchell Stock Shareholder (directly purchased): BioTrace

Anoop Mayampurath Consultant: Litmus Health, Austin TX

Deven McGraw Other Financial or Material Support: Ciitizen Corporation

T. Greg McKelvey Consultant: KenSci

Lawrence McKnight Consultant: cerner

Stephane Meystre Grants/Research Support: NCI; Stock Shareholder (directly purchased): Clinacuity, Inc.

Jason Mitchell Stock Shareholder (directly purchased): Cerner Corporation; Other Financial or Material Support: Cerner Corporation

Anne Moen Stock Shareholder (directly purchased): Appetitus as

Naveen Muthu Stock Shareholder (directly purchased): Phrase Health

Nam Nguyen Other Financial or Material Support: Elekta, Allscripts, Practice Fusion, Veradigm, Accuray

Lance Nicholls Other Financial or Material Support: Pfizer

Andrew Norden Other Financial or Material Support: COTA, Inc.

Amy Nordo Other Financial or Material Support: Pfizer

Thomas Oniki Stock Shareholder (directly purchased): Oracle Corp

Evan Orenstein Stock Shareholder (directly purchased): Phrase Health Inc.

Eric Pan Stock Shareholder (directly purchased): Ren Healthcare; Other Financial or Material Support: Westat

Bijan Parsia Grants/Research Support: Cerner; Stock Shareholder (directly purchased): Complexible

Vaishali Patel Stock Shareholder (directly purchased): Apple; Stock Shareholder (directly purchased): Johnson & Johnson

Philip Payne Stock Shareholder (directly purchased): Aver Inc.; Stock Shareholder (directly purchased): Signet Accel Inc.; Stock Shareholder (directly purchased): Signet LLC; Speaker Bureau: Roche Diagnostics

Gouri Prakash Consultant: Keystone Health Information Exchange

Rebecca Racz Other Financial or Material Support: AstraZeneca

Kavita Radhakrishnan Grants/Research Support: NIH NINR

Satyajeet Raje Stock Shareholder (directly purchased): Celgene; Stock Shareholder (directly purchased): Amgen

Jayamary Divya Ravichandar

Other Financial or Material Support: Second Genome

Jessica Ridgway Grants/Research Support: Gilead, GlaxoSmithKline

Geoffrey Rutledge Other Financial or Material Support: HealthTap

Anita Samarth Other Financial or Material Support: Clinovations GovHealth

Aditya Sane Other Financial or Material Support: Monsoon Design Studio LLC; Stock Shareholder (directly purchased): Roche

Glenn Saxe Other Financial or Material Support: Guilford Press, book royalties

Harm Scherpbier Consultant: eclinicalworks; Consultant: HSX; Other Financial or Material Support: medyear

Martin Seneviratne Other Financial or Material Support: Google DeepMind; Consultant: CancerAid; Consultant: Australian Digital Health Agency

Harshal Shah Other Financial or Material Support: Persistent Systems Inc

Nirmish Shah Speaker Bureau: Novartis; Speaker Bureau: Alexion

Zachary Shahn Other Financial or Material Support: IBM

Murat Sincan Other Financial or Material Support: Sanford Health

Jane Snowdon Other Financial or Material Support: Employee of IBM; Stock Shareholder (directly purchased): IBM

Mark Snyder Other Financial or Material Support: Deloitte Consulting; Stock Shareholder (directly purchased): Portoloa Pharmaceuticals; Stock Shareholder (directly purchased): Verastem

Ryan Stidham Consultant: Abbvie

Howard Strasberg Other Financial or Material Support: Wolters Kluwer (Employee)

Paul Tang Other Financial or Material Support: IBM

Jonathan Teich Other Financial or Material Support: InterSystems

Kashyap Tumkur Other Financial or Material Support: Verily Life Sciences LLC.

Ozlem Uzuner Consultant: Nowigence; Consultant: NarrativeDx

Andrew Vickers Other Financial or Material Support: OPKO Health, Inc.; Other Financial or Material Support: Arctic Partners

Samuel Volchenboum Consultant: Litmus Health; Consultant: Accordant; Consultant: Patientrials

Theresa Walunas Consultant: Pfizer, Wyeth, Genetics Institute, LLC, Merck KGaA and EMD Serono

Thomas Weinmaier Stock Shareholder (directly purchased): Second Genome

Brandon Welch Stock Shareholder (directly purchased): Doxy.me; Stock Shareholder (directly purchased): ItRunsInMyFamily; Stock Shareholder (directly purchased): Dokbot

Thomas Westover Grants/Research Support: natera; Consultant: coalition to advance prenatal screening

Jules White Stock Shareholder (directly purchased): Ziiio, Inc.

Kevin Wiley Grants/Research Support: National Institutes of Health; Grants/Research Support: Robert Wood Johnson Foundation

Katie Wilkinson Stock Shareholder (directly purchased): Cerner Corp

Robert Yao Other Financial or Material Support: EpiFinder

Amanda Yoho Other Financial or Material Support: IBM Watson Health

Kun-Hsing Yu Other Financial or Material Support: Harvard Medical School

Gigi Yuen-Reed Stock Shareholder (directly purchased): IBM; Other Financial or Material Support: IBM; Grants/Research Support: University of South Florida

Andrew Zelenetz Consultant: Celegene, Genentech/Roche, Gilead, BeiGene, Amgen, Pharmacyclics, Jansen, Astra-Zeneca, Novartis, Lymphoma Research Foundation, Adaptive Biotechnologies; Grants/Research Support: Genentech/Roche, Gilead, MEI, BeiGene

Guido Zuccon Grants/Research Support: Neusoft Corporation, China; Grants/Research Support: Google; Grants/Research Support: Microsoft

All following AMIA staff involved with content development of the AMIA 2019 Annual Symposium disclose that neither they nor their life partners have relevant financial relationships with ACCME- defined commercial interests: Dasha Cohen; Doug Fridsma; Lauren Koleszar; Pesha Rubinstein; Jeff Smith; Jeff Williamson.