Learning-based inference of longitudinal image changes: Applications in embryo development, wound healing, and aging brain

H Heejong Kim (Artificial Intelligence in Radiology) B Batuhan K. Karaman (Artificial Intelligence in Radiology) Q Qingyu Zhao (Artificial Intelligence in Radiology) A Alan Q. Wang (School of Electrical and Computer Engineering) M Mert R. Sabuncu (Artificial Intelligence in Radiology) M Michael Weiner L Leslie M. Shaw D Duygu Tosun P Pallavi Sachdev R Robert C. Green E Erin Drake T Tom Montine C Cat Conti R Rachel Nosheny D Diana Truran Sacrey J Juliet Fockler M Melanie J. Miller W Winnie Kwang C Chengshi Jin M Miriam Ashford D Derek Flenniken A Adrienne Kormos P Paul Aisen M Michael Rafii R Rema Raman G Gustavo Jimenez J Jennifer Salazar A Andrea Fidell V Virginia Boatwright J Justin Robison C Caileigh Zimmerman Y Yuliana Cabrera S Sarah Walter T Taylor Clanton E Elizabeth Shaffer C Caitlin Webb L Lindsey Hergesheimer S Stephanie Smith S Sheila Ogwang O Olusegun Adegoke P Payam Mahboubi J Jeremy Pizzola C Cecily Jenkins L Laurel Beckett M Michael Donohue N Naomi Saito A Adam Diaz K Kedir Adem Hussen M Monica Rivera-Mindt H Hannatu Amaza M Mai Seng Thao S Shaniya Parkins O Omobolanle Ayo M Matt Glittenberg I Isabella Hoang K Kaori Kubo Germano J Joe Strong T Trinity Weisensel F Fabiola Magana L Lisa Thomas V Vanessa Guzman A Adeyinka Ajayi J Joseph Di Benedetto S Sandra Talavera C Clifford R. Jack J Joel Felmlee N Nick C. Fox P Paul Thompson C Charles DeCarli A Arvin Forghanian-Arani B Bret Borowski C Calvin Reyes C Caitie Hedberg C Chad Ward C Christopher Schwarz D Denise Reyes J Jeff Gunter J John Moore-Weiss K Kejal Kantarci L Leonard Matoush M Matthew Senjem P Prashanthi Vemuri R Robert Reid I Ian Malone S Sophia I. Thomopoulos T Talia M. Nir N Neda Jahanshad A Alexander Knaack E Evan Fletcher D Danielle Harvey D Duygu Tosun-Turgut S Stephanie Rossi Chen M Mark Choe P Paul A. Yushkevich S Sandhitsu Das W William Jagust S Susan Landau R Robert A. Koeppe G Gil Rabinovici V Victor Villemagne B Brian LoPresti R Richard J. Perrin J John Morris E Erin Franklin H Haley Bernhardt N Nigel J. Cairns L Lisa Taylor-Reinwald L Leslie Shaw E Edward B. Lee V Virginia M.Y. Lee M Magdalena Korecka M Magdalena Brylska Y Yang Wan (National Pharmaceutical Engineering Center for Solid Preparation in Chinese Herbal Medicine) J J.Q. Trojanowki A Arthur W. Toga K Karen Crawford S Scott Neu A Andrew J. Saykin K Kwangsik Nho T Tatiana M. Foroud T Taeho Jo S Shannon L. Risacher H Hannah Craft L Liana G. Apostolova K Kelly Nudelman K Kelley Faber Z Zoë Potter K Kaci Lacy R Rima Kaddurah-Daouk L Li Shen J Jason Karlawish C Claire Erickson J Joshua Grill E Emily Largent K Kristin Harkins M Michael W. Weiner L Leon Thal Z Zaven Kachaturian R Richard Frank P Peter J. Snyder N Neil Buckholtz S Susan Molchan Z Zaven Khachaturian M Maria Carrillo W William Potter L Lisa Barnes M Marie Bernard H Hector González C Carole Ho J John K. Hsiao J Jonathan Jackson E Eliezer Masliah D Donna Masterman O Ozioma Okonkwo R Richard Perrin L Laurie Ryan N Nina Silverberg L Lisa Silbert J Jeffrey Kaye S Sylvia White A Aimee Pierce A Amy Thomas T Tera Clay D Daniel Schwartz G Gillian Devereux J Janet Taylor J Jennifer Ryan M Mike Nguyen M Madison DeCapo Y Yanan Shang L Lon Schneider C Cynthia Munoz D Diana Ferman C Carlota Conant K Katherin Martin K Kristin Oleary S Sonia Pawluczyk E Elizabeth Trejo K Karen Dagerman L Liberty Teodoro M Mauricio Becerra M Madiha Fairooz S Sonia Garrison J Julia Boudreau Y Yair Avila J James Brewer A Aaron Jacobson A Antonio Gama C Chi Kim E Emily Little J Jennifer Frascino N Nichol Ferng S Socorro Trujillo J Judith Heidebrink R Robert Koeppe S Steven MacDonald D Dariya Malyarenko J Jaimie Ziolkowski J James O’Connor N Nicole Robert S Suzan Lowe V Virginia Rogers R Ronald Petersen B Barbara Hackenmiller B Bradley Boeve C Colleen Albers C Connie Kreuger D David Jones D David Knopman H Hugo Botha J Jessica Magnuson J Jonathan Graff-Radford K Kerry Crawley M Michael Schumacher S Steven Smith T Tascha Helland V Val Lowe V Vijay Ramanan V Valory Pavlik J Jacob Faircloth J Jeffrey Bishop J Jessica Nath M Maria Chaudhary M Melissa Yu N Nathiel Pacini R Randall Barker R Regan Brooks R Ruchi Aggarwal L Lawrence Honig Y Yaakov Stern A Akiva Mintz J Jonathan Cordona M Michelle Hernandez J Justin Long A Abbey Arnold A Alex Groves A Anna Middleton B Blake Vogler C Cierra McCurry C Connie Mayo C Cyrus Raji F Fatima S. Amtashar H Heather Klemp J Jasmina Kusuran J Jasmine Stewart J Jennifer Horenkamp J Julia Greeson K Kara Wever K Katie Vo K Kelly Larkin L Lesley Rao L Lisa Schoolcraft L Lora Gallagher M Madeline Paczynski M Maureen McMillan M Michael Holt N Nicole Gagliano R Rachel Henson R Renee LaBarge R Robert Swarm S Sarah Munie S Serena Cepeda S Stacey Winterton T TaNisha Wilson T Tanya Harte Z Zach Bonacorsi D David Geldmacher A Amber Watkins B Brandi Barger B Bryan Smelser C Charna Bates C Cynthia Stover E Emily McKinley G Gregory Ikner H Haley Hendrix H Harold Matthew Cooper J Jennifer Mahaffey L Lindsey Booth Robbins L Loren Brown Ashley M Marissa Natelson-Love P Princess Carter V Veronika Solomon H Hillel Grossman A Alexandra Groome A Allison Ardolino A Anthony Kaplan F Faye Sheppard G Genesis Burgos-Rivera G Gina Garcia-Camilo J Joanne Lim J Judith Neugroschl K Kimberly Jackson K Kirsten Evans L Laili Soleimani M Mary Sano N Nasrin Ghesani S Sarah Binder X Xiomara Mendoza Apuango A Ajay Sood A Amelia Troutman K Kimberly Blanchard A Arlene Richards G Grace Nelson K Kirsten Hendrickson E Erin Yurko J Jamie Plenge V Victoria Rufo R Raj Shah R Ranjan Duara B Brendan Lynch C Cesar Chirinos C Christine Dittrich D Debbie Campbell D Diego Mejia G Gilberto Perez H Helena Colvee J Joanna Gonzalez J Josalen Gondrez J Joshua Knaack M Mara Acevedo M Maria Cereijo M Maria Greig-Custo M Michelle Villar M Morris Wishnia S Sheryl Detling W Warren Barker M Marilyn Albert A Abhay Moghekar B Barbara Rodzon C Corey Demsky G Gregory Pontone J Jim Pekar L Leonie Farrington M Martin Pomper N Nicole Johnson T Tolulope Alo M Martin Sadowski A Anaztasia Ulysse A Arjun Masurkar B Brittany Marti D David Mossa E Emilie Geesey E Emily Petrocca E Evan Schulze J Jennifer Wong J Joseph Boonsiri S Sunnie Kenowsky T Tatianne Martinez V Veronica Briglall P P. Murali Doraiswamy A Adaora Nwosu A Alisa Adhikari C Cammie Hellegers J Jeffrey Petrella O Olga James T Terence Wong T Thomas Hawk S Sanjeev Vaishnavi H Hannah McCoubrey I Ilya Nasrallah R Rachel Rovere J Jeffrey Maneval E Elizabeth Robinson F Francisco Rivera J Jade Uffelman M Martha Combs P Patricia O’Donnell S Sara Manning R Richard King A Alayne Nieto A Amanda Glueck A Anjana Mandal A Audrie Swain B Bethanie Gamble B Beverly Meacham D Denece Forenback D Dorothy Ross E Elizabeth Cheatham E Ellen Hartman G Gary Cornell J Jordan Harp L Laura Ashe L Laura Goins L Linda Watts M Morgan Yazell P Prabin Mandal R Regan Buckler S Sylvia Vincent T Triana Rudd O Oscar Lopez A Ann Arlene Malia C Caitlin Chiado C Cary Zik K Kathleen Savage L Linda Fenice M MaryAnn Oakley P Paige C Tacey S Sarah Berman S Sarah Bowser S Stephen Hegedus X Xanthia Saganis A Anton Porsteinsson A Abigail Mathewson A Asa Widman B Bridget Holvey E Emily Clark E Esmeralda Morales I Iris Young J James Ruszkiewicz K Kevin Hopkins K Kimberly Martin N Nancy Kowalski R Rebecca Hunt R Roberta Calzavara R Russell Kurvach S Stephen D’Ambrosio G Gaby Thai B Beatriz Vides B Brigit Lieb C Catherine McAdams-Ortiz C Cyndy Toso I Ivan Mares K Kathryn Moorlach L Luter Liu M Maria Corona M Mary Nguyen M Melanie Tallakson M Michelle McDonnell M Milagros Rangel N Neetha Basheer P Patricia Place R Romina Romero S Steven Tam T Trung Nguyen A Abey Thomas A Alexander Frolov A Alka Khera A Amy Browning C Courtney Dawson D Dana Mathews E Elaine Most E Elizeva Phillips L Lynn Nguyen M Maribel Nunez M Matalin Miller M Matthew R. Jones N Natalie Martinez R Rebecca Logan R Roderick McColl S Sari Pham T Tiffani Fox T Tracey Moore A Allan Levey A Abby Brown A Andrea Kippels A Ashton Ellison C Casie Lyons C Chadwick Hales C Cindy Parry C Courtney Williams E Elizabeth McCorkle G Guy Harris H Heather Rose I Inara Jooma J Jahmila Al-Amin J James Lah J James Webster J Jessica Swiniarski L Latasha Chapman L Laura Donnelly L Lauren Mariotti M Mary Locke P Phyllis Vaughn R Rachael Penn S Sallie Carpentier S Samira Yeboah S Sarah Basadre S Sarah Malakauskas S Stefka Lyron T Tara Villinger T Terra Burney J Jeffrey Burns A Ala Abusalim A Alexandra Dahlgren A Alexandria Montero A Anne Arthur H Heather Dooly K Katelynn Kreszyn K Katherine Berner L Lindsey Gillen M Maria Scanlan M Mercedes Madison N Nicole Mathis P Phyllis Switzer R Ryan Townley S Samantha Fikru S Samantha Sullivan E Ella Wright M Maryam Beigi A Anthony Daley A Ashley Ko B Brittney Luong G Glen Nyborg J Jessica Morales K Kelly Durbin L Lauren Garcia L Leila Parand L Lorena Macias L Lorena Monserratt M Maya Farchi P Pauline Wu R Robert Hernandez T Thao Rodriguez M Mayo Clinic N Neill Graff-Radford A A’llana Marolt A Anton Thomas D Deborah Aloszka E Ercilia Moncayo E Erin Westerhold G Gregory Day K Kandise Chrestensen M Mary Imhansiemhonehi S Sanna McKinzie S Sochenda Stephens S Sylvia Grant J Jared Brosch A Amy Perkins A Aubree Saunders D Debra Silberberg Kovac H Heather Polson I Isabell Mwaura K Kassandra Mejia K Katherine Britt K Kathy King K Kayla Nichols K Kayley Lawrence L Lisa Rankin M Martin Farlow P Patricia Wiesenauer R Robert Bryant S Scott Herring S Sheryl Lynch S Skylar Wilson T Traci Day W William Korst C Christopher van Dyck A Adam Mecca A Alyssa Miller A Amanda Brennan A Amber Khan A Audrey Ruan C Carol Gunnoud C Chelsea Mendonca D Danielle Raynes-Goldfinger E Elaheh Salardini E Elisa Hidalgo E Emma Cooper E Erawadi Singh E Erin Murphy J Jeanine May J Jesse Stanhope J Jessica Lam J Julia Waszak K Kimberly Nelsen K Kimberly Sacaza M Mayer Joshua Hasbani M Meghan Donahue M Ming-Kai Chen N Nicole Barcelos P Paul Eigenberger R Robin Bonomi R Ryan O’Dell S Sarah Jefferson S Siddharth Khasnavis S Stephen Smilowitz S Susan DeStefano S Susan Good T Terry Camarro V Vanessa Clayton Y Yanis Cavrel Y YuQuan Lu H Howard Chertkow H Howard Bergman C Chris Hosein S Sandra Black A Anish Kapadia A Aparna Bhan B Benjamin Lam C Christopher Scott G Gillian Gabriel J Jennifer Bray L Ljubica Zotovic M Maria Samira Gutierrez M Mario Masellis M Marjan Farshadi M Maurylette Gui M Meghan Mitchell R Rebecca Taylor R Ruby Endre Z Zhala Taghi-Zada R Robin Hsiung C Carolyn English E Ellen Kim E Eugene Yau H Haley Tong L Laura Barlow L Lauren Jennings M Michele Assaly P Paula Nunes T Tahlee Marian A Andrew Kertesz J John Rogers D Dick Trost D Dylan Wint C Charles Bernick D Donna Munic I Ian Grant A Aaliyah Korkoyah A Ali Raja A Allison Lapins C Caila Ryan J Jelena Pejic K Kailey Basham L Leena Lukose L Loreece Haddad L Lucas Quinlan N Nathaniel Houghtaling C Carl Sadowsky W Walter Martinez T Teresa Villena B Brigid Reynolds A Angelica Forero C Carolyn Ward E Emma Brennan E Esteban Figueroa G Giuseppe Esposito J Jessica Mallory K Kathleen Johnson K Kathryn Turner K Katie Seidenberg K Kelly McCann M Margaret Bassett M Melanie Chadwick R Raymond Scott Turner R Robin Bean S Saurabh Sharma G Gad Marshall A Aferdita Haviari A Alison Pietras B Bradley Wallace C Catherine Munro G Gladiliz Rivera-Delpin H Hadley Hustead I Isabella Levesque J Jennifer Ramirez K Karen Nolan K Kirsten Glennon M Mariana Palou M Michael Erkkinen N Nicole DaSilva P Pamela Friedman R Regina M. Silver R Ricardo Salazar R Roxxanne Polleys S Scott McGinnis S Seth Gale T Tia Hall T Tuan Luu S Steven Chao E Emmeline Lin J Jaila Coleman K Kevin Epperson M Minal Vasanawala A Alireza Atri A Amy Rangel B Brittani Evans C Candy Monarrez C Carol Cline C Carolyn Liebsack D Daniel Bandy D Danielle Goldfarb D Debbie Intorcia J Jennifer Olgin K Kelly Clark K Kelsey King K Kylee York M Marina Reade M Michael Callan M Michael Glass M Michaela Johnson M Michele Gutierrez M Molly Goddard N Nadira Trncic P Parichita Choudhury P Priscilla Reyes S Serena Lowery S Shaundra Hall S Sonia Olgin S Stephanie de Santiago A Alyssa Ton A Amanda Jimenez A Andrew Ellison A Anh Tran B Brandon Anderson D Della Carter D Donna Veronelli J Jason Weller J Jennifer Johns J Jesse Mez J Jessica Harkins I Ina Hoti J Jane Mwicigi A Alexa Puleio M Michael Alosco O Olivia Schultz M Mona Lauture E Eric Steinberg R Ridiane Denis R Ronald Killiany S Sarab Singh S Steven Lenio W Wendy Qiu Y Ycar Devis T Thomas Obisesan A Andrew Stone D Debra Ordor I Ifreke Udodong I Immaculata Okonkwo J Javed Khan J Jillian Turner K Kyliah Hughes O Oshoze Kadiri C Charles Duffy A Ariana Moss K Katherine Stapleton M Maria Toth M Marianne Sanders M Martin Ayres M Melissa Hamski P Parianne Fatica P Paula Ogrocki S Sarah Ash S Stacy Pot D Doris Chen A Andres Soto C Costin Tanase D David Bissig H Hafsanoor Vanya H Heather Russell H Hitesh Patel H Hongzheng Zhang K Kelly Wallace K Kristi Ayers M Maria Gallegos M Martha Forloines M Meghan Sinn Q Queennie Majorie S Kahulugan R Richard Isip S Sandra Calderon T Talia Hamm M Michael Borrie T T-Y Lee R Rob Bartha S Sterling Johnson S Sanjay Asthana C Cynthia M. Carlsson A Allison Perrin P Pierre Tariot A Adam Fleisher S Stephanie Reeder H Horacio Capote A Allison Emborsky A Anna Mattle B Bela Ajtai B Benjamin Wagner B Bennett Myers D Daryn Slazyk D Delaney Fragale E Erin Fransen H Heather Macnamara J Jonathan Falletta J Joseph Hirtreiter L Laszlo Mechtler M Megan King M Michael Asbach M Michelle Rainka R Richard Zawislak S Scott Wisniewski S Stephanie O’Malley T Tatiana Jimenez-Knight T Todd Peehler T Traci Aladeen V Vernice Bates V Violet Wenner W Wisam Elmalik D Douglas W. Scharre A Arun Ramamurthy S Soumya Bouchachi M Maria Kataki R Rawan Tarawneh B Brendan Kelley D Dzintra Celmins A Alicia Leader C Chris Figueroa H Heather Bauerle K Katlynn Patterson M Michael Reposa S Steven Presto T Tuba Ahmed W Wendy Stewart H Hartford Hosp G Godfrey D. Pearlson K Karen Blank K Karen Anderson R Robert B. Santulli E Eben S. Schwartz J Jeff Williamson A Alicia Jessup A Andrea Williams C Crystal Duncan A Abigail O’Connell K Karen Gagnon E Ezequiel Zamora J James Bateman F Freda Crawford D Deb Thompson E Eboni Walker J Jennifer Rowell M Mikell White P Phillip Ledford S Sarah Bohlman S Susan Henkle J Joseph Bottoms L Lena Moretz B Bevan Hoover M Michael Shannon S Samantha Rogers W Wendy Baker W William Harrison C Chuang-Kuo Wu A Alexis DeMarco A Ava Stipanovich D Daniel Arcuri J Jan Clark J Jennifer Davis K Kerstin Doyon M Marie Amoyaw M Mauro Veras Acosta R Ronald Bailey S Scott Warren T Terry Fogerty V Victoria Sanborn M Meghan Riddle S Stephen Salloway P Paul Malloy S Stephen Correia C Charles Windon M Morgan Blackburn H Howard J. Rosen B Bruce L. Miller A Amanda Smith I Ijeoma Mba J Jenny Echevarria J Juris Janavs E Emily Roglaski M Meagan Yong R Rebecca Devine H Hamid Okhravi E Edgardo Rivera T Teresa Kalowsky C Caroline Smith C Christina Rosario J Joseph Masdeu R Richard Le M Maushami Gurung M Marwan Sabbagh A Angelica Garcia M Micah Ellis Slaughter N Nadeen Elayan S Skieff Acothley N Nunzio Pomara R Raymundo Hernando V Vita Pomara C Chelsea Reichert O Olga Brawman-Mintzer A Allison Acree A Arthur Williams C Campbell Long R Rebecca Long P Paul Newhouse S Sydni Jenee Hill A Amy Boegel S Sudha Seshadri A Amy Saklad F Floyd Jones W William Hu V V. Sotelo Y Yaneicy Gonazalez Rojas J Jacobo Mintzer C Crystal Flynn Longmire K Kenneth Spicer