David Jaffray

Affiliations

Princess Margaret Cancer Centre, University Health Network, Toronto, ON, M5G 2M9, Canada.

Publications (21)

Artificial intelligence-based clinical decision support in modern medical physics: Selection, acceptance, commissioning, and quality assurance.

Medical physics

Avec: Geetha Mahadevaiah , Prasad Rv , Inigo Bermejo , David Jaffray , Andre Dekker , Leonard Wee

SwarmDeepSurv: swarm intelligence advances deep survival network for prognostic radiomics signatures in four solid cancers.

Patterns (New York, N.Y.)

Avec: Qasem Al-Tashi , Maliazurina B Saad , Ajay Sheshadri , Carol C Wu , Joe Y Chang , Bissan Al-Lazikani , Christopher Gibbons , Natalie I Vokes , Jianjun Zhang , J Jack Lee , John V Heymach , David Jaffray , Seyedali Mirjalili , Jia Wu

On dosimetric characteristics of detectors for relative dosimetry in small fields: a multicenter experimental study.

Physics in medicine and biology

Avec: Bozidar Casar , Ignasi Mendez , Eduard Gershkevitsh , Sonja Wegener , David Jaffray , Robert Heaton , Csilla Pesznyak , Gabor Stelczer , Wojciech Bulski , Krzysztof Chełminski , Georgiy Smirnov , Natalia Antipina , Andrew W Beavis , Nicholas Oliver Harding , Slaven Jurković , Min-Sig Hwang , M Saiful Huq

Sensitivity of radiomic features to inter-observer variability and image pre-processing in Apparent Diffusion Coefficient (ADC) maps of cervix cancer patients.

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

Avec: Alberto Traverso , Michal Kazmierski , Mattea L Welch , Jessica Weiss , Sandra Fiset , Warren D Foltz , Adam Gladwish , Andre Dekker , David Jaffray , Leonard Wee , Kathy Han

Artificial intelligence strategy integrating morphologic and architectural biomarkers provides robust diagnostic accuracy for disease progression in chronic lymphocytic leukemia.

The Journal of pathology

Avec: Siba El Hussein , Pingjun Chen , L Jeffrey Medeiros , Ignacio I Wistuba , David Jaffray , Jia Wu , Joseph D Khoury

Phantom Validation of a Conservation of Activity-Based Partial Volume Correction Method for Arterial Input Function in Dynamic PET Imaging.

Tomography (Ann Arbor, Mich.)

Avec: Brandon Driscoll , Tina Shek , Douglass Vines , Alex Sun , David Jaffray , Ivan Yeung

Joint multi-omics discriminant analysis with consistent representation learning using PANDA.

Research square

Avec: Jia Wu , Muhammad Aminu , Lingzhi Hong , Natalie Vokes , Stephanie Schmidt , Maliazurina B Saad , Bo Zhu , Xiuning Li , Tina Cascone , Ajay Sheshadri , David Jaffray , Andrew Futreal , Jack Lee , Lauren Byers , Don Gibbons , John Heymach , Ken Chen , Chao Cheng , Jianjun Zhang , Bo Wang

4D-CT Attenuation Correction in Respiratory-Gated PET for Hypoxia Imaging: Is It Really Beneficial?

Tomography (Ann Arbor, Mich.)

Avec: Brandon Driscoll , Douglass Vines , Tina Shek , Julia Publicover , Ivan Yeung , Stephen Breen , David Jaffray

Stability of radiomic features of apparent diffusion coefficient (ADC) maps for locally advanced rectal cancer in response to image pre-processing.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)

Avec: Alberto Traverso , Michal Kazmierski , Zhenwei Shi , Petros Kalendralis , Mattea Welch , Henrik Dahl Nissen , David Jaffray , Andre Dekker , Leonard Wee

Repeatability and reproducibility of MRI-based radiomic features in cervical cancer.

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

Avec: Sandra Fiset , Mattea L Welch , Jessica Weiss , Melania Pintilie , Jessica L Conway , Michael Milosevic , Anthony Fyles , Alberto Traverso , David Jaffray , Ur Metser , Jason Xie , Kathy Han

Characterizing the interplay of treatment parameters and complexity and their impact on performance on an IROC IMRT phantom using machine learning.

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

Avec: Hunter Mehrens , Andrea Molineu , Nadia Hernandez , Laurence Court , Rebecca Howell , David Jaffray , Christine B Peterson , Julianne Pollard-Larkin , Stephen F Kry

Synthetic PET from CT improves diagnosis and prognosis for lung cancer: Proof of concept.

Cell reports. Medicine

Avec: Morteza Salehjahromi , Tatiana V Karpinets , Sheeba J Sujit , Mohamed Qayati , Pingjun Chen , Muhammad Aminu , Maliazurina B Saad , Rukhmini Bandyopadhyay , Lingzhi Hong , Ajay Sheshadri , Julie Lin , Mara B Antonoff , Boris Sepesi , Edwin J Ostrin , Iakovos Toumazis , Peng Huang , Chao Cheng , Tina Cascone , Natalie I Vokes , Carmen Behrens , Jeffrey H Siewerdsen , John D Hazle , Joe Y Chang , Jianhua Zhang , Yang Lu , Myrna C B Godoy , Caroline Chung , David Jaffray , Ignacio Wistuba , J Jack Lee , Ara A Vaporciyan , Don L Gibbons , Gregory Gladish , John V Heymach , Carol C Wu , Jianjun Zhang , Jia Wu

CoCo-ST: Comparing and Contrasting Spatial Transcriptomics data sets using graph contrastive learning.

Research square

Avec: Jia Wu , Muhammad Aminu , Bo Zhu , Natalie Vokes , Hong Chen , Lingzhi Hong , Jianrong Li , Junya Fujimoto , Alissa Poteete , Monique Nilsson , Xiuning Li , Tina Cascone , David Jaffray , Nicholas Navin , Lauren Byers , Don Gibbons , John Heymach , Ken Chen , Chao Cheng , Jianjun Zhang , Yuqui Yang , Tao Wang , Bo Wang

Impact of high dose volumetric CT on PTV margin reduction in VMAT prostate radiotherapy.

Physics in medicine and biology

Avec: Young-Bin Cho , Hamideh Alasti , Vickie Kong , Charles Catton , Alejandro Berlin , Peter Chung , Andrew Bayley , David Jaffray

An artificial neural network to model response of a radiotherapy beam monitoring system.

Medical physics

Avec: Young-Bin Cho , Makan Farrokhkish , Bern Norrlinger , Robert Heaton , David Jaffray , Mohammad Islam

Machine learning helps identifying volume-confounding effects in radiomics.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)

Avec: Alberto Traverso , Michal Kazmierski , Ivan Zhovannik , Mattea Welch , Leonard Wee , David Jaffray , Andre Dekker , Andrew Hope

Radiological tumor classification across imaging modality and histology.

Nature machine intelligence

Avec: Jia Wu , Chao Li , Michael Gensheimer , Sukhmani Padda , Fumi Kato , Hiroki Shirato , Yiran Wei , Carola-Bibiane Schönlieb , Stephen John Price , David Jaffray , John Heymach , Joel W Neal , Billy W Loo , Heather Wakelee , Maximilian Diehn , Ruijiang Li

On the importance of interpretable machine learning predictions to inform clinical decision making in oncology.

Frontiers in oncology

Avec: Sheng-Chieh Lu , Christine L Swisher , Caroline Chung , David Jaffray , Chris Sidey-Gibbons

Predicting benefit from immune checkpoint inhibitors in patients with non-small-cell lung cancer by CT-based ensemble deep learning: a retrospective study.

The Lancet. Digital health

Avec: Maliazurina B Saad , Lingzhi Hong , Muhammad Aminu , Natalie I Vokes , Pingjun Chen , Morteza Salehjahromi , Kang Qin , Sheeba J Sujit , Xuetao Lu , Elliana Young , Qasem Al-Tashi , Rizwan Qureshi , Carol C Wu , Brett W Carter , Steven H Lin , Percy P Lee , Saumil Gandhi , Joe Y Chang , Ruijiang Li , Michael F Gensheimer , Heather A Wakelee , Joel W Neal , Hyun-Sung Lee , Chao Cheng , Vamsidhar Velcheti , Yanyan Lou , Milena Petranovic , Waree Rinsurongkawong , Xiuning Le , Vadeerat Rinsurongkawong , Amy Spelman , Yasir Y Elamin , Marcelo V Negrao , Ferdinandos Skoulidis , Carl M Gay , Tina Cascone , Mara B Antonoff , Boris Sepesi , Jeff Lewis , Ignacio I Wistuba , John D Hazle , Caroline Chung , David Jaffray , Don L Gibbons , Ara Vaporciyan , J Jack Lee , John V Heymach , Jianjun Zhang , Jia Wu

Addressing the Global Expertise Gap in Radiation Oncology: The Radiation Planning Assistant.

JCO global oncology

Avec: Laurence Court , Ajay Aggarwal , Hester Burger , Carlos Cardenas , Christine Chung , Raphael Douglas , Monique du Toit , David Jaffray , Anuja Jhingran , Michael Mejia , Raymond Mumme , Sikudhani Muya , Komeela Naidoo , Jerry Ndumbalo , Kelly Nealon , Tucker Netherton , Callistus Nguyen , Niki Olanrewaju , Jeannette Parkes , Willie Shaw , Christoph Trauernicht , Melody Xu , Jinzhong Yang , Lifei Zhang , Hannah Simonds , Beth M Beadle

Radiotherapy and theranostics: a Lancet Oncology Commission.

The Lancet. Oncology

Avec: May Abdel-Wahab , Francesco Giammarile , Mauro Carrara , Diana Paez , Hedvig Hricak , Nayyereh Ayati , Jing Jing Li , Malina Mueller , Ajay Aggarwal , Akram Al-Ibraheem , Sondos Alkhatib , Rifat Atun , Abubakar Bello , Daniel Berger , Roberto C Delgado Bolton , John M Buatti , Graeme Burt , Olivera Ciraj Bjelac , Lisbeth Cordero-Mendez , Manjit Dosanjh , Thomas Eichler , Elena Fidarova , Soehartati Gondhowiardjo , Mary Gospodarowicz , Surbhi Grover , Varsha Hande , Ekaterina Harsdorf-Enderndorf , Ken Herrmann , Michael S Hofman , Ola Holmberg , David Jaffray , Peter Knoll , Jolanta Kunikowska , Jason S Lewis , Yolande Lievens , Miriam Mikhail-Lette , Dennis Ostwald , Jatinder R Palta , Platon Peristeris , Arthur A Rosa , Soha Ahmed Salem , Marcos A Dos Santos , Mike M Sathekge , Shyam Kishore Shrivastava , Egor Titovich , Jean-Luc Urbain , Verna Vanderpuye , Richard L Wahl , Jennifer S Yu , Mohamed Saad Zaghloul , Hongcheng Zhu , Andrew M Scott

Réseau de co-auteurs

Jia Wu 7 collaborations

Jianjun Zhang 5 collaborations

Andre Dekker 4 collaborations

Leonard Wee 4 collaborations

Maliazurina B Saad 4 collaborations

Alberto Traverso 4 collaborations

Muhammad Aminu 4 collaborations

Lingzhi Hong 4 collaborations

Tina Cascone 4 collaborations

Chao Cheng 4 collaborations

Ajay Sheshadri 3 collaborations

Carol C Wu 3 collaborations

Joe Y Chang 3 collaborations

Natalie I Vokes 3 collaborations

J Jack Lee 3 collaborations

John V Heymach 3 collaborations

Michal Kazmierski 3 collaborations

Pingjun Chen 3 collaborations

John Heymach 3 collaborations

Caroline Chung 3 collaborations

Qasem Al-Tashi 2 collaborations

Robert Heaton 2 collaborations

Mattea L Welch 2 collaborations

Jessica Weiss 2 collaborations

Sandra Fiset 2 collaborations

Kathy Han 2 collaborations

Ignacio I Wistuba 2 collaborations

Brandon Driscoll 2 collaborations

Tina Shek 2 collaborations

Douglass Vines 2 collaborations

Ivan Yeung 2 collaborations

Natalie Vokes 2 collaborations

Bo Zhu 2 collaborations

Xiuning Li 2 collaborations

Lauren Byers 2 collaborations

Don Gibbons 2 collaborations

Ken Chen 2 collaborations

Bo Wang 2 collaborations

Mattea Welch 2 collaborations

Laurence Court 2 collaborations

Morteza Salehjahromi 2 collaborations

Sheeba J Sujit 2 collaborations

Mara B Antonoff 2 collaborations

Boris Sepesi 2 collaborations

John D Hazle 2 collaborations

Don L Gibbons 2 collaborations

Young-Bin Cho 2 collaborations

Joel W Neal 2 collaborations

Ruijiang Li 2 collaborations

Ajay Aggarwal 2 collaborations

Geetha Mahadevaiah 1 collaboration

Prasad Rv 1 collaboration

Inigo Bermejo 1 collaboration

Bissan Al-Lazikani 1 collaboration

Christopher Gibbons 1 collaboration

Seyedali Mirjalili 1 collaboration

Bozidar Casar 1 collaboration

Ignasi Mendez 1 collaboration

Eduard Gershkevitsh 1 collaboration

Sonja Wegener 1 collaboration

Csilla Pesznyak 1 collaboration

Gabor Stelczer 1 collaboration

Wojciech Bulski 1 collaboration

Krzysztof Chełminski 1 collaboration

Georgiy Smirnov 1 collaboration

Natalia Antipina 1 collaboration

Andrew W Beavis 1 collaboration

Nicholas Oliver Harding 1 collaboration

Slaven Jurković 1 collaboration

Min-Sig Hwang 1 collaboration

M Saiful Huq 1 collaboration

Warren D Foltz 1 collaboration

Adam Gladwish 1 collaboration

Siba El Hussein 1 collaboration

L Jeffrey Medeiros 1 collaboration

Joseph D Khoury 1 collaboration

Alex Sun 1 collaboration

Stephanie Schmidt 1 collaboration

Andrew Futreal 1 collaboration

Jack Lee 1 collaboration

Julia Publicover 1 collaboration

Stephen Breen 1 collaboration

Zhenwei Shi 1 collaboration

Petros Kalendralis 1 collaboration

Henrik Dahl Nissen 1 collaboration

Melania Pintilie 1 collaboration

Jessica L Conway 1 collaboration

Michael Milosevic 1 collaboration

Anthony Fyles 1 collaboration

Ur Metser 1 collaboration

Jason Xie 1 collaboration

Hunter Mehrens 1 collaboration

Andrea Molineu 1 collaboration

Nadia Hernandez 1 collaboration

Rebecca Howell 1 collaboration

Christine B Peterson 1 collaboration

Julianne Pollard-Larkin 1 collaboration

Stephen F Kry 1 collaboration

Tatiana V Karpinets 1 collaboration

Mohamed Qayati 1 collaboration

Rukhmini Bandyopadhyay 1 collaboration

Julie Lin 1 collaboration

Edwin J Ostrin 1 collaboration

Iakovos Toumazis 1 collaboration

Peng Huang 1 collaboration

Carmen Behrens 1 collaboration

Jeffrey H Siewerdsen 1 collaboration

Jianhua Zhang 1 collaboration

Yang Lu 1 collaboration

Myrna C B Godoy 1 collaboration

Ignacio Wistuba 1 collaboration

Ara A Vaporciyan 1 collaboration

Gregory Gladish 1 collaboration

Hong Chen 1 collaboration

Jianrong Li 1 collaboration

Junya Fujimoto 1 collaboration

Alissa Poteete 1 collaboration

Monique Nilsson 1 collaboration

Nicholas Navin 1 collaboration

Yuqui Yang 1 collaboration

Tao Wang 1 collaboration

Hamideh Alasti 1 collaboration

Vickie Kong 1 collaboration

Charles Catton 1 collaboration

Alejandro Berlin 1 collaboration

Peter Chung 1 collaboration

Andrew Bayley 1 collaboration

Makan Farrokhkish 1 collaboration

Bern Norrlinger 1 collaboration

Mohammad Islam 1 collaboration

Ivan Zhovannik 1 collaboration

Andrew Hope 1 collaboration

Chao Li 1 collaboration

Michael Gensheimer 1 collaboration

Sukhmani Padda 1 collaboration

Fumi Kato 1 collaboration

Hiroki Shirato 1 collaboration

Yiran Wei 1 collaboration

Carola-Bibiane Schönlieb 1 collaboration

Stephen John Price 1 collaboration

Billy W Loo 1 collaboration

Heather Wakelee 1 collaboration

Maximilian Diehn 1 collaboration

Sheng-Chieh Lu 1 collaboration

Christine L Swisher 1 collaboration

Chris Sidey-Gibbons 1 collaboration

Kang Qin 1 collaboration

Xuetao Lu 1 collaboration

Elliana Young 1 collaboration

Rizwan Qureshi 1 collaboration

Brett W Carter 1 collaboration

Steven H Lin 1 collaboration

Percy P Lee 1 collaboration

Saumil Gandhi 1 collaboration

Michael F Gensheimer 1 collaboration

Heather A Wakelee 1 collaboration

Hyun-Sung Lee 1 collaboration

Vamsidhar Velcheti 1 collaboration

Yanyan Lou 1 collaboration

Milena Petranovic 1 collaboration

Waree Rinsurongkawong 1 collaboration

Xiuning Le 1 collaboration

Vadeerat Rinsurongkawong 1 collaboration

Amy Spelman 1 collaboration

Yasir Y Elamin 1 collaboration

Marcelo V Negrao 1 collaboration

Ferdinandos Skoulidis 1 collaboration

Carl M Gay 1 collaboration

Jeff Lewis 1 collaboration

Ara Vaporciyan 1 collaboration

Hester Burger 1 collaboration

Carlos Cardenas 1 collaboration

Christine Chung 1 collaboration

Raphael Douglas 1 collaboration

Monique du Toit 1 collaboration

Anuja Jhingran 1 collaboration

Michael Mejia 1 collaboration

Raymond Mumme 1 collaboration

Sikudhani Muya 1 collaboration

Komeela Naidoo 1 collaboration

Jerry Ndumbalo 1 collaboration

Kelly Nealon 1 collaboration

Tucker Netherton 1 collaboration

Callistus Nguyen 1 collaboration

Niki Olanrewaju 1 collaboration

Jeannette Parkes 1 collaboration

Willie Shaw 1 collaboration

Christoph Trauernicht 1 collaboration

Melody Xu 1 collaboration

Jinzhong Yang 1 collaboration

Lifei Zhang 1 collaboration

Hannah Simonds 1 collaboration

Beth M Beadle 1 collaboration

May Abdel-Wahab 1 collaboration

Francesco Giammarile 1 collaboration

Mauro Carrara 1 collaboration

Diana Paez 1 collaboration

Hedvig Hricak 1 collaboration

Nayyereh Ayati 1 collaboration

Jing Jing Li 1 collaboration

Malina Mueller 1 collaboration

Akram Al-Ibraheem 1 collaboration

Sondos Alkhatib 1 collaboration

Rifat Atun 1 collaboration

Abubakar Bello 1 collaboration

Daniel Berger 1 collaboration

Roberto C Delgado Bolton 1 collaboration

John M Buatti 1 collaboration

Graeme Burt 1 collaboration

Olivera Ciraj Bjelac 1 collaboration

Lisbeth Cordero-Mendez 1 collaboration

Manjit Dosanjh 1 collaboration

Thomas Eichler 1 collaboration

Elena Fidarova 1 collaboration

Soehartati Gondhowiardjo 1 collaboration

Mary Gospodarowicz 1 collaboration

Surbhi Grover 1 collaboration

Varsha Hande 1 collaboration

Ekaterina Harsdorf-Enderndorf 1 collaboration

Ken Herrmann 1 collaboration

Michael S Hofman 1 collaboration

Ola Holmberg 1 collaboration

Peter Knoll 1 collaboration

Jolanta Kunikowska 1 collaboration

Jason S Lewis 1 collaboration

Yolande Lievens 1 collaboration

Miriam Mikhail-Lette 1 collaboration

Dennis Ostwald 1 collaboration

Jatinder R Palta 1 collaboration

Platon Peristeris 1 collaboration

Arthur A Rosa 1 collaboration

Soha Ahmed Salem 1 collaboration

Marcos A Dos Santos 1 collaboration

Mike M Sathekge 1 collaboration

Shyam Kishore Shrivastava 1 collaboration

Egor Titovich 1 collaboration

Jean-Luc Urbain 1 collaboration

Verna Vanderpuye 1 collaboration

Richard L Wahl 1 collaboration

Jennifer S Yu 1 collaboration

Mohamed Saad Zaghloul 1 collaboration

Hongcheng Zhu 1 collaboration

Andrew M Scott 1 collaboration