5 research outputs found
Divergent clonal selection dominates medulloblastoma at recurrence
- Author
- A Fischer
- A Kreso
- A McKenna
- A Roth
- A Subramanian
- A. Sorana Morrissy
- Adam J. Dupuy
- Adi Rolider
- Adrian Ally
- AJ Dupuy
- Alex Manno
- An He
- Andrew J. L. Roth
- Andrew J. Mungall
- Andrew R. Hallahan
- Andrew W. Walter
- Andrey Korshunov
- Angela Tam
- Anne E. Bendel
- BE Johnson
- Betty Luu
- Borja L. Holgado
- BT Brett
- Byung-Kyu Cho
- Caitlin Hoffman
- Carlos G. Carlotti
- Carolina Nor
- CC Maley
- CC Maley
- CG Mullighan
- Charles G. Eberhart
- Chelsea Mayoh
- Claudia C. Faria
- CM Ma
- CT Saunders
- Cynthia E. Hawkins
- DA Landau
- Daniel W. Fults
- Daniela P. C. Tirapelli
- Darlene Lee
- David A. Largaespada
- David J. H. Shih
- David Lyden
- David Malkin
- David T. W. Jones
- DJH Shih
- DT Jones
- Duncan S. Stearns
- Eloi Mercier
- Eric Bouffet
- Eric Chuah
- Erwin G. Van Meir
- F Notta
- Florence M. G. Cavalli
- Gary D. Bader
- Gudrun Fleischhack
- H Li
- H Li
- Haiyan I. Li
- Hamza Farooq
- Helen Wheeler
- I Moxon-Emre
- Ian F. Pollack
- Inanc Birol
- Jacqueline E. Schein
- James H. Garvin
- James T. Rutka
- Janet C. Lindsey
- Jaroslav Sterba
- Jeffrey H. Wisoff
- Jeffrey J. Olson
- Jenny Q. Qian
- Jessica Liu
- Ji-Yeoun Lee
- John J. Y. Lee
- John Peacock
- José Pimentel
- Juri Reimand
- K Anderson
- K Cibulskis
- K. A. Michealraj
- Kane Tse
- Karel Zitterbart
- Karen L. Mungall
- Karey Shumansky
- Kory Zayne
- Kyu-Chang Wang
- L Ding
- Lara S. Collier
- Laura K. Donovan
- Lei Qin
- Livia Garzia
- LS Collier
- Luca Massimi
- M Gerlinger
- M Greaves
- M Griffith
- M Kool
- M Mumert
- M Ollmann
- M Remke
- Marc Remke
- Marcel Kool
- Marco A. Marra
- Maria Luisa Garre
- Maura Massimino
- Michael D. Taylor
- Michael Grotzer
- Michael K. Cooper
- Michael Mayo
- Mikhail Bilenky
- N Andor
- N McGranahan
- N Zhukova
- Nada Jabado
- Nina Thiessen
- Noreen Dhalla
- Noriyuki Kijima
- Olivier Ayrault
- P Eirew
- PA Northcott
- PA Northcott
- PA Northcott
- PA Northcott
- Patricia E. Lindsay
- Patrick Plettner
- Patryk Skowron
- Paul A. Northcott
- Peter Dirks
- R Clarkson
- RA Burrell
- Rebecca Carlsen
- Richard A. Moore
- Richard D. Corbett
- RJ Vanner
- RM Hill
- Robert J. Wechsler-Reya
- Roger J. Packer
- Ronald L. Hamilton
- S Aparicio
- S Rozen
- S Zhu
- Salomeh Jelveh
- Sandra E. Dunn
- Scott Zuyderduyn
- Seung-Ki Kim
- Simon Bailey
- SJ Jones
- SK Govind
- Sofia Nunes
- Sohrab Shah
- SP Shah
- SP Shah
- Stefan M. Pfister
- Stephan Tippelt
- Stephanie Puget
- Stephen C. Mack
- Steven C. Clifford
- Steven J. M. Jones
- Stuart Matan-Lithwick
- Tarek Shalaby
- Teiji Tominaga
- Thomas Zeng
- Tina Wong
- TJ Pugh
- Tobey J. MacDonald
- Torsten Pietsch
- Toshihiro Kumabe
- Trevor Pugh
- Ulrich Schüller
- Uri Tabori
- Ute Bartels
- V Boeva
- V Hovestadt
- V Ramaswamy
- V. Peter Collins
- Vijay Ramaswamy
- Wendy Ingram
- William A. Weiss
- William Long
- X Wang
- X Wu
- Xi Huang
- Xiao-Nan Li
- Xiaochong Wu
- Xin Wang
- Y-J Cho
- Yaron S. N. Butterfield
- Yisu Li
- Yongjun Zhao
- Yoon-Jae Cho
- Young Cheng
- Young Shin Ra
- YS Butterfield
- Yuan Y. Thompson
- Yusanne Ma
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- Field of study
Recommended from our members
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
- Author
- Acharya Gagan
- Agarwal Manu
- Alam Mahbubul
- Alberts Esther
- Albiol Alberto
- Albiol Antonio
- Albiol Francisco J
- Alex Varghese
- Allinson Nigel
- Amorim Pedro HA
- Amrutkar Abhijit
- Anand Ganesh
- Andermatt Simon
- Arbel Tal
- Arbelaez Pablo
- Avery Aaron
- Azmat Muneeza
- Bai W
- Baid Ujjwal
- Bakas Spyridon
- Banerjee Subhashis
- Barth Bill
- Batchelder Thomas
- Batmanghelich Kayhan
- Battistella Enzo
- Bauer Stefan
- Beers Andrew
- Belyaev Mikhail
- Bendszus Martin
- Benson Eze
- Berger Christoph
- Bernal Jose
- Bharath Halandur Nagaraja
- Bilello Michel
- Biros George
- Bisdas Sotirios
- Brown James
- Cabezas Mariano
- Cao Shilei
- Cardoso Jorge M
- Carver Eric N
- Casamitjana AdriÃ
- Castillo Laura Silvana
- Cattin Philippe
- Catà Marcel
- Cerigues Albert
- Chagas Vinicius S
- Chandra Siddhartha
- Chang Ken
- Chang Shiyu
- Chang Yi-Ju
- Chazalon Joseph
- Chen Jefferson W
- Chen Shengcong
- Chen Wei
- Chen Zhaolin
- Cheng Kun
- Choudhury Ahana Roy
- Chylla Roger
- Clérigues Albert
- Colen Rivka
- Colleman Steven
- Colmeiro Ramiro German Rodriguez
- Combalia Marc
- Costa Anthony
- Crimi Alessandro
- Cui Xiaomeng
- Dai Lutao
- Dai Zhenzhen
- Davatzikos Christos
- Daza Laura Alexandra
- Deutsch Eric
- Ding Changxing
- Dong Chao
- Dong Shidu
- Dudzik Wojciech
- Eaton-Rosen Zach
- Egan Gary
- Escudero Guilherme
- Estienne Théo
- Everson Richard
- Fabrizio Jonathan
- Fan Yong
- Fang Longwei
- Farahani Keyvan
- Fathallah-Shaykh Hassan
- Feng Xue
- Ferrante Enzo
- Fidon Lucas
- Fischer Martin
- French Andrew P
- Freymann John
- Fridman Naomi
- Fu Huan
- Fuentes David
- Gao Yaozong
- Gates Evan
- Gering David
- Gerstner Elizabeth
- Gholami Amir
- Gierke Willi
- Glocker Ben
- Gong Mingming
- González-Villá Sandra
- Grosges T
- Guan Yuanfang
- Guo Sheng
- Gupta Sudeep
- Ha Sung Min
- Han Il Song
- Han Woo-Sup
- Harmuth Konstantin
- He Huiguang
- Hernández-Sabaté Aura
- Herrmann Evelyn
- Himthani Naveen
- Hsu Cheyu
- Hsu Winston
- Hu Xiaobin
- Hu Xiaojun
- Hu Yan
- Hu Yifan
- Hua Rui
- Huang Teng-Yi
- Huang Weilin
- Huffel Sabine Van
- Huo Quan
- Iftekharuddin Khan M
- Isensee Fabian
- Islam Mobarakol
- Jackson Aaron S
- Jakab Andras
- Jambawalikar Sachin R
- Jesson Andrew
- Jian Weijian
- Jin Peter
- Jose V Jeya Maria
- Jungo Alain
- Kainz B
- Kalpathy-Cramer Jayashree
- Kamnitsas Konstantinos
- Kao Po-Yu
- Karnawat Ayush
- Kellermeier Thomas
- Kermi Adel
- Keutzer Kurt
- Khadir Mohamed Tarek
- Khened Mahendra
- Kickingereder Philipp
- Kim Geena
- King Nik
- Kirby Justin
- Kirschke Jan
- Knapp Haley
- Knecht Urspeter
- Kohli Lisa
- Kong Deren
- Kong Xiangmao
- Koppers Simon
- Kori Avinash
- Kotrotsou Aikaterini
- Krishnamurthi Ganapathy
- Krivov Egor
- Kumar Piyush
- Kushibar Kaisar
- Kwon Dongjin
- Lachinov Dmitrii
- Lambrou Tryphon
- Lamontagne Pamela
- Lee Chengen
- Lee Joon
- Lee M
- Lee Yuehchou
- Leemput Koen van
- Lefkovits Laszlo
- Lefkovits Szidonia
- Levitt James
- Li Heng
- Li Hongwei
- Li Hongyang
- Li Tengfei
- Li Wenqi
- Li Wenqi
- Li Xiaochuan
- Li XiaoGang
- Li Xiaoyu
- Li Yuexiang
- Li Zeju
- Li Zhenye
- Lin Fengming
- Lin Zheng-Shen
- Lio Pietro
- Lipkova Jana
- Liu Boqiang
- Liu Chang
- Liu Ju
- Liu Luyan
- Liu Mingyuan
- Liu Xiang
- Llado Xavier
- Lopez Marc Moreno
- Lorenzo Pablo Ribalta
- Lu Zhentai
- Luo Lin
- Luo Zhigang
- Ma Jun
- Ma Kai
- Mackie Thomas
- Madabushi Anant
- Mahajan Abhishek
- Mahmoudi Issam
- Maier-Hein Klaus H
- Maji Pradipta
- Mammen CP
- Mang Andreas
- Manjunath BS
- Marcinkiewicz Michal
- Marcus Daniel
- McDonagh S
- McKenna Stephen
- McKinley Richard
- Mehl Miriam
- Mehta Raghav
- Mehta Sachin
- Meier Raphael
- Meinel Christoph
- Menze Bjoern
- Merhof Dorit
- Meyer Craig
- Milchenko Mikhail
- Miller Robert
- Mitra Sushmita
- Moiyadi Aliasgar
- Molina-Garcia David
- Monteiro Miguel AB
- Mrukwa Grzegorz
- Myronenko Andriy
- Nalepa Jakub
- Nazeri Arash
- Ngo Thuyen
- Nie Dong
- Ning Holly
- Niu Chen
- Nuechterlein Nicholas K
- Oermann Eric
- Oliveira Arlindo
- Oliveira Diego DC
- Oliver Arnau
- Osman Alexander FI
- Ou Yu-Nian
- Ourselin Sebastien
- Paragios Nikos
- Park Moo Sung
- Paschke Brad
- Pauloski J Gregory
- Pawar Kamlesh
- Pawlowski Nick
- Pei Linmin
- Peng Suting
- Pereira Silvio M
- Perez-Beteta Julian
- Perez-Garcia Victor M
- Pezold Simon
- Pham Bao
- Phophalia Ashish
- Piella Gemma
- Pillai GN
- Piraud Marie
- Pisov Maxim
- Popli Anmol
- Pound Michael P
- Pourreza Reza
- Pranjal B
- Prasanna Prateek
- Prastawa Marcel
- Pridmore Tony P
- Prkovska Vesna
- Puch Santi
- Puybareau Élodie
- Qian Buyue
- Qiao Xu
- Rajchl Martin
- Rane Swapnil
- Rebsamen Michael
- Rempfler Markus
- Ren Hongliang
- Ren Xuhua
- Revanuru Karthik
- Reyes Mauricio
- Rezaei Mina
- Rippel Oliver
- Rivera Luis Carlos
- Robert Charlotte
- Rosen Bruce
- Rozycki Martin
- Rueckert Daniel
- Safwan Mohammed
- Salem Mostafa
- Salvi Joaquim
- Sanchez Irina
- Santos Heitor M
- Sartor Emmett
- Schellingerhout Dawid
- Scheufele Klaudius
- Scott Matthew R
- Scussel Artur A
- Sedlar Sara
- Serrano-Rubio Juan Pablo
- Shah N Jon
- Shah Nameetha
- Shaikh Mazhar
- Shankar B Uma
- Shboul Zeina
- Shen Dinggang
- Shen Haipeng
- Shen Haocheng
- Shen Linlin
- Shenoy Varun
- Shi Feng
- Shin Hyung Eun
- Shinohara Russell Takeshi
- Shu Hai
- Sima Diana
- Sinclair M
- Smedby Orjan
- Snyder James M
- Soltaninejad Mohammadreza
- Song Guidong
- Soni Mehul
- Stawiaski Jean
- Subramanian Shashank
- Sun Guoxia
- Sun Jiawei
- Sun Kay
- Sun Li
- Sun Roger
- Sun Shuang
- Sun Yu
- Suter Yannick R
- Szilagyi Laszlo
- Sánchez Irina
- Talbar Sanjay
- Tao Dacheng
- Tao Dacheng
- Teng Zhongzhao
- Thakur Meenakshi H
- Thakur Siddhesh
- Tharakan Sameer
- Tiwari Pallavi
- Tochon Guillaume
- Tran Tuan
- Tsai Yuhsiang M
- Tseng Kuan-Lun
- Tuan Tran Anh
- Turlapov Vadim
- Tustison Nicholas
- Vakalopoulou Maria
- Valverde Sergi
- Vanguri Rami
- Vasiliev Evgeny
- Ventura Jonathan
- Vera Luis
- Vercauteren Tom
- Verrastro CA
- Vidyaratne Lasitha
- Vilaplana Veronica
- Vivek HV
- Vivekanandan Ajeet
- Wang Chiatse J
- Wang Chunliang
- Wang Duo
- Wang Guotai
- Wang Guotai
- Wang Qian
- Wang Ruixuan
- Wang Weichung
- Wang Yuanyuan
- Weber Marc-Andre
- Wen Ning
- Wen Xin
- Weninger Leon
- Wick Wolfgang
- Wiest Roland
- Wiestler Benedikt
- Wu Qiang
- Wu Shaocheng
- Wu Yihong
- Xia Yong
- Xu Peiyuan
- Xu Xiaowen
- Xu Yanwu
- Yang Guang
- Yang Hao-Yu
- Yang Haojin
- Yang Junlin
- Yang Tsai-Ling
- Yang Xiaoping
- Yao Hongdou
- Ye Xujiong
- Yin Changchang
- Young-Moxon Brett
- Yu Jinhua
- Yue Xiangyu
- Zhang Angela
- Zhang Jianguo
- Zhang Kun
- Zhang Lei
- Zhang Lichi
- Zhang Songtao
- Zhang Tianhao
- Zhang Xiang
- Zhang Xiaoyue
- Zhang Xuejie
- Zhang Yazhuo
- Zhao Liang
- Zhao Sicheng
- Zhao Xiaomei
- Zhao Yu
- Zheng Yefeng
- Zhong Liming
- Zhou Chenhong
- Zhou Fan
- Zhou Xiaobing
- Zhu Hongtu
- Zhu Jin
- Zhuge Ying
- Zong Weiwei
- Publication venue
- Publication date
- 13/04/2019
- Field of study
Gliomas are the most common primary brain malignancies, with different
degrees of aggressiveness, variable prognosis and various heterogeneous
histologic sub-regions, i.e., peritumoral edematous/invaded tissue, necrotic
core, active and non-enhancing core. This intrinsic heterogeneity is also
portrayed in their radio-phenotype, as their sub-regions are depicted by
varying intensity profiles disseminated across multi-parametric magnetic
resonance imaging (mpMRI) scans, reflecting varying biological properties.
Their heterogeneous shape, extent, and location are some of the factors that
make these tumors difficult to resect, and in some cases inoperable. The amount
of resected tumor is a factor also considered in longitudinal scans, when
evaluating the apparent tumor for potential diagnosis of progression.
Furthermore, there is mounting evidence that accurate segmentation of the
various tumor sub-regions can offer the basis for quantitative image analysis
towards prediction of patient overall survival. This study assesses the
state-of-the-art machine learning (ML) methods used for brain tumor image
analysis in mpMRI scans, during the last seven instances of the International
Brain Tumor Segmentation (BraTS) challenge, i.e., 2012-2018. Specifically, we
focus on i) evaluating segmentations of the various glioma sub-regions in
pre-operative mpMRI scans, ii) assessing potential tumor progression by virtue
of longitudinal growth of tumor sub-regions, beyond use of the RECIST/RANO
criteria, and iii) predicting the overall survival from pre-operative mpMRI
scans of patients that underwent gross total resection. Finally, we investigate
the challenge of identifying the best ML algorithms for each of these tasks,
considering that apart from being diverse on each instance of the challenge,
the multi-institutional mpMRI BraTS dataset has also been a continuously
evolving/growing dataset
Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
- Author
- Acharya Gagan
- Agarwal Manu
- Alam Mahbubul
- Alberts Esther
- Albiol Alberto
- Albiol Antonio
- Albiol Francisco J
- Alex Varghese
- Allinson Nigel
- Amorim Pedro HA
- Amrutkar Abhijit
- Anand Ganesh
- Andermatt Simon
- Arbel Tal
- Arbelaez Pablo
- Avery Aaron
- Azmat Muneeza
- Bai W
- Baid Ujjwal
- Bakas Spyridon
- Banerjee Subhashis
- Barth Bill
- Batchelder Thomas
- Batmanghelich Kayhan
- Battistella Enzo
- Bauer Stefan
- Beers Andrew
- Belyaev Mikhail
- Bendszus Martin
- Benson Eze
- Berger Christoph
- Bernal Jose
- Bharath Halandur Nagaraja
- Bilello Michel
- Biros George
- Bisdas Sotirios
- Brown James
- Cabezas Mariano
- Cao Shilei
- Cardoso Jorge M
- Carver Eric N
- Casamitjana AdriÃ
- Castillo Laura Silvana
- Cattin Philippe
- Catà Marcel
- Cerigues Albert
- Chagas Vinicius S
- Chandra Siddhartha
- Chang Ken
- Chang Shiyu
- Chang Yi-Ju
- Chazalon Joseph
- Chen Jefferson W
- Chen Shengcong
- Chen Wei
- Chen Zhaolin
- Cheng Kun
- Choudhury Ahana Roy
- Chylla Roger
- Clérigues Albert
- Colen Rivka
- Colleman Steven
- Colmeiro Ramiro German Rodriguez
- Combalia Marc
- Costa Anthony
- Crimi Alessandro
- Cui Xiaomeng
- Dai Lutao
- Dai Zhenzhen
- Davatzikos Christos
- Daza Laura Alexandra
- Deutsch Eric
- Ding Changxing
- Dong Chao
- Dong Shidu
- Dudzik Wojciech
- Eaton-Rosen Zach
- Egan Gary
- Escudero Guilherme
- Estienne Théo
- Everson Richard
- Fabrizio Jonathan
- Fan Yong
- Fang Longwei
- Farahani Keyvan
- Fathallah-Shaykh Hassan
- Feng Xue
- Ferrante Enzo
- Fidon Lucas
- Fischer Martin
- French Andrew P
- Freymann John
- Fridman Naomi
- Fu Huan
- Fuentes David
- Gao Yaozong
- Gates Evan
- Gering David
- Gerstner Elizabeth
- Gholami Amir
- Gierke Willi
- Glocker Ben
- Gong Mingming
- González-Villá Sandra
- Grosges T
- Guan Yuanfang
- Guo Sheng
- Gupta Sudeep
- Ha Sung Min
- Han Il Song
- Han Woo-Sup
- Harmuth Konstantin
- He Huiguang
- Hernández-Sabaté Aura
- Herrmann Evelyn
- Himthani Naveen
- Hsu Cheyu
- Hsu Winston
- Hu Xiaobin
- Hu Xiaojun
- Hu Yan
- Hu Yifan
- Hua Rui
- Huang Teng-Yi
- Huang Weilin
- Huffel Sabine Van
- Huo Quan
- Iftekharuddin Khan M
- Isensee Fabian
- Islam Mobarakol
- Jackson Aaron S
- Jakab Andras
- Jambawalikar Sachin R
- Jesson Andrew
- Jian Weijian
- Jin Peter
- Jose V Jeya Maria
- Jungo Alain
- Kainz B
- Kalpathy-Cramer Jayashree
- Kamnitsas Konstantinos
- Kao Po-Yu
- Karnawat Ayush
- Kellermeier Thomas
- Kermi Adel
- Keutzer Kurt
- Khadir Mohamed Tarek
- Khened Mahendra
- Kickingereder Philipp
- Kim Geena
- King Nik
- Kirby Justin
- Kirschke Jan
- Knapp Haley
- Knecht Urspeter
- Kohli Lisa
- Kong Deren
- Kong Xiangmao
- Koppers Simon
- Kori Avinash
- Kotrotsou Aikaterini
- Krishnamurthi Ganapathy
- Krivov Egor
- Kumar Piyush
- Kushibar Kaisar
- Kwon Dongjin
- Lachinov Dmitrii
- Lambrou Tryphon
- Lamontagne Pamela
- Lee Chengen
- Lee Joon
- Lee M
- Lee Yuehchou
- Leemput Koen van
- Lefkovits Laszlo
- Lefkovits Szidonia
- Levitt James
- Li Heng
- Li Hongwei
- Li Hongyang
- Li Tengfei
- Li Wenqi
- Li Wenqi
- Li Xiaochuan
- Li XiaoGang
- Li Xiaoyu
- Li Yuexiang
- Li Zeju
- Li Zhenye
- Lin Fengming
- Lin Zheng-Shen
- Lio Pietro
- Lipkova Jana
- Liu Boqiang
- Liu Chang
- Liu Ju
- Liu Luyan
- Liu Mingyuan
- Liu Xiang
- Llado Xavier
- Lopez Marc Moreno
- Lorenzo Pablo Ribalta
- Lu Zhentai
- Luo Lin
- Luo Zhigang
- Ma Jun
- Ma Kai
- Mackie Thomas
- Madabushi Anant
- Mahajan Abhishek
- Mahmoudi Issam
- Maier-Hein Klaus H
- Maji Pradipta
- Mammen CP
- Mang Andreas
- Manjunath BS
- Marcinkiewicz Michal
- Marcus Daniel
- McDonagh S
- McKenna Stephen
- McKinley Richard
- Mehl Miriam
- Mehta Raghav
- Mehta Sachin
- Meier Raphael
- Meinel Christoph
- Menze Bjoern
- Merhof Dorit
- Meyer Craig
- Milchenko Mikhail
- Miller Robert
- Mitra Sushmita
- Moiyadi Aliasgar
- Molina-Garcia David
- Monteiro Miguel AB
- Mrukwa Grzegorz
- Myronenko Andriy
- Nalepa Jakub
- Nazeri Arash
- Ngo Thuyen
- Nie Dong
- Ning Holly
- Niu Chen
- Nuechterlein Nicholas K
- Oermann Eric
- Oliveira Arlindo
- Oliveira Diego DC
- Oliver Arnau
- Osman Alexander FI
- Ou Yu-Nian
- Ourselin Sebastien
- Paragios Nikos
- Park Moo Sung
- Paschke Brad
- Pauloski J Gregory
- Pawar Kamlesh
- Pawlowski Nick
- Pei Linmin
- Peng Suting
- Pereira Silvio M
- Perez-Beteta Julian
- Perez-Garcia Victor M
- Pezold Simon
- Pham Bao
- Phophalia Ashish
- Piella Gemma
- Pillai GN
- Piraud Marie
- Pisov Maxim
- Popli Anmol
- Pound Michael P
- Pourreza Reza
- Pranjal B
- Prasanna Prateek
- Prastawa Marcel
- Pridmore Tony P
- Prkovska Vesna
- Puch Santi
- Puybareau Élodie
- Qian Buyue
- Qiao Xu
- Rajchl Martin
- Rane Swapnil
- Rebsamen Michael
- Rempfler Markus
- Ren Hongliang
- Ren Xuhua
- Revanuru Karthik
- Reyes Mauricio
- Rezaei Mina
- Rippel Oliver
- Rivera Luis Carlos
- Robert Charlotte
- Rosen Bruce
- Rozycki Martin
- Rueckert Daniel
- Safwan Mohammed
- Salem Mostafa
- Salvi Joaquim
- Sanchez Irina
- Santos Heitor M
- Sartor Emmett
- Schellingerhout Dawid
- Scheufele Klaudius
- Scott Matthew R
- Scussel Artur A
- Sedlar Sara
- Serrano-Rubio Juan Pablo
- Shah N Jon
- Shah Nameetha
- Shaikh Mazhar
- Shankar B Uma
- Shboul Zeina
- Shen Dinggang
- Shen Haipeng
- Shen Haocheng
- Shen Linlin
- Shenoy Varun
- Shi Feng
- Shin Hyung Eun
- Shinohara Russell Takeshi
- Shu Hai
- Sima Diana
- Sinclair M
- Smedby Orjan
- Snyder James M
- Soltaninejad Mohammadreza
- Song Guidong
- Soni Mehul
- Stawiaski Jean
- Subramanian Shashank
- Sun Guoxia
- Sun Jiawei
- Sun Kay
- Sun Li
- Sun Roger
- Sun Shuang
- Sun Yu
- Suter Yannick R
- Szilagyi Laszlo
- Sánchez Irina
- Talbar Sanjay
- Tao Dacheng
- Tao Dacheng
- Teng Zhongzhao
- Thakur Meenakshi H
- Thakur Siddhesh
- Tharakan Sameer
- Tiwari Pallavi
- Tochon Guillaume
- Tran Tuan
- Tsai Yuhsiang M
- Tseng Kuan-Lun
- Tuan Tran Anh
- Turlapov Vadim
- Tustison Nicholas
- Vakalopoulou Maria
- Valverde Sergi
- Vanguri Rami
- Vasiliev Evgeny
- Ventura Jonathan
- Vera Luis
- Vercauteren Tom
- Verrastro CA
- Vidyaratne Lasitha
- Vilaplana Veronica
- Vivek HV
- Vivekanandan Ajeet
- Wang Chiatse J
- Wang Chunliang
- Wang Duo
- Wang Guotai
- Wang Guotai
- Wang Qian
- Wang Ruixuan
- Wang Weichung
- Wang Yuanyuan
- Weber Marc-Andre
- Wen Ning
- Wen Xin
- Weninger Leon
- Wick Wolfgang
- Wiest Roland
- Wiestler Benedikt
- Wu Qiang
- Wu Shaocheng
- Wu Yihong
- Xia Yong
- Xu Peiyuan
- Xu Xiaowen
- Xu Yanwu
- Yang Guang
- Yang Hao-Yu
- Yang Haojin
- Yang Junlin
- Yang Tsai-Ling
- Yang Xiaoping
- Yao Hongdou
- Ye Xujiong
- Yin Changchang
- Young-Moxon Brett
- Yu Jinhua
- Yue Xiangyu
- Zhang Angela
- Zhang Jianguo
- Zhang Kun
- Zhang Lei
- Zhang Lichi
- Zhang Songtao
- Zhang Tianhao
- Zhang Xiang
- Zhang Xiaoyue
- Zhang Xuejie
- Zhang Yazhuo
- Zhao Liang
- Zhao Sicheng
- Zhao Xiaomei
- Zhao Yu
- Zheng Yefeng
- Zhong Liming
- Zhou Chenhong
- Zhou Fan
- Zhou Xiaobing
- Zhu Hongtu
- Zhu Jin
- Zhuge Ying
- Zong Weiwei
- Publication venue
- Publication date
- 05/11/2018
- Field of study
Gliomas are the most common primary brain malignancies, with different
degrees of aggressiveness, variable prognosis and various heterogeneous
histologic sub-regions, i.e., peritumoral edematous/invaded tissue, necrotic
core, active and non-enhancing core. This intrinsic heterogeneity is also
portrayed in their radio-phenotype, as their sub-regions are depicted by
varying intensity profiles disseminated across multi-parametric magnetic
resonance imaging (mpMRI) scans, reflecting varying biological properties.
Their heterogeneous shape, extent, and location are some of the factors that
make these tumors difficult to resect, and in some cases inoperable. The amount
of resected tumor is a factor also considered in longitudinal scans, when
evaluating the apparent tumor for potential diagnosis of progression.
Furthermore, there is mounting evidence that accurate segmentation of the
various tumor sub-regions can offer the basis for quantitative image analysis
towards prediction of patient overall survival. This study assesses the
state-of-the-art machine learning (ML) methods used for brain tumor image
analysis in mpMRI scans, during the last seven instances of the International
Brain Tumor Segmentation (BraTS) challenge, i.e., 2012-2018. Specifically, we
focus on i) evaluating segmentations of the various glioma sub-regions in
pre-operative mpMRI scans, ii) assessing potential tumor progression by virtue
of longitudinal growth of tumor sub-regions, beyond use of the RECIST/RANO
criteria, and iii) predicting the overall survival from pre-operative mpMRI
scans of patients that underwent gross total resection. Finally, we investigate
the challenge of identifying the best ML algorithms for each of these tasks,
considering that apart from being diverse on each instance of the challenge,
the multi-institutional mpMRI BraTS dataset has also been a continuously
evolving/growing dataset
Recommended from our members
31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): part one: National Harbor, MD, USA. 9-13 November 2016
- Author
- Aarts Craig
- Abdallah Rehab
- Abdul-Alim Siddiq
- Abolhalaj Milad
- Abtin Fereidoun
- Acheson Anupama
- Acquavella Nicolas
- Adams Gregory P.
- Adams Katherine
- Adams Sharon
- Adamus Tomasz
- Adekandi Madhukara
- Adurthi Sreenivas
- Adusumilli Prasad S.
- Aeffner Famke
- Afentoulis Michael
- Ager Casey
- Aggouraki Despoina
- Agrawal Rajendra
- Agrawal Sudhir
- Agrawal Swati
- Ahlers Christoph Matthias
- Ahmed Nabil
- Ahn Myung Ju
- Ahr Katya
- Ai Midan
- Aiba Rachida-Siham Bel
- Aisner Joseph
- Albertini Mark R.
- Albiges Laurence
- Albright Andrew
- Algazi Alain
- Ali Siraj
- Alicea Candido
- Allen Natalie
- Allersdorfer Andrea
- Alva Ajjai
- Amado Rafael
- Amaria Rodabe
- Ameratunga Malaka
- Amin Asim
- Amor Amira Ben
- Amrhein John
- Anagnostou Valsamo
- Andersen Rikke
- André Thierry
- Andtbacka Robert H. I.
- Angela Omilian
- Angell Helen K.
- Annels Nicola
- Annunziata Christina M.
- Ansa-Addo Ephraim A
- Ansari Tameem
- Antilla Marjukka
- Antonarakis Emmanuel S.
- Aoki Rhonda
- Armand Philippe
- Armstrong Adam
- Arora Kshitij
- Arreaza Gladys
- Ascierto Paolo A.
- Ashworth-Sharpe Julia
- Askmyr David
- Asmellash Senait
- Assadipour Yasmine
- Assenmacher Mario
- Athelogou Maria
- Atkins Michael B.
- Attaf Meriem
- Au Gough
- Au-Young Janice
- Avery Kendra N.
- Ayers Mark
- Azimi Vahid
- Aznar M. Angela
- Backert Linus
- Backes Floor J.
- Bagg Eleanor A. L.
- Bahjat Keith
- Bajorin Dean
- Bakker Lex
- Balakumaran Arun
- Ballesteros-Merino Carmen
- Bander Neil
- Bang Yung-Jue
- Bannerji Rajat
- Baratelli Felicita E.
- Barbee Susannah D.
- Barlesi Fabrice
- Barrett Carl
- Barrett David
- Barth Carola
- Bartkowiak Todd
- Bartlett Nancy
- Basher Fahmin
- Bassett Roland
- Basu Samik
- Bath Natalie
- Batista Luciana
- Bauer Todd
- Bauer Todd M.
- Bauer Todd W.
- Baughman Jan E.
- Bayle J. Henri
- Baylin Stephen
- Beechem Joseph
- Beeson Craig
- Bellmunt Joaquim
- Bellovin David I.
- Beltran Nancy
- Bendell Johanna
- Bender James
- Bennett Alan D.
- Bennett Mark K.
- Bergamaschi Cristina
- Berger Frank
- Berger Sven
- Bergeron Derek
- Berglund Anders
- Berglund Sofia
- Bernatchez Chantale
- Bernett Matthew J.
- Bernstein Donna
- Bessell Catherine A.
- Betts Gareth
- Beyer Sophie
- Bhanot Gyan
- Bhardwaj Nina
- Bhardwaj Rukmini
- Bhatia Shailender
- Bhaumik Srabani
- Bianchi Valentina
- Bielamowicz Kevin
- Bieniarz Christopher
- Bifulco Carlo
- Billingsley James M.
- Binder-Scholl Gwendolyn
- Binnig Gerd
- Birditt Brian
- Bivalacqua Trinity J.
- Black Joshua C.
- Black Mary
- Blacklock Hilary
- Blackmon Shauna
- Blaskovich Michelle A.
- Blazar Bruce R.
- Blitzer Grace
- Bonzon Christine
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- Borges Luis
- Borkar Rohan N.
- Bornschlegl Svetlana
- Bosch Marnix
- Bose Nandita
- Bossen Bolette
- Bot Adrian
- Botti Gerardo
- Boudadi Karim
- Boussiotis Vassiliki A.
- Brahmer Julie
- Bramson Jonathan
- Brenner Malcolm K.
- Brett Sara
- Brevard Julie
- Brewer Joanna
- Brieu Nicolas
- Brisson Ryan
- Brody Joshua
- Brunazzi Erin
- Bruno Tullia C.
- Bryant Bonita
- Bshara Wiam
- Bu Xia
- Buchner Alexander
- Bucsek Mark
- Budhani Pratha
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- Burger Michael C.
- Burgess Melissa
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- Burk Chad
- Butterfield Lisa H.
- Byrd David
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- Campbell Mary
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- Canter Robert J.
- Cao Alexander
- Carmichael Lakeesha
- Caron Christine
- Carpentier Sabrina
- Carpio Cecilia
- Carretero-Iglesia Laura
- Carvajal-Hausdorf Daniel
- Caspell Richard
- Caux Christophe
- Cecchi Fabiola
- Celis Esteban
- Cerkovnik Logan
- Cervera-Carrascón VÃctor
- Chacon Jessica
- Chagin Karen
- Chakraborty Paramita
- Champagne Monique
- Chan Anthony T. C.
- Chan Nancy
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- Chandrasekhar Talapaneni
- Chang Peter
- Chang Serena
- Chao Mark
- Chatterjee Shilpak
- Chaudhri Apoorvi
- Cheever Martin
- Chen Amanda
- Chen Hui
- Chen Jie Qing
- Chen Lawrence
- Chen Lieping
- Chen Mei
- Chen Mingyi
- Chen Shuming
- Chen Xiufen
- Cheng Jonathan
- Cheng Zhi-jie Jey
- Chikina Maria
- Chin Renee
- Chinnasamy Harshini
- Chlosta Sabine
- Choi Minsig
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- Christian Beth
- Chu Liz
- Chu Seung
- Chunduru Srinivas
- Clark Joseph I.
- Clayburgh Daniel R.
- Clement Amanda
- Clements Erin
- Cohen Lewis
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- Colevas A Dimitrios
- Collins Jennifer
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- Copeland Larry
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- Cordes Lisa
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- Crabill George
- Cristescu Razvan
- Crocker Andrea
- Cui Weiguo
- Culp William
- Cumberbatch Kerwin
- Curran Michael
- Curti Brendan
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- Daenthanasanmak Anusara
- Dai Zhimin
- Damare Sherri
- Dammassa Ernesta
- Danaher Patrick
- Danforth David
- Daud Adil
- Davar Diwakar
- Davenport Anna
- David Larry
- Davies Bronwyn
- Davies Michael A.
- Davis Tom
- De Bono Johann
- De Macedo Mariana Petaccia
- de Oliveira Moacyr Ribeiro
- De Santis Maria
- de Wit Ronald
- Deacon Donna H.
- Deeds Michael
- Del Pilar Estevez Diz Maria
- Delcommenne Marc
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- DeRenzo Christopher
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- Deshpande Amit
- Deshpande Vikram
- Desjarlais John
- Deveraux Quinn
- DeVito Anna Marie
- Devlin Sean
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- di Pietro Alessandra
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- Dietz Allan B.
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- Dougherty Janna
- Downing Sean
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- Drake Charles G.
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- Drechsel Katharina
- Dreicer Robert
- Dubay Christopher
- Dubey Aparajita
- Dubinett Steven M.
- Dubois Sigrid
- Duhen Rebekka
- Duhen Thomas
- Dummer Reinhard
- Dunaway Dwayne
- Duncan Brynn
- Dundr Pavel
- Duong MyLinh
- Dutour Aurélie
- Dyson Gregory
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- Early Brandon
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- Fakhrejahani Farhad
- Falchook Gerald
- Fan Aaron
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- Fisher George A.
- Fling Steven
- Flint Paul W.
- Forrest-Hay Alex
- Fosco Dominick
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- Fousek Kristen
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- Gilden Julia
- Gill Saar
- Gillies Stephen D.
- Giralt Sergio
- Giri Rajanish
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- Glitza Isabella
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- Goel Sanjay
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- Goldinger Simone
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- Gorden Keith
- Gormley Michael
- Gottschalk Stephen
- Govindappa Nagaraja
- Gowda Nagaraj
- Gowda Nagesh
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- Gregory Gareth
- Greiff Lennart
- Grilley-Olson Juneko E.
- Grimaldi Antonio
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- James Marihella
- Jandus Camilla
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- Page David
- Pagès Franck
- Pal Sumanta
- Pamer Eric
- Pan Fan
- Panda Anshuman
- Pandha Hardev
- Pandite Lini
- Pankov Alex
- Papadopoulos Kyriakos P.
- Pardoll Drew
- Paria Biman
- Parihar Robin
- Park Emily
- Park Jiwon
- Park Johanna
- Parney Ian F.
- Parviainen Suvi
- Pasetto Anna
- Patel Sapna P.
- Patnaik Amita
- Patsoukis Nikolaos
- Patterson James W.
- Paulos Chrystal
- Pavlakis George
- Pavlick Anna C.
- Payabyab Eden
- Pedersen Magnus
- Pegram Mark D.
- Peled Jonathan
- Pelletier Sandy
- Perales Miguel
- Perez-Garcia Arianne
- Perini Rodolfo
- Periyasamy Sankar
- Perlewitz Kelly
- Pestic-Dragovich Lidija
- Petersen Christopher
- Petersen Michael Mørk
- Peterson Tim
- Petroni Gina
- Petruzelka Lubos
- Pfeil Jacob
- Pham Hung
- Piha-Paul Sarina A.
- Pilon-Thomas Shari
- Pinzon-Ortiz Maria
- Piperdi Bilal
- Plimack Elizabeth
- Poehlein Christian
- Poggionovo Cécile
- Polaske Nathan
- Polesso Fanny
- Poplin Elizabeth
- Poplonski Tomasz
- Postow Michael
- Powderly John
- Powell Daniel J.
- Powles Thomas
- Pratte Luke
- Prickett Todd D.
- Pritchard Theresa
- Puhlmann Markus
- Puri Raj K.
- Qi Jingjing
- Qiao Guanxi
- Qin Haiying
- Qin Yong
- Qin Zhen
- Quattrini Adriano
- Quinn David
- Rabinovich Brian
- Racolta Adriana
- Rafelson William
- Rahma Osama E.
- Raje Noopur
- Rajurkar Mihir
- Ramachandra Murali
- Ramachandra Raghuveer
- Ramachandran Indu
- Ramakrishna Venky
- Ramakrishnan Rupal
- Ranheim Erik A.
- Rao Arjun A.
- Rashid Rumana
- Rattray Rogan
- Ravindranathan Sruthi
- Razai Amir S.
- Reagan John L.
- Reckamp Karen
- Reddy Ashok
- Reddy Praveen
- Reeves Jason
- Repasky Elizabeth
- Restifo Nicholas P.
- Reu Simone
- Reuben Alex
- Ribas Antoni
- Ribrag Vincent
- Ricca Jacob
- Richards Allison
- Richards Jon
- Richman Sarah A.
- Rickel Erika
- Riddell Stanley
- Riedlinger Greg
- Riemer Joanne
- Rifkin Robert
- Rimm David
- Rina Hui
- Rini Brian I.
- Rittase William
- Rivas Charlotte
- Rivera Miguel
- Robbins Paul F.
- Robida Mark
- Robinson Matthew K.
- Rocafiguera Albert Oriol
- Roder Heinrich
- Roder Joanna
- Rodriguez Kori Porosnicu
- Rodriguez Luis Paz-Ares
- Rodriguez-Garcia Alba
- Rodriguez-Rodriguez Lorna
- RodrÃguez-Otero Paula
- Roen Diana
- Roman Kristin
- Romero Pedro
- Rong Xianhui
- Rooney Cliona M.
- Rosen Frances
- Rosenberg Steven
- Rosenberg Steven A.
- Rosenblum Michael
- Rosner Gary
- Ross Ashley
- Ross Jeffrey
- Rossi John M.
- Rothe Christine
- Royster Erica
- Rubinstein Mark
- Ruella Marco
- Rufer Nathalie
- Rush Elizabeth
- Ruzich Janet
- RÃ¥destad Emelie
- Sabado Rachel
- Sabesan Arvind
- Sachsenmeier Eliot
- Sacris Erlinda
- Sadelain Michel
- Saenger Yvonne
- Saini Manoj
- Salama Sofie
- Salazar Andres M.
- Salazar Rachel
- Salles Gilles
- Samiulla Dodheri
- San-Miguel Jesus
- Sanborn Rachel E.
- Sanchez Katherine
- Sander Cindy
- Sanderson Joseph P.
- Sandhu Shahneen
- Sandoval Juan
- Sankin Alexander
- Santiago Laurelis
- Santos João
- Sanz Laia Masvidal
- Saraf Sanatan
- Sarnaik Amod
- Sasikumar Pottayil
- Sathyanaryanan Sriram
- Saunders Tracie
- Savoldo Barbara
- Schadendorf Dirk
- Schaffer Michael E.
- Schalper Kurt
- Scharping Nicole
- Schauder David
- Schaue Dorthe
- Scheel Birgit
- Schiller Annemarie
- Schjesvold Fredrik
- Schlom Jeffrey
- Schloss Charles
- Schlosser Corinna
- Schmidinger Manuela
- Schmidt Guenter
- Schneck Jonathan
- Schoenberg Mark
- Schoenmeyer Ralf
- Scholler John
- Schreiber Taylor H.
- Schult Silke
- Schvartsman Gustavo
- Schwartz Sarit
- Schüler Julia
- Segal Neil H.
- Seiwert Tanguy
- Sellappan Shankar
- Sethuraman Jyothi
- Sewell Andrew Kelvin
- Sgourakis Nikolaos
- Sha Huizi
- Shafren Darren
- Shah Jatin
- Shah Sumit A.
- Shamsili Setareh
- Shane Olwill A.
- Shankaran Veena
- Sharfman William
- Sharma Prannda
- Sharma Sherven
- Sharon Elad
- Sharpe Alan D.
- Shaw Pamela
- Shayan Gulidanna
- Shekarian Tala
- Shen Yueh-wei
- Sher Xinwei
- Sherman Marika
- Sherry Richard
- Shestova Olga
- Shields Anthony
- Shinners Nicholas
- Shinwari Nabeegha
- Shipp Margaret
- Shortt Jake
- Shree Ankita
- Shu Jenny
- Shukla Sachet A.
- Sidhom John-William
- Siefker-Radtke Arlene
- Sievers Eric
- Signoretti Sabina
- Sikic Branimir I.
- Silk Ann
- Silk Jonathan D.
- Silski Cynthia
- Simard François
- Simpson Guy
- Sirard Cynthia
- Siurala Mikko
- Skalova Helena
- Slawin Kevin
- Slingluff Craig L.
- Small William
- Smith David C.
- Smith Sean G.
- Smolkin Mark E.
- Snzol Mario
- Sodre Andressa
- Sokol Levi
- Somerville Robert
- Sondel Paul M.
- Song James
- Song Yang
- Sonpavde Guru
- Soon-Shiong Patrick
- Sosman Jeffrey
- Spacek Jan
- Speiser Daniel E.
- Spencer Christine
- Spencer David M.
- Spires Vanessa M.
- Sprague Isaac
- Spranger Stefani
- Spreafico Anna
- Srinivasa Sreesha P.
- Srivastava Abhishek
- Staffas Anna
- Stagg John
- Stecha Pete
- Stein Mark
- Steinbach Joachim P.
- Steingrimsson Arni
- Steinmetz Sue
- Stern Joshua
- Stevanovic Sanja
- Stewart John
- Stief Christian
- Storey James
- Stramer Amanda
- Stump Julia
- Sturgill Ian
- Su Nan
- Su Paul
- Su Shu
- Subbiah Vivek
- Sudarshan Naremaddepalli
- Suh Robert
- Suisham Stacey
- Sullivan Ryan J.
- Sun Cheng
- Sun Yongming
- Sundarapandiyan Karuna
- Sundararaman Srividya
- Sundberg Berit
- Supan Dana
- Suryawanshi Satyendra
- Suzuki Akiko
- Svane Inge Marie
- Swaby Ramona F.
- Swann Suzanne
- Swanson Ryan
- Swiderski Piotr
- Szomolay Barbara
- Takimoto Chris H.
- Tan Xuemei
- Tang Lei
- Tang Shande
- Tannir Nizar M.
- Tarhini Ahmad A.
- Taur Ying
- Tawbi Hussein
- Taylor Katrina A.
- Tewari Krishnansu S.
- Teyssier Noam
- Thakur Archana
- Theiss Noah
- Thibault Guillaume
- Thomas Lawrence J.
- Thompson John
- Thompson Lucas
- Thompson Seth
- Throsby Mark
- Thyparambil Sheeno
- Tian Zhigang
- Tilman Rau T.
- Timmer John C.
- Ting David
- To Ka Fai
- Tom Warren
- Tonn Torsten
- Topalian Suzanne
- Toth Kyle
- Tran Ben
- Trebska-McGowan Kasia
- Trehu Elizabeth
- Tribble Nicholas
- Trimble Cornelia L.
- Tsai Katy
- Tsang Kwong
- Tsao Tsu-Shuen
- Tsourkas Andrew
- Tsujikawa Takahiro
- Tufman Amanda
- Tumeh Paul
- Tumeh Paul C.
- Turcotte Simon
- Tykodi Scott
- Uemura Marc
- Uger Robert
- Uhlik Mark
- Uhlin Michael
- Urba Walter
- Uribe Diana
- Vaishampayan Ulka
- Valsesia-Wittmann Sandrine
- van den Brink Marcel R. M.
- Van den Eynde Marc
- van Hoef Vincent
- van Loo Pieter Fokko
- Vandeven Natalie
- Varadarajan Navin
- Varadhachary Gauri R.
- Vasaturo Angela
- Vaske Charles
- Vasselli James
- Veerapathran Anandaraman
- Velcheti Vamsidhar
- Veninga Henrike
- Vetsika E-K
- Vignali Dario
- Villabona Lisa
- Villalobos Victor M.
- Villarroel Patricio Pérez
- Viller Natasja Nielsen
- Vitale Laura A.
- Vocka Michal
- Volkmer Jens-Peter
- Voss Martin
- Vuyyuru Raja
- Wagner Joel P.
- Wakefield Jessica
- Wakelee Heather A.
- Waldmann Anja
- Waldmann Thomas
- Wallace William D.
- Waller Edmund K.
- Walser Tonya C.
- Walsh William
- Wan Ee
- Wang Chichung
- Wang Chun-Wei
- Wang Daqing
- Wang Gerald
- Wang Hao
- Wang Judy S.
- Wang Lai
- Wang Ziming
- Wardell Seth
- Wargo Jennifer
- Warren Sarah
- Wassman Karl
- Watkins Simon
- Webb Tonya J.
- Weber James
- Weber Jeffrey
- Weber Sharon
- Webster Philippa
- Wei Ziewn
- Weidlick Jeffrey
- Weigel Tracey
- Weinberg Andrew
- Weissbrich Bianca
- Weissman Irving L.
- Wels Winfried S.
- Wennerberg Erik
- Wenthe Jessica
- Westergaard Marie Christine Wulff
- Whetstone Ryan
- White Andrew M.
- White Eileen
- Whiting Sam
- Widger Jenifer
- Wiedenmann Alexander
- Wiedermann Guy
- Wiegand Volker
- Wiener Doris
- Wigginton Jon
- William Loging
- Williams Jason B.
- Williams LaTerrica C.
- Winter Hauke
- Withers Sita
- Witjes J. Alfred
- Witt Kristina
- Wolchok Jedd D.
- Wolfson Martin
- Wondyfraw Nebiyu
- Wong Philip
- Wong Ryan
- Woodman Scott
- Woods David
- Workman Creg
- Wu Catherine J.
- Wu Haiyan
- Wu Jennifer
- Wunderlich John
- Wydro Mateusz
- Xiao Christine
- Xiao Weihua
- Xin Gang
- Xu Hui
- Xue Allen
- Yamamoto Tori
- Yanagawa Jane
- Yang James
- Yang Jason
- Yang Richard
- Yearley Jennifer
- Yee Andrew J.
- Yee Cassian
- Yehuda Dina Ben
- Yigitsoy Mehmet
- Yimer Habte
- Yonemitsu Yoshikazu
- Yoshino Takayuki
- Yu Evan Y.
- Yu Wendy
- Yu Xuezhong
- Yu Zhiya
- Yusko Erik
- Zacharakis Nikolaos
- Zaharoff David
- Zamarin Dmitriy
- Zang Xingxing
- Zanhow Cynthia
- Zappasodi Roberta
- Zarour Hassane
- Zavadova Eva
- Zehn Dietmar
- Zeng Gang
- Zeng Xue
- Zha Yuanyuan
- Zhang Bingqing
- Zhang Congcong
- Zhang Hongjun
- Zhang Hua
- Zhang Hui
- Zhang Jian
- Zhang Jinyu
- Zhang Liping
- Zhang Maggie
- Zhang Wenjun
- Zhang Xiaonan
- Zhang Yayan
- Zhao Fei
- Zhao Xingli
- Zhao Zeguo
- Zhong Shi
- Zhu Baogong
- Zhu Cheng
- Zhu Yifei
- Zi Tong
- Zimarino Carlo
- Zinzani Pier Luigi
- Zoon Kathryn C.
- Zuleger Cindy
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 03/01/2017
- Field of study
31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): part one
- Author
- Aarts Craig
- Abdallah Rehab
- Abdul-Alim Siddiq
- Abolhalaj Milad
- Abtin Fereidoun
- Acheson Anupama
- Acquavella Nicolas
- Adams Gregory P
- Adams Katherine
- Adams Sharon
- Adamus Tomasz
- Adekandi Madhukara
- Adurthi Sreenivas
- Adusumilli Prasad S
- Aeffner Famke
- Afentoulis Michael
- Ager Casey
- Aggouraki Despoina
- Agrawal Rajendra
- Agrawal Sudhir
- Agrawal Swati
- Ahlers Christoph M
- Ahmed Nabil
- Ahn Myung J
- Ahr Katya
- Ai Midan
- Aiba Rachida-Siham B
- Aisner Joseph
- Albertini Mark R
- Albertini Mark R
- Albiges Laurence
- Albright Andrew
- Albright Andrew
- Algazi Alain
- Ali Siraj
- Alicea Candido
- Allen Natalie
- Allersdorfer Andrea
- Alva Ajjai
- Amado Rafael
- Amaria Rodabe
- Ameratunga Malaka
- Amin Asim
- Amor Amira B
- Amrhein John
- Anagnostou Valsamo
- Andersen Rikke
- Andersen Rikke
- André Thierry
- Andtbacka Robert H I
- Angela Omilian
- Angell Helen K
- Annels Nicola
- Annunziata Christina M
- Ansa-Addo Ephraim A
- Ansari Tameem
- Antilla Marjukka
- Antonarakis Emmanuel S
- Antonarakis Emmanuel S
- Aoki Rhonda
- Armand Philippe
- Armand Philippe
- Armstrong Adam
- Arora Kshitij
- Arreaza Gladys
- Ascierto Paolo A
- Ashworth-Sharpe Julia
- Askmyr David
- Asmellash Senait
- Assadipour Yasmine
- Assenmacher Mario
- Athelogou Maria
- Atkins Michael B
- Atkins Michael B
- Atkins Michael B
- Attaf Meriem
- Au Gough
- Au-Young Janice
- Avery Kendra N
- Avery Kendra N
- Ayers Mark
- Ayers Mark
- Ayers Mark
- Azimi Vahid
- Aznar M. A
- Backert Linus
- Backes Floor J
- Bagg Eleanor A L
- Bahjat Keith
- Bajorin Dean
- Bakker Lex
- Balakumaran Arun
- Balakumaran Arun
- Balakumaran Arun
- Ballesteros-Merino Carmen
- Ballesteros-Merino Carmen
- Ballesteros-Merino Carmen
- Bander Neil
- Bang Yung-Jue
- Bannerji Rajat
- Baratelli Felicita E
- Barbee Susannah D
- Barlesi Fabrice
- Barrett Carl
- Barrett David
- Barth Carola
- Bartkowiak Todd
- Bartlett Nancy
- Basher Fahmin
- Bassett Roland
- Bassett Roland
- Basu Samik
- Bath Natalie
- Batista Luciana
- Bauer Todd
- Bauer Todd M
- Bauer Todd W
- Baughman Jan E
- Bayle J. H
- Baylin Stephen
- Beechem Joseph
- Beechem Joseph
- Beechem Joseph
- Beeson Craig
- Bellmunt Joaquim
- Bellmunt Joaquim
- Bellovin David I
- Beltran Nancy
- Bendell Johanna
- Bender James
- Bender James
- Bender James
- Bennett Alan D
- Bennett Mark K
- Bergamaschi Cristina
- Berger Frank
- Berger Sven
- Bergeron Derek
- Berglund Anders
- Berglund Sofia
- Bernatchez Chantale
- Bernett Matthew J
- Bernett Matthew J
- Bernstein Donna
- Bessell Catherine A
- Betts Gareth
- Beyer Sophie
- Bhanot Gyan
- Bhardwaj Nina
- Bhardwaj Nina
- Bhardwaj Nina
- Bhardwaj Rukmini
- Bhatia Shailender
- Bhatia Shailender
- Bhaumik Srabani
- Bianchi Valentina
- Bielamowicz Kevin
- Bieniarz Christopher
- Bifulco Carlo
- Bifulco Carlo
- Bifulco Carlo
- Bifulco Carlo
- Billingsley James M
- Binder-Scholl Gwendolyn
- Binder-Scholl Gwendolyn
- Binnig Gerd
- Birditt Brian
- Bivalacqua Trinity J
- Black Joshua C
- Black Joshua C
- Black Mary
- Blacklock Hilary
- Blackmon Shauna
- Blackmon Shauna
- Blaskovich Michelle A
- Blaskovich Michelle A
- Blaskovich Michelle A
- Blazar Bruce R
- Blitzer Grace
- Bonzon Christine
- Bonzon Christine
- Borch Troels H
- Borch Troels H
- Borges Luis
- Borkar Rohan N
- Bornschlegl Svetlana
- Bornschlegl Svetlana
- Bosch Marnix
- Bose Nandita
- Bossen Bolette
- Bot Adrian
- Botti Gerardo
- Boudadi Karim
- Boussiotis Vassiliki A
- Brahmer Julie
- Bramson Jonathan
- Bramson Jonathan
- Brenner Malcolm K
- Brett Sara
- Brevard Julie
- Brewer Joanna
- Brieu Nicolas
- Brisson Ryan
- Brody Joshua
- Brunazzi Erin
- Bruno Tullia C
- Bryant Bonita
- Bshara Wiam
- Bu Xia
- Buchner Alexander
- Bucsek Mark
- Budhani Pratha
- Bullock Timothy N
- Bullock Timothy N
- Burger Michael C
- Burgess Melissa
- Burgher Blake
- Burgher Blake
- Burk Chad
- Butterfield Lisa H
- Byrd David
- Byrd John
- Byrd Tiara
- Callahan Margaret K
- Campbell Mary
- Campbell Tracy
- Canter Robert J
- Canter Robert J
- Cao Alexander
- Carmichael Lakeesha
- Caron Christine
- Carpentier Sabrina
- Carpio Cecilia
- Carretero-Iglesia Laura
- Carvajal-Hausdorf Daniel
- Caspell Richard
- Caux Christophe
- Cecchi Fabiola
- Celis Esteban
- Cerkovnik Logan
- Cervera-Carrascón VÃctor
- Chacon Jessica
- Chagin Karen
- Chakraborty Paramita
- Champagne Monique
- Chan Anthony T C
- Chan Nancy
- Chan Timothy A
- Chandran Smita
- Chandrasekhar Talapaneni
- Chang Peter
- Chang Serena
- Chao Mark
- Chatterjee Shilpak
- Chaudhri Apoorvi
- Cheever Martin
- Chen Amanda
- Chen Hui
- Chen Jie Q
- Chen Lawrence
- Chen Lieping
- Chen Mei
- Chen Mingyi
- Chen Shuming
- Chen Xiufen
- Cheng Jonathan
- Cheng Jonathan
- Cheng Zhi-jie J
- Chikina Maria
- Chin Renee
- Chinnasamy Harshini
- Chlosta Sabine
- Chlosta Sabine
- Choi Minsig
- Choueiri Toni K
- Choueiri Toni K
- Christian Beth
- Chu Liz
- Chu Seung
- Chu Seung
- Chunduru Srinivas
- Clark Joseph I
- Clayburgh Daniel R
- Clement Amanda
- Clements Erin
- Cohen Lewis
- Cohen Zvi
- Colevas A D
- Collins Jennifer
- Colyer Duncan
- Cong Mei
- Conlin Alison
- Conlon Kevin
- Conrad Valerie
- Conroy Jeff
- Conroy Jeff
- Copeland Larry
- Copploa Domenico
- Cordes Lisa
- Cornfeld Mark
- Cortina Luis
- Coussens Lisa M
- Couto Joseph
- Coveler Andrew L
- Crabill George
- Cristescu Razvan
- Cristescu Razvan
- Crocker Andrea
- Cui Weiguo
- Culp William
- Cumberbatch Kerwin
- Curran Michael
- Curti Brendan
- Curti Brendan
- Curti Brendan
- Curti Brendan
- Dadey Rebekah
- Daenthanasanmak Anusara
- Dai Zhimin
- Damare Sherri
- Dammassa Ernesta
- Danaher Patrick
- Danaher Patrick
- Danforth David
- Daud Adil
- Davar Diwakar
- Davenport Anna
- David Larry
- Davies Bronwyn
- Davies Michael A
- Davies Michael A
- Davis Tom
- De Bono Johann
- De Macedo Mariana P
- de Oliveira Moacyr R
- De Santis Maria
- de Wit Ronald
- Deacon Donna H
- Deacon Donna H
- Deeds Michael
- Del Pilar Estevez Diz Maria
- Delcommenne Marc
- Delgoffe Greg M
- Delgoffe Greg M
- Delgoffe Greg M
- Delismon Judy
- Denisova Galina
- Dennis Lucas
- Dennis Lucas
- Deol Abhinav
- Derakhshandeh Roshanak
- DeRenzo Christopher
- Desai Jayesh
- Desai Niyati
- Deshpande Amit
- Deshpande Amit
- Deshpande Vikram
- Desjarlais John
- Desjarlais John
- Deveraux Quinn
- DeVito Anna M
- Devlin Sean
- Dey Chaitali
- Dhudashia Amit
- di Pietro Alessandra
- Diab Adi
- Diaz Luis A
- Diaz-Lagares Angel
- Dietz Allan B
- Dietz Allan B
- Ding Naiqing
- Ding Wei
- Disis Mary L
- Dobson Jason R
- Docta Roslin
- Dolstra Harry
- Dolton Garry
- Donda Alena
- Donia Marco
- Donia Marco
- Donia Marco
- Donovan Michael J
- doo Chang Young
- Doody Jacqueline
- Dotti Gianpietro
- Dougherty Janna
- Downing Sean
- Dragnev Konstanin
- Drake Charles G
- Drake Charles G
- Dranoff Glenn
- Draper Lindsey M
- Drechsel Katharina
- Dreicer Robert
- Dubay Christopher
- Dubay Christopher
- Dubey Aparajita
- Dubinett Steven M
- Dubois Sigrid
- Duhen Rebekka
- Duhen Thomas
- Dummer Reinhard
- Dunaway Dwayne
- Dunaway Dwayne
- Duncan Brynn
- Dundr Pavel
- Duong MyLinh
- Dutour Aurélie
- Dyson Gregory
- D’Amico Leonard
- Eagan Maribeth A
- Early Brandon
- Eckelman Brendan P
- Egevad Lars
- Ehrmann Jon M
- El Rassi Edward
- Elashoff David A
- Elliott Nathan
- Emens Leisha
- Enblad Gunilla
- Erdag Gulsun
- Erdag Gulsun
- Ernstoff Marc S
- Ernstoff Marc S
- Essand Magnus
- Esteller Manel
- Evans Kathy
- Evans Lawrence
- Eyquem Justin
- Fakhrejahani Farhad
- Falchook Gerald
- Fan Aaron
- Fan Frank
- Fang Victoria
- Fantini Massimo
- Fardis Maria
- Fardis Maria
- Faries Mark
- Faroudi Mustapha
- Farrell Michael
- Fast Loren
- Felber Barbara
- Feldman Steven A
- Feng Dai
- Fernando Ingrid
- Ferris Robert
- Ferris Robert L
- Ferris Robert L
- Fieschi Jacques
- Fisher George A
- Fling Steven
- Fling Steven
- Flint Paul W
- Forrest-Hay Alex
- Fosco Dominick
- Foster Aaron E
- Fotin-Mleczek Mariola
- Fousek Kristen
- Fox Bernard
- Fox Bernard
- Fox Bernard
- Fox Bernard
- Fox Bernard
- Fox Maxine
- Francis Nicole
- Frank Ian
- Frank Ian
- Frankel Melissa
- Fraser Kathryn
- Frayssinet Véronique
- Freeman Gordon J
- Freese Katharina
- Frey Alan
- Friedlander Michael L
- Friedlander Philip
- Friedlander Philip
- Friedlander Philip
- Fritsch Edward
- Fry Terry
- Fu Siqing
- Fujii Rika
- Fulton Ross B
- Gajewski Thomas F
- Gajewski Thomas F
- Gajewski Thomas F
- Galon Jérôme
- Gan Hui
- Gan Jacek
- Ganesan Shridar
- Gangadhar Tara C
- Gangxiong Huang
- Gao Qian
- Gardai Shyra J
- Gardner Mark
- Garon Edward B
- Garon Edward B
- Garrabrant Thomas
- Garrett-Mayer Elizabeth
- Gartner Jared J
- Gartner Jared J
- Gartrell Benjamin
- Garvin Denise
- Gastineau Dennis A
- Gastineau Dennis A
- Gastman Brian
- Gause Christine
- Geib James
- Geiss Gary
- Geller Melissa
- Georgoulias V.
- Gerken Claudia
- Gerry Andrew
- Gerry Andrew
- Gershan Jill
- Gershenson Zack
- Ghaffari Mahsa
- Ghori Razi
- Gianani Roberto
- Gianani Roberto
- Gilden Julia
- Gill Saar
- Gillies Stephen D
- Giralt Sergio
- Giri Rajanish
- Gitlitz Barbara
- Giver Cynthia R
- Glenn Sean
- Glenn Sean
- Glitza Isabella
- Glitza Isabella
- Glod John
- Gnad-Vogt Ulrike
- Goel Sanjay
- Goff Stephanie
- Goff Stephanie L
- Goff Stephanie L
- Gojo Ivana
- Gokuldass Aishwarya
- Gokuldass Aishwarya
- Goldinger Simone
- Goldman Jonathan W
- Goldschmidt Hartmut
- Goldstein Joel
- Gonzalez Denise
- Gonzalez Iliana
- Gonzalez Ricardo
- Gorden Keith
- Gormley Michael
- Gottschalk Stephen
- Gottschalk Stephen
- Gottschalk Stephen
- Govindappa Nagaraja
- Gowda Nagaraj
- Gowda Nagesh
- Graff Jeremy
- Grailer Jamison
- Graziano Robert F
- Green Daniel S
- Gregory Gareth
- Greiff Lennart
- Grilley-Olson Juneko E
- Grimaldi Antonio
- Grose Mark
- Grose Mark
- Gross Matt
- Grossenbacher Steven
- Grossenbacher Steven K
- Grupp Stephan
- Gschwendt Juergen
- Gu Xuemin
- Guan Wei
- Guindani Michele
- Gulley James
- Gulley James L
- Gunset Gertrude
- Gustafson Michael P
- Gustafson Michael P
- Guyre Cheryl A
- Haanen John B
- Habensus Iva
- Habensus Iva
- Hackl Hubert
- Hacohen Nir
- Hadrup Sine R
- Hagberg Hans
- Hahn Noah M
- Halaban Ruth
- Hall MacLean
- Halmos Balazs
- Hamadani Mehdi
- Hamid Omid
- Hamieh Mohamad
- Hamilton Garth
- Hammill Joanne
- Hammill Joanne
- Hamzaoui Kamel
- Handy John
- Hank Jacquelyn A
- Hanks Brent
- Hanks Brent A
- Hanson Jodi
- Hanson Jodi
- Harada Yui
- Harder Nathalie
- Harder Nathalie
- Hare Thomas W
- Harrington Kevin
- Hartig Greg
- Hartmann Arndt
- Hartnett Jim
- Harvey Christopher
- Hastings William D
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- Leonardo Steven
- Levitan Diane
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- Li Jian-Ming
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- Zhang Congcong
- Zhang Hongjun
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- Zhang Liping
- Zhang Maggie
- Zhang Wenjun
- Zhang Xiaonan
- Zhang Yayan
- Zhang Yayan
- Zhao Fei
- Zhao Xingli
- Zhao Zeguo
- Zhong Shi
- Zhu Baogong
- Zhu Cheng
- Zhu Yifei
- Zi Tong
- Zi Tong
- Zimarino Carlo
- Zinzani Pier L
- Zinzani Pier L
- Zoon Kathryn C
- Zuleger Cindy
- Publication venue
- Publication date
- 27/03/2018
- Field of study