Upstream Machine Learning in Radiology

Christopher M. Sandino; Elizabeth K. Cole; Cagan Alkan; Akshay S. Chaudhari; Andreas M. Loening; Dongwoon Hyun; Jeremy Dahl; Abdullah Al Zubaer Imran; Adam S. Wang; Shreyas S. Vasanawala

doi:10.1016/j.rcl.2021.07.009

Upstream Machine Learning in Radiology

Christopher M. Sandino, Elizabeth K. Cole, Cagan Alkan, Akshay S. Chaudhari, Andreas M. Loening, Dongwoon Hyun, Jeremy Dahl, Abdullah Al Zubaer Imran, Adam S. Wang, Shreyas S. Vasanawala

Research output: Contribution to journal › Review article › peer-review

9 Scopus citations

Original language	English
Pages (from-to)	967-985
Number of pages	19
Journal	Radiologic Clinics of North America
Volume	59
Issue number	6
DOIs	https://doi.org/10.1016/j.rcl.2021.07.009
State	Published - Nov 2021

Bibliographical note

Funding Information:
Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips. Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging. Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661, R01 EB015506, P41 EB015891, R01 EB002524, R01 EB009690, R01 EB026136, and R01 EB027100, by NIAMS grant R01 AR063643, by NCI grant R01-CA218204, by NICHD grant R01-HD086252, by a seed grant from the Stanford Cancer Institute, and an NCI-designated Comprehensive Cancer Center.

Funding Information:
Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips . Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging . Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661 , R01 EB015506 , P41 EB015891 , R01 EB002524 , R01 EB009690 , R01 EB026136 , and R01 EB027100 , by NIAMS grant R01 AR063643 , by NCI grant R01-CA218204 , by NICHD grant R01-HD086252 , by a seed grant from the Stanford Cancer Institute , and an NCI-designated Comprehensive Cancer Center .

Keywords

Artificial intelligence
Deep learning
Image reconstruction
Medical imaging

ASJC Scopus subject areas

Radiology Nuclear Medicine and imaging

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10.1016/j.rcl.2021.07.009

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@article{1160c78bfbc24c98b7fb35b6dd6207ad,

title = "Upstream Machine Learning in Radiology",

keywords = "Artificial intelligence, Deep learning, Image reconstruction, Medical imaging",

author = "Sandino, {Christopher M.} and Cole, {Elizabeth K.} and Cagan Alkan and Chaudhari, {Akshay S.} and Loening, {Andreas M.} and Dongwoon Hyun and Jeremy Dahl and Imran, {Abdullah Al Zubaer} and Wang, {Adam S.} and Vasanawala, {Shreyas S.}",

note = "Funding Information: Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips. Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging. Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661, R01 EB015506, P41 EB015891, R01 EB002524, R01 EB009690, R01 EB026136, and R01 EB027100, by NIAMS grant R01 AR063643, by NCI grant R01-CA218204, by NICHD grant R01-HD086252, by a seed grant from the Stanford Cancer Institute, and an NCI-designated Comprehensive Cancer Center. Funding Information: Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips . Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging . Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661 , R01 EB015506 , P41 EB015891 , R01 EB002524 , R01 EB009690 , R01 EB026136 , and R01 EB027100 , by NIAMS grant R01 AR063643 , by NCI grant R01-CA218204 , by NICHD grant R01-HD086252 , by a seed grant from the Stanford Cancer Institute , and an NCI-designated Comprehensive Cancer Center .",

year = "2021",

month = nov,

doi = "10.1016/j.rcl.2021.07.009",

language = "English",

volume = "59",

pages = "967--985",

journal = "Radiologic Clinics of North America",

issn = "0033-8389",

publisher = "W.B. Saunders Ltd",

number = "6",

}

TY - JOUR

T1 - Upstream Machine Learning in Radiology

AU - Sandino, Christopher M.

AU - Cole, Elizabeth K.

AU - Alkan, Cagan

AU - Chaudhari, Akshay S.

AU - Loening, Andreas M.

AU - Hyun, Dongwoon

AU - Dahl, Jeremy

AU - Imran, Abdullah Al Zubaer

AU - Wang, Adam S.

AU - Vasanawala, Shreyas S.

N1 - Funding Information: Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips. Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging. Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661, R01 EB015506, P41 EB015891, R01 EB002524, R01 EB009690, R01 EB026136, and R01 EB027100, by NIAMS grant R01 AR063643, by NCI grant R01-CA218204, by NICHD grant R01-HD086252, by a seed grant from the Stanford Cancer Institute, and an NCI-designated Comprehensive Cancer Center. Funding Information: Dr J. Dahl receives technical and in-kind support from Siemens Healthcare and serves as a technical advisor to Cephasonics Ultrasound and Vortex Imaging, Inc. Dr A.S. Chaudhari has provided consulting services to Skope MR, Subtle Medical, Culvert Engineering, Edge Analytics, Image Analysis Group, ICM, and Chondrometrics GmbH; and is a shareholder in Subtle Medical, LVIS Corp, and Brain Key; and received research support from GE Healthcare and Philips . Dr D. Hyun has a consulting relationship with Exo Imaging, Inc. Dr A.A.Z. Imran receives research support from GE Healthcare. Dr A.S. Wang receives research support from GE Healthcare, Siemens Healthineers, and Varex Imaging . Elizabeth Cole receives support from GE Healthcare. Drs A.M. Loening, S.S. Vasanawala, and A.S. Chaudhari receive research support from GE Healthcare. Dr S.S. Vasanawala has a consulting relationship with Arterys and HeartVista. This research was supported by NIBIB grants R01 EB013661 , R01 EB015506 , P41 EB015891 , R01 EB002524 , R01 EB009690 , R01 EB026136 , and R01 EB027100 , by NIAMS grant R01 AR063643 , by NCI grant R01-CA218204 , by NICHD grant R01-HD086252 , by a seed grant from the Stanford Cancer Institute , and an NCI-designated Comprehensive Cancer Center .

PY - 2021/11

Y1 - 2021/11

KW - Artificial intelligence

KW - Deep learning

KW - Image reconstruction

KW - Medical imaging

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UR - http://www.scopus.com/inward/citedby.url?scp=85117614430&partnerID=8YFLogxK

U2 - 10.1016/j.rcl.2021.07.009

DO - 10.1016/j.rcl.2021.07.009

M3 - Review article

C2 - 34689881

AN - SCOPUS:85117614430

SN - 0033-8389

VL - 59

SP - 967

EP - 985

JO - Radiologic Clinics of North America

JF - Radiologic Clinics of North America

IS - 6

ER -

Upstream Machine Learning in Radiology

Bibliographical note

Keywords

ASJC Scopus subject areas

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