Digital twins for predictive oncology will be a paradigm shift for precision cancer care

被引：105

作者：

Hernandez-Boussard, Tina ^{[1
]}

Macklin, Paul ^{[2
]}

Greenspan, Emily J. ^{[3
]}

Gryshuk, Amy L. ^{[4
]}

Stahlberg, Eric ^{[5
]}

Syeda-Mahmood, Tanveer ^{[6
]}

Shmulevich, Ilya ^{[7
]}

机构：

[1] Stanford Univ, Dept Med, Stanford, CA 94305 USA

[2] Indiana Univ, Dept Med, Stanford, CA USA

[3] NCI, Ctr Biomed Informat & Informat Technol, Rockville, MD USA

[4] Lawrence Livermore Natl Lab, Phys & Life Sci Directorate, Livermore, CA 94550 USA

[5] Frederick Natl Lab Canc Res, Biomed Informat & Data Sci Directorate, Frederick, MD USA

[6] IBM Almaden Res Ctr, San Jose, CA USA

[7] Inst Syst Biol, Seattle, WA USA

来源：

NATURE MEDICINE | 2021年 / 27卷 / 12期

基金：

美国国家卫生研究院;

关键词：

D O I：

10.1038/s41591-021-01558-5

中图分类号：

Q5 [生物化学]; Q7 [分子生物学];

学科分类号：

071010 ; 081704 ;

摘要：

引用

页码：2065 / 2066

页数：2

共 10 条

[1] Reporting of demographic data and representativeness in machine learning models using electronic health records [J].

Bozkurt, Selen ;

Cahan, Eli M. ;

Seneviratne, Martin G. ;

Sun, Ran ;

Lossio-Ventura, Juan A. ;

Ioannidis, John P. A. ;

Hernandez-Boussard, Tina .

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2020, 27 (12) :1878-1884

[2]

Corbett -Davies S., 2018, PREPRINT

[3]

Fagnan K., 2019, Data and models: a framework for advancing AI in science

[4]

Greenspan, 2019, 113 CAFCW

[5] MINIMAR (MINimum Information for Medical Al Reporting): Developing reporting standards for artificial intelligence in health care [J].

Hernandez-Boussard, Tina ;

Bozkurt, Selen ;

Ioannidis, John P. A. ;

Shah, Nigam H. .

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2020, 27 (12) :2011-2015

[6] A probabilistic graphical model foundation for enabling predictive digital twins at scale [J].

Kapteyn, Michael G. ;

Pretorius, Jacob V. R. ;

Willcox, Karen E. .

NATURE COMPUTATIONAL SCIENCE, 2021, 1 (05) :337-+

[7] Ten simple rules for making research software more robust [J].

Taschuk, Morgan ;

Wilson, Greg .

PLOS COMPUTATIONAL BIOLOGY, 2017, 13 (04)

[8] Comment: The FAIR Guiding Principles for scientific data management and stewardship [J].

Wilkinson, Mark D. ;

Dumontier, Michel ;

Aalbersberg, IJsbrand Jan ;

Appleton, Gabrielle ;

Axton, Myles ;

Baak, Arie ;

Blomberg, Niklas ;

Boiten, Jan-Willem ;

Santos, Luiz Bonino da Silva ;

Bourne, Philip E. ;

Bouwman, Jildau ;

Brookes, Anthony J. ;

Clark, Tim ;

Crosas, Merce ;

Dillo, Ingrid ;

Dumon, Olivier ;

Edmunds, Scott ;

Evelo, Chris T. ;

Finkers, Richard ;

Gonzalez-Beltran, Alejandra ;

Gray, Alasdair J. G. ;

Groth, Paul ;

Goble, Carole ;

Grethe, Jeffrey S. ;

Heringa, Jaap ;

't Hoen, Peter A. C. ;

Hooft, Rob ;

Kuhn, Tobias ;

Kok, Ruben ;

Kok, Joost ;

Lusher, Scott J. ;

Martone, Maryann E. ;

Mons, Albert ;

Packer, Abel L. ;

Persson, Bengt ;

Rocca-Serra, Philippe ;

Roos, Marco ;

van Schaik, Rene ;

Sansone, Susanna-Assunta ;

Schultes, Erik ;

Sengstag, Thierry ;

Slater, Ted ;

Strawn, George ;

Swertz, Morris A. ;

Thompson, Mark ;

van der Lei, Johan ;

van Mulligen, Erik ;

Velterop, Jan ;

Waagmeester, Andra ;

Wittenburg, Peter .

SCIENTIFIC DATA, 2016, 3

[9] Discovery of high-performance low-cost n-type Mg3Sb2-based thermoelectric materials with multi-valley conduction bands [J].

Zhang, Jiawei ;

Song, Lirong ;

Pedersen, Steffen Hindborg ;

Yin, Hao ;

Le Thanh Hung ;

Iversen, Bo Brummerstedt .

NATURE COMMUNICATIONS, 2017, 8

[10]

Zou J, 2018, NATURE, V559, P324, DOI 10.1038/d41586-018-05707-8

← 1 →