Breast cancer outcome prediction with tumour tissue images and machine learning

Riku Turkki; Dmitrii Byckhov; Mikael Lundin; Jorma Isola; Stig Nordling; Panu E. Kovanen; Clare Verrill; Karl von Smitten; Heikki Joensuu; Johan Lundin; Nina Linder

doi:10.1007/s10549-019-05281-1

Breast cancer outcome prediction with tumour tissue images and machine learning

Riku Turkki, Dmitrii Byckhov, Mikael Lundin, Jorma Isola, Stig Nordling, Panu E. Kovanen, Clare Verrill, Karl von Smitten, Heikki Joensuu, Johan Lundin, Nina Linder

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Journal	Breast Cancer Research and Treatment
Volume	177
Issue number	1
Pages (from-to)	41-52
Number of pages	12
ISSN	0167-6806
DOIs	https://doi.org/10.1007/s10549-019-05281-1
Publication status	Published - Aug 2019
MoE publication type	A1 Journal article-refereed

Fields of Science

Breast cancer
Machine learning
Deep learning
Outcome prediction
DEEP
CLASSIFICATION
NETWORKS
3122 Cancers

Access to Document

10.1007/s10549-019-05281-1

s10549-019-05281-1Final published version, 1.29 MB

Cite this

@article{d9d51e5304024d689f075fccd0a9994a,

title = "Breast cancer outcome prediction with tumour tissue images and machine learning",

keywords = "Breast cancer, Machine learning, Deep learning, Outcome prediction, DEEP, CLASSIFICATION, NETWORKS, 3122 Cancers",

author = "Riku Turkki and Dmitrii Byckhov and Mikael Lundin and Jorma Isola and Stig Nordling and Kovanen, {Panu E.} and Clare Verrill and {von Smitten}, Karl and Heikki Joensuu and Johan Lundin and Nina Linder",

year = "2019",

month = aug,

doi = "10.1007/s10549-019-05281-1",

language = "English",

volume = "177",

pages = "41--52",

journal = "Breast Cancer Research and Treatment",

issn = "0167-6806",

publisher = "Springer",

number = "1",

}

Breast cancer outcome prediction with tumour tissue images and machine learning. / Turkki, Riku; Byckhov, Dmitrii; Lundin, Mikael; Isola, Jorma; Nordling, Stig ; Kovanen, Panu E.; Verrill, Clare; von Smitten, Karl; Joensuu, Heikki ; Lundin, Johan ; Linder, Nina.

In: Breast Cancer Research and Treatment, Vol. 177, No. 1, 08.2019, p. 41-52.

Research output: Contribution to journal › Article › Scientific › peer-review

TY - JOUR

T1 - Breast cancer outcome prediction with tumour tissue images and machine learning

AU - Turkki, Riku

AU - Byckhov, Dmitrii

AU - Lundin, Mikael

AU - Isola, Jorma

AU - Nordling, Stig

AU - Kovanen, Panu E.

AU - Verrill, Clare

AU - von Smitten, Karl

AU - Joensuu, Heikki

AU - Lundin, Johan

AU - Linder, Nina

PY - 2019/8

Y1 - 2019/8

KW - Breast cancer

KW - Machine learning

KW - Deep learning

KW - Outcome prediction

KW - DEEP

KW - CLASSIFICATION

KW - NETWORKS

KW - 3122 Cancers

U2 - 10.1007/s10549-019-05281-1

DO - 10.1007/s10549-019-05281-1

M3 - Article

VL - 177

SP - 41

EP - 52

JO - Breast Cancer Research and Treatment

JF - Breast Cancer Research and Treatment

SN - 0167-6806

IS - 1

ER -