ICGI Articles

• A clinical decision support system optimising adjuvant chemotherapy for colorectal cancers by integrating deep learning and pathological staging markers: a development and validation study

  Published: 10.08.2022

  Kleppe A, Skrede O-J, deRaedt S, Hveem TS, Askautrud HA, Jacobsen J, Church DN, Nesbakken A, Shepherd NA, Novelli M, Kerr R,  Liestøl K, Kerr DJ, Danielsen HE

  Lancet Oncol, 23 (9), 1221-1232

  PubMed 35964620

• Area under the curve may hide poor generalisation to external datasets

  Published: 05.04.2022

  Kleppe A

  ESMO Open, 7 (2), 100429

  PubMed 35397433

  

• The Essentials of Multiomics

  Published: 21.02.2022

  Marshall JL, Peshkin BN, Yoshino T, Vowinckel J, Danielsen HE, Melino G, Tsamardinos I, Haudenschild C, Kerr DJ, Sampaio C, Rha SY, FitzGerald KT, Holland EC, Gallagher D, Garcia-Foncillas J, Juhl H

  Oncologist, 27 (4), 272-284

  PubMed 35380712

  

• PTEN and DNA Ploidy Status by Machine Learning in Prostate Cancer

  Published: 28.08.2021

  Cyll K, Kleppe A, Kalsnes J, Vlatkovic L, Pradhan M, Kildal W, Tobin KAR, Reine TM, Wæhre H, Brennhovd B, Askautrud HA, Skaaheim Haug E, Hveem TS, Danielsen HE

  Cancers (Basel), 13 (17)

  PubMed 34503100

  

• A comparison of methods for fully automatic segmentation of tumors and involved nodes in PET/CT of head and neck cancers

  Published: 04.03.2021

  Groendahl AR, Skjei Knudtsen I, Huynh BN, Mulstad M, Moe YM, Knuth F, Tomic O, Indahl UG, Torheim T, Dale E, Malinen E, Futsaether CM

  Phys Med Biol, 66 (6), 065012

  PubMed 33666176

• Designing deep learning studies in cancer diagnostics

  Published: 28.01.2021

  Kleppe A, Skrede OJ, De Raedt S, Liestøl K, Kerr DJ, Danielsen HE

  Nat Rev Cancer, 21 (3), 199-211

  PubMed 33514930

• Deep learning for prediction of colorectal cancer outcome: a discovery and validation study

  Published: 31.01.2020

  Skrede OJ, De Raedt S, Kleppe A, Hveem TS, Liestøl K, Maddison J, Askautrud HA, Pradhan M, Nesheim JA, Albregtsen A, Farstad IN, Domingo E, Church DN, Nesbakken A, Shepherd NA, Tomlinson I, Kerr R, Novelli M, Kerr DJ, Danielsen HE

  Lancet, 395 (10221), 350-360

  Pubmed 32007170

• Chromatin organisation and cancer prognosis: a pan-cancer study

  Published: 31.01.2018

  Kleppe A, Albregtsen F, Vlatkovic L, Pradhan M, Nielsen B, Hveem TS, Askautrud HA, Kristensen GB, Nesbakken A, Trovik J, Wæhre H, Tomlinson I, Shepherd NA, Novelli M, Kerr DJ, Danielsen HE

  Lancet Oncol DOI: https://doi.org/10.1016/S1470-2045(17)30899-9

  PubMed 29402700