A pipeline of machine learning-driven multi-modal data fusion methods for prognostic risk analysis in bevacizumab-treated metastatic colorectal cancer

V Valentina Thomas G Gift Nyamundanda A Adrian Lärkeryd P P. S. Hari I Ian S. Miller T Tom Venken D Dominiek Smeets B Bram Boeckx J Johannes Betge M Matthias P. A. Ebert T Timo Gaiser V Verena Murphy E Elaine Kay H Henk M. Verheul A Alice C. O’Farrell C Chiara Cremolini F Federica Marmorino W William M. Gallagher A Ana Barat R Rut Klinger B Bozena Fender B Bauke Ylstra N Nicole van Grieken D Deborah A. McNamara B Bryan T. Hennessy (From the National Surgical Adjuvant Breast and Bowel Project (NSABP) Foundation (C.E.G., E.P.M., N.W., P.R., I.L.W., A.M.B.) and University of Pittsburgh School of Medicine–UPMC Hillman Cancer Center (C.E.G., N.W., P.R., A.M.B.) — both in Pittsburgh; AGO-B and Helios Klinikum Berlin–Buch, Berlin (M.U.), the National Center for Tumor Diseases, Heidelberg University Hospital, and German Cancer Research Center, Heidelberg (A.S.), Evangelische Kliniken Gelsenkirchen, Gelsenkirchen (H.H.F.), Arbeitsgemeinschaft Gynäkologische Onkologie–Breast and Sana Klinikum Offenbach, Offenbach (C.J.), the Department of Gynecology and Obstetrics, University Hospital Erlangen, Comprehensive Cancer Center Erlangen–EMN, Friedrich–Alexander University Erlangen–Nuremberg, Erlangen (P.A.F.), German Breast Group, Neu-Isenburg (P.W., S.L.), and the Center for Hematology and Oncology Bethanien, Goethe University, Frankfurt (S.L.) — all in Germany; National Taiwan University Hospital and National Taiwan University College of Medicine,...) S Sudipto Das B Bruce Moran D Darran P. O’Connor R Rodrigo Dienstmann D Diether Lambrechts J Jochen H. M. Prehn A Anguraj Sadanandam A Annette T. Byrne

Article Details

Volume / Issue Vol. 16, Issue 1
Published April 13, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (33)

V

Valentina Thomas

G

Gift Nyamundanda

A

Adrian Lärkeryd

P

P. S. Hari

I

Ian S. Miller

T

Tom Venken

D

Dominiek Smeets

B

Bram Boeckx

J

Johannes Betge

M

Matthias P. A. Ebert

T

Timo Gaiser

V

Verena Murphy

E

Elaine Kay

H

Henk M. Verheul

A

Alice C. O’Farrell

C

Chiara Cremolini

F

Federica Marmorino

W

William M. Gallagher

A

Ana Barat

R

Rut Klinger

B

Bozena Fender

B

Bauke Ylstra

N

Nicole van Grieken

D

Deborah A. McNamara

B

Bryan T. Hennessy

From the National Surgical Adjuvant Breast and Bowel Project (NSABP) Foundation (C.E.G., E.P.M., N.W., P.R., I.L.W., A.M.B.) and University of Pittsburgh School of Medicine–UPMC Hillman Cancer Center (C.E.G., N.W., P.R., A.M.B.) — both in Pittsburgh; AGO-B and Helios Klinikum Berlin–Buch, Berlin (M.U.), the National Center for Tumor Diseases, Heidelberg University Hospital, and German Cancer Research Center, Heidelberg (A.S.), Evangelische Kliniken Gelsenkirchen, Gelsenkirchen (H.H.F.), Arbeitsgemeinschaft Gynäkologische Onkologie–Breast and Sana Klinikum Offenbach, Offenbach (C.J.), the Department of Gynecology and Obstetrics, University Hospital Erlangen, Comprehensive Cancer Center Erlangen–EMN, Friedrich–Alexander University Erlangen–Nuremberg, Erlangen (P.A.F.), German Breast Group, Neu-Isenburg (P.W., S.L.), and the Center for Hematology and Oncology Bethanien, Goethe University, Frankfurt (S.L.) — all in Germany; National Taiwan University Hospital and National Taiwan University College of Medicine,...

S

Sudipto Das

B

Bruce Moran

D

Darran P. O’Connor

R

Rodrigo Dienstmann

D

Diether Lambrechts

J

Jochen H. M. Prehn

A

Anguraj Sadanandam

A

Annette T. Byrne