Using machine learning to predict patient-reported symptom clusters in prostate cancer patients receiving radiotherapy

Prostate cancer (PC) survivors frequently experience multiple co-occurring symptoms that adversely affect health-related quality of life (HRQoL). Identifying symptom clusters (SCs) may help to improve symptom management and patient care. The aim of this study is to investigate (1) SCs in PC patients...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Rammant, Elke (VerfasserIn) , Deman, Emile (VerfasserIn) , Fonteyne, Valérie (VerfasserIn) , Poppe, Lindsay (VerfasserIn) , Bultijnck, Renée (VerfasserIn) , Dirix, Piet (VerfasserIn) , De Meerleer, Gert (VerfasserIn) , Haustermans, Karin (VerfasserIn) , Van Hecke, Ann (VerfasserIn) , Aguado-Barrera, Miguel E. (VerfasserIn) , Avuzzi, Barbara (VerfasserIn) , Azria, David (VerfasserIn) , Chang-Claude, Jenny (VerfasserIn) , Chiorda, Barbara N. (VerfasserIn) , Choudhury, Ananya (VerfasserIn) , Calvo-Crespo, Patricia (VerfasserIn) , De Ruysscher, Dirk (VerfasserIn) , Gómez-Caamaño, Antonio (VerfasserIn) , Heumann, Philipp (VerfasserIn) , Hopkins, Ashley M. (VerfasserIn) , Johnson, Kerstie (VerfasserIn) , Lambrecht, Maarten (VerfasserIn) , Mcwilliam, Alan (VerfasserIn) , Menz, Bradley D. (VerfasserIn) , Poelaert, Filip (VerfasserIn) , Rancati, Tiziana (VerfasserIn) , Rans, Kato (VerfasserIn) , Rattay, Tim (VerfasserIn) , Rosenstein, Barry S. (VerfasserIn) , Seibold, Petra (VerfasserIn) , Shortall, Jane (VerfasserIn) , Sperk, Elena (VerfasserIn) , Sundahl, Nora (VerfasserIn) , Talbot, Christopher J. (VerfasserIn) , Vega, Ana (VerfasserIn) , Vermeulen, Peter (VerfasserIn) , Webb, Adam (VerfasserIn) , West, Catharine M. L. (VerfasserIn) , Veldeman, Liv (VerfasserIn) , Van Hoecke, Sofie (VerfasserIn)
Dokumenttyp: Article (Journal)
Sprache:Englisch
Veröffentlicht: 05 January 2026
In: Health and quality of life outcomes
Year: 2026, Jahrgang: 24, Pages: 1-11
ISSN:1477-7525
DOI:10.1186/s12955-025-02460-1
Online-Zugang:Verlag, kostenfrei, Volltext: https://doi.org/10.1186/s12955-025-02460-1
Verlag, kostenfrei, Volltext: https://link.springer.com/article/10.1186/s12955-025-02460-1
Volltext
Verfasserangaben:Elke Rammant, Emile Deman, Valérie Fonteyne, Lindsay Poppe, Renée Bultijnck, Piet Dirix, Gert De Meerleer, Karin Haustermans, Ann Van Hecke, Miguel E. Aguado-Barrera, Barbara Avuzzi, David Azria, Jenny Chang-Claude, Barbara N. Chiorda, Ananya Choudhury, Patricia Calvo-Crespo, Dirk De Ruysscher, Antonio Gómez-Caamaño, Philipp Heumann, Ashley M. Hopkins, Kerstie Johnson, Maarten Lambrecht, Alan Mcwilliam, Bradley D. Menz, Filip Poelaert, Tiziana Rancati, Kato Rans, Tim Rattay, Barry S. Rosenstein, Petra Seibold, Jane Shortall, Elena Sperk, Nora Sundahl, Christopher J. Talbot, Ana Vega, Peter Vermeulen, Adam Webb, Catharine M. L. West, Liv Veldeman and Sofie Van Hoecke on behalf of REQUITE consortium

MARC

LEADER 00000naa a2200000 c 4500
001 1951207580
003 DE-627
005 20260205114314.0
007 cr uuu---uuuuu
008 260205s2026 xx |||||o 00| ||eng c
024 7 |a 10.1186/s12955-025-02460-1  |2 doi 
035 |a (DE-627)1951207580 
035 |a (DE-599)KXP1951207580 
040 |a DE-627  |b ger  |c DE-627  |e rda 
041 |a eng 
084 |a 33  |2 sdnb 
100 1 |a Rammant, Elke  |e VerfasserIn  |0 (DE-588)1389057747  |0 (DE-627)1951208846  |4 aut 
245 1 0 |a Using machine learning to predict patient-reported symptom clusters in prostate cancer patients receiving radiotherapy  |c Elke Rammant, Emile Deman, Valérie Fonteyne, Lindsay Poppe, Renée Bultijnck, Piet Dirix, Gert De Meerleer, Karin Haustermans, Ann Van Hecke, Miguel E. Aguado-Barrera, Barbara Avuzzi, David Azria, Jenny Chang-Claude, Barbara N. Chiorda, Ananya Choudhury, Patricia Calvo-Crespo, Dirk De Ruysscher, Antonio Gómez-Caamaño, Philipp Heumann, Ashley M. Hopkins, Kerstie Johnson, Maarten Lambrecht, Alan Mcwilliam, Bradley D. Menz, Filip Poelaert, Tiziana Rancati, Kato Rans, Tim Rattay, Barry S. Rosenstein, Petra Seibold, Jane Shortall, Elena Sperk, Nora Sundahl, Christopher J. Talbot, Ana Vega, Peter Vermeulen, Adam Webb, Catharine M. L. West, Liv Veldeman and Sofie Van Hoecke on behalf of REQUITE consortium 
264 1 |c 05 January 2026 
300 |b Illustrationen 
300 |a 11 
336 |a Text  |b txt  |2 rdacontent 
337 |a Computermedien  |b c  |2 rdamedia 
338 |a Online-Ressource  |b cr  |2 rdacarrier 
500 |a Online veröffentlicht: 29. November 2025, Artikelversion: 5. Januar 2026 
500 |a Gesehen am 05.02.2026 
520 |a Prostate cancer (PC) survivors frequently experience multiple co-occurring symptoms that adversely affect health-related quality of life (HRQoL). Identifying symptom clusters (SCs) may help to improve symptom management and patient care. The aim of this study is to investigate (1) SCs in PC patients, (2) associations of SCs with HRQoL, and (3) predictors of SCs. 
650 4 |a Machine learning 
650 4 |a Patient-reported outcomes 
650 4 |a Prostate cancer 
650 4 |a Radiotherapy 
650 4 |a Symptom clusters 
700 1 |a Deman, Emile  |e VerfasserIn  |4 aut 
700 1 |a Fonteyne, Valérie  |e VerfasserIn  |4 aut 
700 1 |a Poppe, Lindsay  |e VerfasserIn  |4 aut 
700 1 |a Bultijnck, Renée  |e VerfasserIn  |4 aut 
700 1 |a Dirix, Piet  |e VerfasserIn  |4 aut 
700 1 |a De Meerleer, Gert  |e VerfasserIn  |4 aut 
700 1 |a Haustermans, Karin  |e VerfasserIn  |4 aut 
700 1 |a Van Hecke, Ann  |e VerfasserIn  |4 aut 
700 1 |a Aguado-Barrera, Miguel E.  |e VerfasserIn  |4 aut 
700 1 |a Avuzzi, Barbara  |e VerfasserIn  |4 aut 
700 1 |a Azria, David  |e VerfasserIn  |4 aut 
700 1 |a Chang-Claude, Jenny  |e VerfasserIn  |0 (DE-588)1049304993  |0 (DE-627)781626188  |0 (DE-576)168344475  |4 aut 
700 1 |a Chiorda, Barbara N.  |e VerfasserIn  |4 aut 
700 1 |a Choudhury, Ananya  |e VerfasserIn  |4 aut 
700 1 |a Calvo-Crespo, Patricia  |e VerfasserIn  |4 aut 
700 1 |a De Ruysscher, Dirk  |e VerfasserIn  |4 aut 
700 1 |a Gómez-Caamaño, Antonio  |e VerfasserIn  |4 aut 
700 1 |a Heumann, Philipp  |e VerfasserIn  |4 aut 
700 1 |a Hopkins, Ashley M.  |e VerfasserIn  |4 aut 
700 1 |a Johnson, Kerstie  |e VerfasserIn  |4 aut 
700 1 |a Lambrecht, Maarten  |e VerfasserIn  |4 aut 
700 1 |a Mcwilliam, Alan  |e VerfasserIn  |4 aut 
700 1 |a Menz, Bradley D.  |e VerfasserIn  |4 aut 
700 1 |a Poelaert, Filip  |e VerfasserIn  |4 aut 
700 1 |a Rancati, Tiziana  |e VerfasserIn  |4 aut 
700 1 |a Rans, Kato  |e VerfasserIn  |4 aut 
700 1 |a Rattay, Tim  |e VerfasserIn  |4 aut 
700 1 |a Rosenstein, Barry S.  |e VerfasserIn  |4 aut 
700 1 |a Seibold, Petra  |e VerfasserIn  |4 aut 
700 1 |a Shortall, Jane  |e VerfasserIn  |4 aut 
700 1 |a Sperk, Elena  |d 1983-  |e VerfasserIn  |0 (DE-588)141654252  |0 (DE-627)630406650  |0 (DE-576)325031231  |4 aut 
700 1 |a Sundahl, Nora  |e VerfasserIn  |4 aut 
700 1 |a Talbot, Christopher J.  |e VerfasserIn  |4 aut 
700 1 |a Vega, Ana  |e VerfasserIn  |4 aut 
700 1 |a Vermeulen, Peter  |e VerfasserIn  |4 aut 
700 1 |a Webb, Adam  |e VerfasserIn  |4 aut 
700 1 |a West, Catharine M. L.  |e VerfasserIn  |4 aut 
700 1 |a Veldeman, Liv  |e VerfasserIn  |4 aut 
700 1 |a Van Hoecke, Sofie  |e VerfasserIn  |4 aut 
773 0 8 |i Enthalten in  |t Health and quality of life outcomes  |d London : BioMed Central, 2003  |g 24(2026), Artikel-ID 3, Seite 1-11  |h Online-Ressource  |w (DE-627)360059651  |w (DE-600)2098765-1  |w (DE-576)107015463  |x 1477-7525  |7 nnas  |a Using machine learning to predict patient-reported symptom clusters in prostate cancer patients receiving radiotherapy 
773 1 8 |g volume:24  |g year:2026  |g elocationid:3  |g pages:1-11  |g extent:11  |a Using machine learning to predict patient-reported symptom clusters in prostate cancer patients receiving radiotherapy 
856 4 0 |u https://doi.org/10.1186/s12955-025-02460-1  |x Verlag  |x Resolving-System  |z kostenfrei  |3 Volltext  |7 0 
856 4 0 |u https://link.springer.com/article/10.1186/s12955-025-02460-1  |x Verlag  |z kostenfrei  |3 Volltext  |7 0 
951 |a AR 
992 |a 20260205 
993 |a Article 
994 |a 2026 
998 |g 141654252  |a Sperk, Elena  |m 141654252:Sperk, Elena  |d 60000  |d 63000  |d 60000  |d 61200  |e 60000PS141654252  |e 63000PS141654252  |e 60000PS141654252  |e 61200PS141654252  |k 0/60000/  |k 1/60000/63000/  |k 0/60000/  |k 1/60000/61200/  |p 32 
998 |g 1049304993  |a Chang-Claude, Jenny  |m 1049304993:Chang-Claude, Jenny  |d 50000  |e 50000PC1049304993  |k 0/50000/  |p 13 
999 |a KXP-PPN1951207580  |e 4877038590 
BIB |a Y 
SER |a journal 
JSO |a {"id":{"eki":["1951207580"],"doi":["10.1186/s12955-025-02460-1"]},"name":{"displayForm":["Elke Rammant, Emile Deman, Valérie Fonteyne, Lindsay Poppe, Renée Bultijnck, Piet Dirix, Gert De Meerleer, Karin Haustermans, Ann Van Hecke, Miguel E. Aguado-Barrera, Barbara Avuzzi, David Azria, Jenny Chang-Claude, Barbara N. Chiorda, Ananya Choudhury, Patricia Calvo-Crespo, Dirk De Ruysscher, Antonio Gómez-Caamaño, Philipp Heumann, Ashley M. Hopkins, Kerstie Johnson, Maarten Lambrecht, Alan Mcwilliam, Bradley D. Menz, Filip Poelaert, Tiziana Rancati, Kato Rans, Tim Rattay, Barry S. Rosenstein, Petra Seibold, Jane Shortall, Elena Sperk, Nora Sundahl, Christopher J. Talbot, Ana Vega, Peter Vermeulen, Adam Webb, Catharine M. L. West, Liv Veldeman and Sofie Van Hoecke on behalf of REQUITE consortium"]},"physDesc":[{"noteIll":"Illustrationen","extent":"11 S."}],"recId":"1951207580","relHost":[{"language":["eng"],"part":{"extent":"11","text":"24(2026), Artikel-ID 3, Seite 1-11","volume":"24","pages":"1-11","year":"2026"},"recId":"360059651","physDesc":[{"extent":"Online-Ressource"}],"id":{"eki":["360059651"],"zdb":["2098765-1"],"issn":["1477-7525"]},"title":[{"title":"Health and quality of life outcomes","title_sort":"Health and quality of life outcomes"}],"origin":[{"publisherPlace":"London","publisher":"BioMed Central","dateIssuedKey":"2003","dateIssuedDisp":"2003-"}],"note":["Gesehen am 23.09.10"],"pubHistory":["1.2003 -"],"disp":"Using machine learning to predict patient-reported symptom clusters in prostate cancer patients receiving radiotherapyHealth and quality of life outcomes","type":{"bibl":"periodical","media":"Online-Ressource"}}],"type":{"bibl":"article-journal","media":"Online-Ressource"},"note":["Online veröffentlicht: 29. November 2025, Artikelversion: 5. Januar 2026","Gesehen am 05.02.2026"],"origin":[{"dateIssuedDisp":"05 January 2026","dateIssuedKey":"2026"}],"title":[{"title_sort":"Using machine learning to predict patient-reported symptom clusters in prostate cancer patients receiving radiotherapy","title":"Using machine learning to predict patient-reported symptom clusters in prostate cancer patients receiving radiotherapy"}],"language":["eng"],"person":[{"role":"aut","given":"Elke","display":"Rammant, Elke","family":"Rammant"},{"given":"Emile","role":"aut","family":"Deman","display":"Deman, Emile"},{"display":"Fonteyne, Valérie","family":"Fonteyne","given":"Valérie","role":"aut"},{"given":"Lindsay","role":"aut","display":"Poppe, Lindsay","family":"Poppe"},{"display":"Bultijnck, Renée","family":"Bultijnck","role":"aut","given":"Renée"},{"family":"Dirix","display":"Dirix, Piet","given":"Piet","role":"aut"},{"family":"De Meerleer","display":"De Meerleer, Gert","given":"Gert","role":"aut"},{"given":"Karin","role":"aut","display":"Haustermans, Karin","family":"Haustermans"},{"family":"Van Hecke","display":"Van Hecke, Ann","role":"aut","given":"Ann"},{"display":"Aguado-Barrera, Miguel E.","family":"Aguado-Barrera","role":"aut","given":"Miguel E."},{"display":"Avuzzi, Barbara","family":"Avuzzi","given":"Barbara","role":"aut"},{"family":"Azria","display":"Azria, David","role":"aut","given":"David"},{"given":"Jenny","role":"aut","display":"Chang-Claude, Jenny","family":"Chang-Claude"},{"family":"Chiorda","display":"Chiorda, Barbara N.","role":"aut","given":"Barbara N."},{"role":"aut","given":"Ananya","display":"Choudhury, Ananya","family":"Choudhury"},{"family":"Calvo-Crespo","display":"Calvo-Crespo, Patricia","given":"Patricia","role":"aut"},{"role":"aut","given":"Dirk","family":"De Ruysscher","display":"De Ruysscher, Dirk"},{"given":"Antonio","role":"aut","family":"Gómez-Caamaño","display":"Gómez-Caamaño, Antonio"},{"role":"aut","given":"Philipp","family":"Heumann","display":"Heumann, Philipp"},{"display":"Hopkins, Ashley M.","family":"Hopkins","role":"aut","given":"Ashley M."},{"family":"Johnson","display":"Johnson, Kerstie","given":"Kerstie","role":"aut"},{"family":"Lambrecht","display":"Lambrecht, Maarten","role":"aut","given":"Maarten"},{"family":"Mcwilliam","display":"Mcwilliam, Alan","role":"aut","given":"Alan"},{"role":"aut","given":"Bradley D.","display":"Menz, Bradley D.","family":"Menz"},{"display":"Poelaert, Filip","family":"Poelaert","given":"Filip","role":"aut"},{"display":"Rancati, Tiziana","family":"Rancati","given":"Tiziana","role":"aut"},{"family":"Rans","display":"Rans, Kato","role":"aut","given":"Kato"},{"given":"Tim","role":"aut","display":"Rattay, Tim","family":"Rattay"},{"role":"aut","given":"Barry S.","family":"Rosenstein","display":"Rosenstein, Barry S."},{"family":"Seibold","display":"Seibold, Petra","given":"Petra","role":"aut"},{"given":"Jane","role":"aut","family":"Shortall","display":"Shortall, Jane"},{"role":"aut","given":"Elena","family":"Sperk","display":"Sperk, Elena"},{"given":"Nora","role":"aut","family":"Sundahl","display":"Sundahl, Nora"},{"given":"Christopher J.","role":"aut","display":"Talbot, Christopher J.","family":"Talbot"},{"family":"Vega","display":"Vega, Ana","given":"Ana","role":"aut"},{"role":"aut","given":"Peter","family":"Vermeulen","display":"Vermeulen, Peter"},{"given":"Adam","role":"aut","family":"Webb","display":"Webb, Adam"},{"family":"West","display":"West, Catharine M. L.","given":"Catharine M. L.","role":"aut"},{"role":"aut","given":"Liv","display":"Veldeman, Liv","family":"Veldeman"},{"family":"Van Hoecke","display":"Van Hoecke, Sofie","given":"Sofie","role":"aut"}]} 
SRT |a RAMMANTELKUSINGMACHI0520