TY - JOUR
T1 - Individualizing follow-up strategies in high-grade soft tissue sarcoma with flexible parametric competing risk regression models
AU - Smolle, Maria Anna
AU - van de Sande, Michiel
AU - Callegaro, Dario
AU - Wunder, Jay
AU - Hayes, Andrew
AU - Leitner, Lukas
AU - Bergovec, Marko
AU - Tunn, Per Ulf
AU - van Praag, Veroniek
AU - Fiocco, Marta
AU - Panotopoulos, Joannis
AU - Willegger, Madeleine
AU - Windhager, Reinhard
AU - Dijkstra, Sander P.D.
AU - van Houdt, Winan J.
AU - Riedl, Jakob M.
AU - Stotz, Michael
AU - Gerger, Armin
AU - Pichler, Martin
AU - Stöger, Herbert
AU - Liegl-Atzwanger, Bernadette
AU - Smolle, Josef
AU - Andreou, Dimosthenis
AU - Leithner, Andreas
AU - Gronchi, Alessandro
AU - Haas, Rick L.
AU - Szkandera, Joanna
N1 - Publisher Copyright:
© 2019 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2020/1
Y1 - 2020/1
N2 - Currently, patients with extremity soft tissue sarcoma (eSTS) who have undergone curative resection are followed up by a heuristic approach, not covering individual patient risks. The aim of this study was to develop two flexible parametric competing risk regression models (FPCRRMs) for local recurrence (LR) and distant metastasis (DM), aiming at providing guidance on how to individually follow-up patients. Three thousand sixteen patients (1931 test, 1085 validation cohort) with high-grade eSTS were included in this retrospective, multicenter study. Histology (9 categories), grading (time-varying covariate), gender, age, tumor size, margins, (neo)adjuvant radiotherapy (RTX), and neoadjuvant chemotherapy (CTX) were used in the FPCRRMs and performance tested with Harrell-C-index. Median follow-up was 50 months (interquartile range: 23.3–95 months). Two hundred forty-two (12.5%) and 603 (31.2%) of test cohort patients developed LR and DM. Factors significantly associated with LR were gender, size, histology, neo-and adjuvant RTX, and margins. Parameters associated with DM were margins, grading, gender, size, histology, and neoadjuvant RTX. C-statistics was computed for internal (C-index for LR: 0.705, for DM: 0.723) and external cohort (C-index for LR: 0.683, for DM: 0.772). Depending on clinical, pathological, and patient-related parameters, LR-and DM-risks vary. With the present model, implemented in the updated Personalised Sarcoma Care (PERSARC)-app, more individualized prediction of LR/DM-risks is made possible.
AB - Currently, patients with extremity soft tissue sarcoma (eSTS) who have undergone curative resection are followed up by a heuristic approach, not covering individual patient risks. The aim of this study was to develop two flexible parametric competing risk regression models (FPCRRMs) for local recurrence (LR) and distant metastasis (DM), aiming at providing guidance on how to individually follow-up patients. Three thousand sixteen patients (1931 test, 1085 validation cohort) with high-grade eSTS were included in this retrospective, multicenter study. Histology (9 categories), grading (time-varying covariate), gender, age, tumor size, margins, (neo)adjuvant radiotherapy (RTX), and neoadjuvant chemotherapy (CTX) were used in the FPCRRMs and performance tested with Harrell-C-index. Median follow-up was 50 months (interquartile range: 23.3–95 months). Two hundred forty-two (12.5%) and 603 (31.2%) of test cohort patients developed LR and DM. Factors significantly associated with LR were gender, size, histology, neo-and adjuvant RTX, and margins. Parameters associated with DM were margins, grading, gender, size, histology, and neoadjuvant RTX. C-statistics was computed for internal (C-index for LR: 0.705, for DM: 0.723) and external cohort (C-index for LR: 0.683, for DM: 0.772). Depending on clinical, pathological, and patient-related parameters, LR-and DM-risks vary. With the present model, implemented in the updated Personalised Sarcoma Care (PERSARC)-app, more individualized prediction of LR/DM-risks is made possible.
KW - Distant metastasis
KW - Flexible parametric competing risk regression model
KW - Follow-up
KW - Local recurrence
KW - Soft tissue sarcoma
UR - http://www.scopus.com/inward/record.url?scp=85078513431&partnerID=8YFLogxK
U2 - 10.3390/cancers12010047
DO - 10.3390/cancers12010047
M3 - Article
AN - SCOPUS:85078513431
VL - 12
JO - Cancers
JF - Cancers
IS - 1
M1 - 47
ER -