Evaluation of the transferability of survival calculators for stage II/III colon cancer across healthcare systems. Issue 1 (20th January 2019)
- Record Type:
- Journal Article
- Title:
- Evaluation of the transferability of survival calculators for stage II/III colon cancer across healthcare systems. Issue 1 (20th January 2019)
- Main Title:
- Evaluation of the transferability of survival calculators for stage II/III colon cancer across healthcare systems
- Authors:
- Jorissen, Robert N.
Croxford, Matthew
Jones, Ian T.
Ward, Robyn L.
Hawkins, Nicholas J.
Gibbs, Peter
Sieber, Oliver M. - Abstract:
- Abstract : Adjuvant! Online Inc (A!O), the Memorial Sloan Kettering Cancer Center (MSKCC), MD Anderson (MDA) and Mayo Clinic (MC) provide calculators to predict survival probabilities for patients with resected early‐stage colon cancer, trained on data from United States (US) patient cohorts or patients enrolled in international clinical trials. Limited data exist on the transferability of calculators across healthcare systems. Calculator transferability to Australian community practice was evaluated for 1, 401 stage II/III patients. Calibration and discrimination were assessed for overall (OS), cancer‐specific (CSS) or recurrence‐free survival (RFS). The US patient cohort‐based calculators, A!O, MSKCC and MDA, significantly overestimated risks of recurrence and death in Australian patients, with 5‐year OS, CSS and RFS prediction differences of −6.5% to −9.9%, −9.1% to −14.4% and − 3.8% to −6.8%, respectively ( p < 0.001). Significant heterogeneity in calibration was observed for subgroups by tumor stage and treatment, age, gender, tumor location, ECOG and ASA score. Calibration appeared acceptable for the clinical trial patient‐based MC calculator, but restricted tool applicability (stage III patients, ≥12 examined lymph nodes, receiving adjuvant treatment) limited the sample size. Compared to AJCC 7th edition tumor staging, calculators showed improved discrimination for OS, but no improvement for CSS and RFS. In conclusion, deficiencies in calibration limitedAbstract : Adjuvant! Online Inc (A!O), the Memorial Sloan Kettering Cancer Center (MSKCC), MD Anderson (MDA) and Mayo Clinic (MC) provide calculators to predict survival probabilities for patients with resected early‐stage colon cancer, trained on data from United States (US) patient cohorts or patients enrolled in international clinical trials. Limited data exist on the transferability of calculators across healthcare systems. Calculator transferability to Australian community practice was evaluated for 1, 401 stage II/III patients. Calibration and discrimination were assessed for overall (OS), cancer‐specific (CSS) or recurrence‐free survival (RFS). The US patient cohort‐based calculators, A!O, MSKCC and MDA, significantly overestimated risks of recurrence and death in Australian patients, with 5‐year OS, CSS and RFS prediction differences of −6.5% to −9.9%, −9.1% to −14.4% and − 3.8% to −6.8%, respectively ( p < 0.001). Significant heterogeneity in calibration was observed for subgroups by tumor stage and treatment, age, gender, tumor location, ECOG and ASA score. Calibration appeared acceptable for the clinical trial patient‐based MC calculator, but restricted tool applicability (stage III patients, ≥12 examined lymph nodes, receiving adjuvant treatment) limited the sample size. Compared to AJCC 7th edition tumor staging, calculators showed improved discrimination for OS, but no improvement for CSS and RFS. In conclusion, deficiencies in calibration limited transferability of US patient cohort‐based survival calculators for early‐stage colon cancer to the setting of Australian community practice. Our results demonstrate the utility for multi‐feature survival calculators to improve OS predictions but highlight the importance for performance assessment of tools prior to implementation in an external health care setting. Abstract : What's new? Survival calculators for colon cancer integrating tumor stage and patient variables are emerging as important tools to assist clinical decision‐making. However, so far limited data exist on the transferability of calculators across healthcare systems. The present assessment of five calculators trained on data from either US or clinical trial patients in an Australian community cohort identified deficiencies in calibration for four tools. The findings demonstrate the utility for multi‐feature survival calculators to improve overall survival predictions but highlight the need for tailoring of cancer survival calculators prior to adoption across healthcare settings. … (more)
- Is Part Of:
- International journal of cancer. Volume 145:Issue 1(2019)
- Journal:
- International journal of cancer
- Issue:
- Volume 145:Issue 1(2019)
- Issue Display:
- Volume 145, Issue 1 (2019)
- Year:
- 2019
- Volume:
- 145
- Issue:
- 1
- Issue Sort Value:
- 2019-0145-0001-0000
- Page Start:
- 132
- Page End:
- 142
- Publication Date:
- 2019-01-20
- Subjects:
- colon cancer -- survival calculator -- calibration -- discrimination
Cancer -- Periodicals
Cancer -- Prevention -- Periodicals
616.994 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1097-0215 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/ijc.32100 ↗
- Languages:
- English
- ISSNs:
- 0020-7136
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.156000
British Library DSC - BLDSS-3PM
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- 10081.xml