The aim of this study was to identify factors associated with five-year cancer-related mortality in patients with limb and trunk soft-tissue sarcoma (STS) and develop and validate machine learning algorithms in order to predict five-year cancer-related mortality in these patients. Demographic, clinicopathological, and treatment variables of limb and trunk STS patients in the Surveillance, Epidemiology, and End Results Program (SEER) database from 2004 to 2017 were analyzed. Multivariable logistic regression was used to determine factors significantly associated with five-year cancer-related mortality. Various machine learning models were developed and compared using area under the curve (AUC), calibration, and decision curve analysis. The model that performed best on the SEER testing data was further assessed to determine the variables most important in its predictive capacity. This model was externally validated using our institutional dataset.Aims
Methods
We conducted a
We investigated whether the presence of a pathological
fracture increased the risk of local recurrence in patients with
a giant cell tumour (GCT) of bone. We also assessed if curettage
is still an appropriate form of treatment in the presence of a pathological
fracture. We conducted a comprehensive review and meta-analysis
of papers which reported outcomes in patients with a GCT with and
without a pathological fracture at presentation. We computed the
odds ratio (OR) of local recurrence in those with and without a
pathological fracture. We selected 19 eligible papers for final analysis. This included
3215 patients, of whom 580 (18.0%) had a pathological fracture.
The pooled OR for local recurrence between patients with and without
a pathological fracture was 1.05 (95% confidence interval (CI) 0.66
to 1.67, p = 0.854). Amongst the subgroup of patients who were treated with
curettage, the pooled OR for local recurrence was 1.23 (95% CI 0.75
to 2.01, p = 0.417). A There is no difference in local recurrence rates between patients
who have a GCT of bone with and without a pathological fracture
at the time of presentation. The presence of a pathological fracture
should not preclude the decision to perform curettage as carefully
selected patients who undergo curettage can have similar outcomes
in terms of local recurrence to those without such a fracture. Cite this article: