Background: Discussion of risk is a central tenet of the dialogue between surgeon and patient. Being able to individualize and quantify risk has been hampered by the lack of robust, multi-institutional databases from which to create appropriate statistical models. In an effort to integrate evidence-based practice into the discussion of patient risk and better manage patient expectations, risk calculators have been recently developed from large multi-institutional databases. Focusing on the comprehensive TOPS database, we endeavored to construct a breast reconstruction risk calculator for plastic surgical outcomes.
Methods: The Tracking Operations and Outcomes for Plastic Surgeons (TOPS) database from 2008-2011 was queried for patients undergoing breast reconstruction. Demographic variables were noted and binary regression models constructed for the following complications: seroma, dehiscence, surgical site infection (SSI), explantation, flap failure, reoperation, and overall complications. Model performance was assessed via Hosmer-Lemeshow (H-L) p-value, c-statistic, and Brier score.
Results: Of 11,992 cases, 5,180 met inclusion criteria. Overall complication rates were 16.5%, with rates of 3.9% for seroma, 4.2% for SSI, 5.8% for dehiscence, 3.8% for explantation, 6.8% for flap failure, and 6.3% for reoperation. Individualized risk models were then developed with acceptable goodness-of-fit, accuracy, and internal validity as demonstrated by H-L statistics, brier scores, and optimism-corrected c-statistics, respectively. Distribution of overall complication risk was broad and asymmetric, as demonstrated by a skewness of 1.41 and kurtosis of 5.36 (0 and 3 respectively for a normal distribution). These models were used to create an open-access online version of the risk calculator, available at www.BRAscore.org/TOPS.
Conclusions: Population-based measures of risk may not accurately reflect risk for many individual patients. Statistical models demonstrated a wide distribution of risk around the mean probability of a given complication (Table 1). In this era of increasing emphasis on evidence-based medicine, we have developed a breast reconstruction risk assessment calculator from the robust TOPS database (Figure 1). The BRAscore tool can aid in individualizing--and quantifying--risk to better inform surgical decision-making and better manage patient expectations.
Level of Evidence: Risk, II
Complication | Overall Incidence | Minimum Probability | Maximum Probability |
Seroma | 3.90% | 1.10% | 27.97% |
SSI | 4.20% | 1.17% | 52.79% |
Dehiscence | 5.80% | 2.17% | 45.40% |
Flap Failure | 6.80% | 1.24% | 50.57% |
Explantation | 3.80% | 1.14% | 52.08% |
Reoperation | 6.30% | 1.82% | 24.07% |
Overall | 16.52% | 6.42% | 60.39% |