Evaluating training data suitability for decision tree induction

Outcomes after fecal diversion for colonic and perianal Crohn disease in children

BACKGROUND

Temporary fecal diversion by means of an ileostomy or colostomy has been used in the surgical management of refractory colonic and perianal Crohn disease (CD). The aims of our study were to evaluate the outcomes after fecal diversion in pediatric patients with colonic and perianal CD.

METHODS

The records of patients who underwent fecal diversion for colonic and perianal CD at Children's Hospital of Wisconsin between July 2000 and June 2014 were reviewed retrospectively. Patient demographics, medication use, onset and extent of disease, response to fecal diversion, rate of stoma reversal and relapse rate after stoma reversal were recorded.

RESULTS

We identified 28 consecutive patients (20 females, 8 males; median age 13.9years) undergoing fecal diversion for refractory colonic (n=21) and perianal CD (n=7). Median duration of follow-up after fecal diversion was 2.26years (range, 0.79-10.2years). The response to fecal diversion was sustained clinical remission in 13/28 (46%), temporary clinical remission in 10/28 (36%), no change in 5/28 (18%). Intestinal continuity was restored in 14/28 (50%) patients; however, 3 (21%) required permanent stoma after reconnection. Classification tree analysis identified that female patients without perianal CD had higher rates of stoma reversal (p=0.008).

CONCLUSIONS

Fecal diversion can induce remission in pediatric patients with refractory colonic and perianal CD. Restoration of intestinal continuity was achieved in about 39%. Female patients without perianal CD carried no risk of a permanent stoma.

LEVEL OF EVIDENCE

Level III study.

Decision tree analysis of traditional risk factors of carotid atherosclerosis and a cutpoint-based prevention strategy

BACKGROUND

Reducing the exposure to risk factors for the prevention of cardio-cerebral vascular disease is a crucial issue. Few reports have described practical interventions for preventing cardiovascular disease in different genders and age groups, particularly detailed and specific cutpoint-based prevention strategies.

METHODS

We collected the health examination data of 5822 subjects between 20 and 80 years of age. The administration of medical questionnaires and physical examinations and the measurement of blood pressure, fasting plasma glucose (FPG) and blood lipids [total cholesterol (TC), triglycerides (TG), high density lipoprotein-cholesterol (HDL-C), and low density lipoprotein-cholesterol (LDL-C)] were performed by physicians. Carotid ultrasound was performed to examine the carotid intima-media thickness (CIMT), which was defined as carotid atherosclerosis when CIMT ≥0.9 mm. Decision tree analysis was used to screen for the most important risk factors for carotid atherosclerosis and to identify the relevant cutpoints.

RESULTS

In the study population, the incidence of carotid atherosclerosis was 12.20% (men: 14.10%, women: 9.20%). The statistical analysis showed significant differences in carotid atherosclerosis incidence between different genders (P<0.0001) and age groups (P<0.001). The decision tree analysis showed that in men, the most important traditional risk factors for carotid atherosclerosis were TC (cutpoint [CP]: 6.31 mmol/L) between the ages of 20-40 and FPG (CP: 5.79 mmol/L) between the ages of 41-59. By comparison, LDL-C (CP: 4.27 mmol/L) became the major risk factor when FPG ≤5.79 mmol/L. FPG (CP: 5.52 mmol/L) and TG (CP: 1.51 mmol/L) were the most important traditional risk factors for women between 20-40 and 41-59 years of age, respectively.

CONCLUSION

Traditional risk factors and relevant cutpoints were not identical in different genders and age groups. A specific gender and age group-based cutpoint strategy might contribute to preventing cardiovascular disease.