Minimizing imbalances on patient characteristics between treatment groups in randomized trials using classification tree analysis

Maximum Accuracy Machine Learning Statistical Analysis-A Novel Approach

Logistic regression is a statistical tool of paramount significance in the field of epidemiology¹ and ranks as one of the most frequently published multivariable analyses for designs involving a single binary dependent variable and one or more independent variables in the fields of public health^2,3 and medical⁴ research.

Acupuncture combined with opioids for cancer pain: a pilot pragmatic randomized controlled trial

OBJECTIVE

Given the existing evidence for the analgesic effect of acupuncture, the current study aimed to assess whether acupuncture could be feasible and manageable as an adjunctive therapy for cancer pain in a real-world hospital setting.

METHODS

Thirty patients in an Oncology department with moderate or severe pain were recruited and randomized to an adjunctive acupuncture group or control group, who received pharmacotherapy for pain management without acupuncture. The duration of the treatment course was 1 week with a 2-week follow-up. In total, four acupuncture sessions were administered, on days 1/2/4/6 of the trial. Pain intensity was measured using a numerical rating scale (NRS) and the daily opioid dose was recorded.

RESULTS

The overall trends favored acupuncture for both pain intensity and daily opioid consumption. The proportion of participants experiencing at least a 2-point reduction in the NRS at the end of the treatment was 93% (n = 14/15) for the acupuncture group and 57% (n = 8/14) for the control group (risk difference (RD) 36.1%, 95% confidence interval (CI) [7.4%-65.0%]; relative risk (RR) 1.63, 95% CI [1.02-2.62]; p = 0.04). There were no serious adverse events and no dropouts during the treatment.

CONCLUSION

This pilot study showed that adding acupuncture to routine analgesia for patients with cancer pain was feasible and acceptable to patients. The clinical effects of adding acupuncture as an adjunctive therapy need to be further evaluated.

CLINICAL TRIAL REGISTRATION NUMBER

ChiCTR1800017023 (Chinese Clinical Trial Registry).