This health outcomes analysis based on data from a randomized, double-blind, placebo-controlled trial determined dose-response relationship between opioid use and related symptoms. All patients received intravenous fentanyl on demand for pain predischarge, and oral acetaminophen 500 mg/hydrocodone 5 mg every 4–6 hours as needed postdischarge for up to 7 days postsurgery. Patients completed an opioid-related Symptom Distress Scale (SDS) questionnaire every 24 hours postdischarge for 7 days, which assessed 12 opioid-related symptoms by 3 ordinal measures: frequency, severity, and bothersomeness. Clinically meaningful events (CMEs) were defined based on the responses to this questionnaire. Opioid use was converted to morphine equivalent dose (MED). The dose-response relationship between composite SDS scores and MED on Day 1, on Days 0 and 1, and on Days 1–4, was assessed. SDS scores for all 12 symptoms within the 3 dimensions were significantly associated with MED on Day 1 ( F-value = 1.56; P = 0.04), as well as cumulative MED used on Days 0 and 1 ( F-value = 1.85; P<0.01). Patients with a specific CME used a higher MED than those without a CME on Day 1 ( P<0.001). Between Days 1 and 4, patients with a higher number of patient-CME-days used a significantly higher MED. Regression analyses suggested that once the MED reached a threshold, approximately every 4 mg increase in MED was related to 1 additional patient-CME-day ( P<0.01). A dose-response relationship empirically exists between MED and directly assessed opioid-related CMEs after ambulatory laparoscopic cholecystectomy. Once daily MED reaches a threshold, every 3–4 mg increase will be associated with 1 additional clinically meaningful opioid-related symptom, or 1 additional patient-day with an opioid-related CME.