Observational studyAnesthesia and analgesia2020
Prediction of Opioid-Induced Respiratory Depression on Inpatient Wards Using Continuous Capnography and Oximetry: An International Prospective, Observational Trial.
Observational study in Anesthesia and analgesia, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 9 registered trials, which are not on this map. Cited by 79 papers, 6 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Regional Nerve Blocks to Improve Analgesia and Recovery in Older Adults Undergoing Spinal Fusion
Advanced Prediction of Respiratory Depression Episode With the Linshom Continuous Predictive Respiratory Sensor
Reboxetine for Obstructive Sleep Apnoea After Upper Airway Surgery: a Randomised, Double-blind, Placebo-controlled Study
Linshom Continuous Predictive Respiratory Monitor (CPRM) for Prediction of Patient Respiratory Decline
Feasibility and Acceptability of Transcutaneous Electrical Stimulation for Apnea Detected by Capnography (TESCapno): A Pilot Randomized Controlled Trial
Wearable Wireless Respiratory Monitoring System That Detects and Predicts Opioid Induced Respiratory Depression
Application of Real-Time End-Tidal Carbon Dioxide Monitoring in Painless Gastrointestinal Endoscopy
Reminder-enhanced Incentive Spirometry Evaluation (RISE)
Effects of Oliceridine Versus Sufentanil Analgesia on Incidence of Postoperative Respiratory Depression in Patients at High-Risk of Obstructive Sleep Apnea: A Prospective Cohort Study
Who cites it
79 citing papers in PubMed, 6 syntheses or guidelines pooled it, 205 citations in OpenAlex.
- Predictive Models for Identifying Adult Patients at High Risk of Developing Opioid-Related Harms: a Systematic Review.Drug safety · 2025Pooled it
- Pooled it
- Sensitivity and specificity of International Classification of Diseases algorithms (ICD-9 and ICD-10) used to identify opioid-related overdose cases: A systematic review and an example of estimation using Bayesian latent class models in the absence of gold standards.Canadian journal of public health = Revue canadienne de sante publique · 2024Pooled it
- PeriOperative Quality Initiative (POQI) international consensus statement on perioperative arterial pressure management.British journal of anaesthesia · 2024Guideline
- Predicting adverse drug event using machine learning based on electronic health records: a systematic review and meta-analysis.Frontiers in pharmacology · 2024Pooled it
- Oliceridine for the Management of Moderate to Severe Acute Postoperative Pain: A Narrative Review.Drug design, development and therapy · 2023Pooled it
- Effects of fentanyl on diaphragm muscle force in patients undergoing knee arthroplasty: a randomised double-blind clinical trial.British journal of anaesthesia · 2026Trial
- Continuous vs Intermittent Postoperative Vital Sign Monitoring: A Cluster Randomized Crossover Trial.JAMA network open · 2026Trial
- Oliceridine versus Sufentanil for Postoperative Recovery and Opioid-Related Adverse Events in Patients Undergoing Thoracoscopic Lobectomy: A Randomized Double-Blind Controlled Trial.Drug design, development and therapy · 2026Trial
- Respiratory depression in women receiving propofol/esketamine versus propofol/fentanyl for abortion surgery or curettage: a randomized clinical trial.Annals of medicine · 2025Trial
- Effect of pretreatment with low-dose Esketamine on the Propofol requirements and the onset time of cisatracurium during the induction of general anesthesia: a prospective, randomized, double-blinded trial.BMC anesthesiology · 2025Trial
- Morphine and hydromorphone pharmacokinetics in human volunteers: population-based modelling of interindividual and opioid-related variability.British journal of anaesthesia · 2025Trial
- A Comparative Evaluation of the Safety and Efficacy of Oliceridine and Sufentanil in Gastrointestinal Endoscopy: A Single-Center, Randomized Controlled Trial.Drug design, development and therapy · 2025Trial
- Remimazolam-etomidate versus remimazolam-propofol for gastrointestinal endoscopy: A randomized controlled trial.PloS one · 2025Trial
- Morphine and Hydromorphone Effects, Side Effects, and Variability: A Crossover Study in Human Volunteers.Anesthesiology · 2023Trial
- Development and validation of a risk-score model for opioid overdose using a national claims database.Scientific reports · 2022Trial
- Postoperative respiratory state assessment using the Integrated Pulmonary Index (IPI) and resultant nurse interventions in the post-anesthesia care unit: a randomized controlled trial.Journal of clinical monitoring and computing · 2021Trial
- Associations Between Opioid Timing and Postoperative Desaturation Burden Following Metabolic Bariatric Surgery.Obesity surgery · 2026Article
- Article
- Opioid-specific risk of respiratory depression in non-cancer pain: a retrospective cohort study.BMC medicine · 2026Article
19 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
29 authors at 15 institutions in 8 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundOpioid-related adverse events are a serious problem in hospitalized patients. Little is known about patients who are likely to experience opioid-induced respiratory depression events on the general care floor and may benefit from improved monitoring and early intervention. The trial objective was to derive and validate a risk prediction tool for respiratory depression in patients receiving opioids, as detected by continuous pulse oximetry and capnography monitoring.
methodsPRediction of Opioid-induced respiratory Depression In patients monitored by capnoGraphY (PRODIGY) was a prospective, observational trial of blinded continuous capnography and oximetry conducted at 16 sites in the United States, Europe, and Asia. Vital signs were intermittently monitored per standard of care. A total of 1335 patients receiving parenteral opioids and continuously monitored on the general care floor were included in the analysis. A respiratory depression episode was defined as respiratory rate ≤5 breaths/min (bpm), oxygen saturation ≤85%, or end-tidal carbon dioxide ≤15 or ≥60 mm Hg for ≥3 minutes; apnea episode lasting >30 seconds; or any respiratory opioid-related adverse event. A risk prediction tool was derived using a multivariable logistic regression model of 46 a priori defined risk factors with stepwise selection and was internally validated by bootstrapping.
resultsOne or more respiratory depression episodes were detected in 614 (46%) of 1335 general care floor patients (43% male; mean age, 58 ± 14 years) continuously monitored for a median of 24 hours (interquartile range [IQR], 17-26). A multivariable respiratory depression prediction model with area under the curve of 0.740 was developed using 5 independent variables: age ≥60 (in decades), sex, opioid naivety, sleep disorders, and chronic heart failure. The PRODIGY risk prediction tool showed significant separation between patients with and without respiratory depression (P < .001) and an odds ratio of 6.07 (95% confidence interval [CI], 4.44-8.30; P < .001) between the high- and low-risk groups. Compared to patients without respiratory depression episodes, mean hospital length of stay was 3 days longer in patients with ≥1 respiratory depression episode (10.5 ± 10.8 vs 7.7 ± 7.8 days; P < .0001) identified using continuous oximetry and capnography monitoring.
conclusionsA PRODIGY risk prediction model, derived from continuous oximetry and capnography, accurately predicts respiratory depression episodes in patients receiving opioids on the general care floor. Implementation of the PRODIGY score to determine the need for continuous monitoring may be a first step to reduce the incidence and consequences of respiratory compromise in patients receiving opioids on the general care floor.
Indexed as
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.