This page provides an independent statistical analysis and educational interpretation of publicly reported results. ClinicalTrials.gov provides the official trial registry record. Numerical trial results on this page are restricted to the results posted in the ClinicalTrials.gov record; calculations added by Clinical Biostats are labelled as such.
1. Trial at a Glance
This page covers the registry results for Buprenorphine Plus Baclofen to Increase Analgesia in Healthy Volunteers (NCT04251819), a randomized phase 2, phase 3 study. The primary outcome is Pain Threshold.
| Feature | Registry value |
|---|---|
| ClinicalTrials.gov identifier | NCT04251819 |
| Phase | Phase 2, Phase 3 |
| Condition | Acute Pain, Analgesia |
| Allocation | Randomized |
| Design model | Parallel |
| Masking | None (open label) |
| Enrollment | 19 |
| Arms in the primary outcome | 3 |
| Lead sponsor | University of Alabama at Birmingham |
| Results posted | Yes |
2. Clinical Question
Population
Healthy volunteers enrolled in a study of acute pain and analgesia. The registry record lists an enrollment of 19. It does not provide further eligibility details in the posted results.
Intervention
Participants were randomized to placebo, Baclofen 5mg, or Baclofen 10mg. The arm descriptions specify one dosage at the second study appointment. The study title and summary frame the question around baclofen and buprenorphine analgesia, but details of buprenorphine administration are not reported in the registry record.
Comparator
The placebo arm is the stated comparator for the two baclofen arms. The registry record describes a randomized, parallel-group design without masking.
Primary question
The primary outcome is pain threshold at baseline, measured in degrees Celsius. The study aimed to determine whether baclofen would enhance buprenorphine analgesia for acute pain in healthy volunteers. The posted outcome values describe the recorded baseline threshold; they do not, by themselves, answer whether an intervention changed pain threshold or enhanced analgesia.
The clinical question has two parts: whether the study’s intervention groups can be compared on the specified heat-pain measure, and whether those observations support a claim about enhanced analgesia. The registry names pain threshold as the primary outcome and provides a mean and standard deviation for each arm. It does not post an analysis comparing the arms, an estimate of the between-arm effect, or an inferential result. The available outcome values therefore support a descriptive account of the recorded measurements, not a conclusion about a treatment effect.
3. Trial Design
The registry record describes a randomized, open-label, parallel-group study in healthy volunteers, listed as phase 2 and phase 3. The study began on 2021-01-21, has a primary completion date of 2024-06-15, and is recorded as terminated. Enrollment is listed as 19. The reason for termination and the timing or circumstances of that decision are not reported in the registry record.
Three arms are listed: placebo, Baclofen 5mg, and Baclofen 10mg. Each arm description specifies one dose at the participant’s second study appointment. The registry record does not describe the allocation procedure beyond stating that allocation was randomized. It does not report whether allocation was concealed, how randomization was generated, or whether the arms were intended to be equal in size. Masking is listed as none, so the study is described as unmasked.
The posted baseline outcome counts are 6 in the placebo arm, 8 in Baclofen 5mg, and 5 in Baclofen 10mg. These are the counts associated with the reported primary outcome values. The registry does not provide a detailed participant-flow account explaining screening, enrollment, withdrawals, or whether all enrolled participants contributed to each outcome.
The title and brief summary describe a question about baclofen enhancing buprenorphine analgesia. The listed intervention names and arm descriptions, however, identify placebo and baclofen doses; further details of any buprenorphine administration or treatment schedule are not reported in the registry record. This limits how specifically the treatment contrast can be characterized from the posted information. The registry lists four secondary outcomes and 14 outcome measures, but no statistical analyses are posted.
4. Participant Flow and Accounting
The registry reports how participants moved through each stage of the study. All counts below are exactly as posted; missing counts are not inferred from other stages.
Overall Study
| Stage | Placebo | Baclofen 5mg | Baclofen 10mg |
|---|---|---|---|
| STARTED | 6 | 8 | 5 |
| COMPLETED | 6 | 8 | 5 |
| NOT COMPLETED | 0 | 0 | 0 |
5. Baseline Characteristics
The table reproduces the baseline characteristics posted in the registry, which describe the participants analysed at baseline and help show whether the randomized groups were comparable.
| Characteristic | Unit | Placebo | Baclofen 5mg | Baclofen 10mg | Total |
|---|---|---|---|---|---|
| Participants analysed | 6 | 8 | 5 | 38 | |
| Age, Continuous | years | 27.17 (SD 12.58) | 36.63 (SD 11.89) | 22.8 (SD 2.59) | 29.58 (SD 11.46) |
| Sex: Female, Male: Female | Participants | 2 | 8 | 2 | 12 |
| Sex: Female, Male: Male | Participants | 4 | 0 | 3 | 7 |
| Race (NIH/OMB): American Indian or Alaska Native | Participants | 1 | 0 | 0 | 1 |
| Race (NIH/OMB): Asian | Participants | 0 | 0 | 0 | 0 |
| Race (NIH/OMB): Native Hawaiian or Other Pacific Islander | Participants | 0 | 0 | 0 | 0 |
| Race (NIH/OMB): Black or African American | Participants | 0 | 2 | 0 | 2 |
| Race (NIH/OMB): White | Participants | 5 | 4 | 2 | 11 |
| Race (NIH/OMB): More than one race | Participants | 0 | 0 | 0 | 0 |
| Race (NIH/OMB): Unknown or Not Reported | Participants | 0 | 2 | 3 | 5 |
| Ethnicity (NIH/OMB): Hispanic or Latino | Participants | 0 | 0 | 0 | 0 |
| Ethnicity (NIH/OMB): Not Hispanic or Latino | Participants | 6 | 8 | 5 | 19 |
| Ethnicity (NIH/OMB): Unknown or Not Reported | Participants | 0 | 0 | 0 | 0 |
| Region of Enrollment: United States | Participants | 6 | 8 | 5 | 19 |
6. Primary Endpoint
The registry lists the primary outcome as Pain Threshold, measured over Baseline.
| Element | Registry entry |
|---|---|
| Result type | Mean |
| Measure of spread | Standard Deviation |
| Unit | Degrees Celsius |
| Endpoint classification | Continuous Endpoint |
The primary endpoint is pain threshold at baseline, summarized as a mean with standard deviation and measured in degrees Celsius. The record describes threshold as the intensity at which a stimulus is first perceived as painful. Heat is delivered by a computer-controlled thermal stimulation system using a 30 millimeter X 30 millimeter probe. Starting from 32 degrees Celsius, the probe temperature increases at .5 degrees Celsius/second until the participant presses a handheld button to indicate that the sensation first becomes painful.
A threshold measure translates a participant’s response to a standardized stimulus into a temperature at the point the stimulus is reported as painful. In general, this kind of continuous measure preserves more gradation than a simple yes-or-no outcome, while its interpretation depends on consistent stimulus delivery and participant response. The registry also mentions pain-rating scores from 0-100, but the named primary endpoint is pain threshold in degrees Celsius. Those are distinct descriptions and should not be treated as interchangeable measures.
The endpoint is recorded at baseline. That timing matters: baseline values characterize participants’ measurements at the stated time point, but they do not establish change after a dose. The registry record does not report a later primary-endpoint time point or a treatment-effect analysis for pain threshold.
7. Why No Re-analysis Is Shown
8. Statistical Interpretation
The registry posts baseline mean pain thresholds of 44.62 degrees Celsius for placebo, 45.11 degrees Celsius for Baclofen 5mg, and 43.56 degrees Celsius for Baclofen 10mg. The corresponding standard deviations are 2.13, 3.04, and 3.77. These are descriptive summaries of the participants with values reported in each arm. They are not estimates of a randomized treatment effect because the record does not provide an adjusted or unadjusted comparison between arms.
The arm counts associated with these summaries are 6, 8, and 5, respectively. With these small group counts, each mean describes a limited set of observations. A standard deviation describes the spread of individual observations around the mean; it does not indicate how certain the mean is, and it is not a confidence interval. No confidence intervals for the primary outcome are posted in the registry record.
The study question concerns whether baclofen enhances buprenorphine analgesia, but the posted primary measure is a baseline heat pain threshold. Without a reported post-intervention outcome or a comparison of changes, the baseline means cannot show whether the groups differed because of treatment. Random allocation can support a causal comparison when outcomes and analyses are properly reported, but randomization alone does not turn descriptive baseline values into evidence of an effect.
No analyses are posted for the registry outcomes. In particular, there is no reported p-value, confidence interval for a between-arm contrast, or model-based treatment estimate for the primary endpoint. The registry also notes that values are missing or not estimable for a two-arm comparison of the continuous endpoint. Consequently, the posted results do not support a conclusion about statistical significance or the magnitude and precision of an intervention effect.
The serious adverse event record lists one affected participant in the placebo group and none in either baclofen group. Other adverse events are also listed for one placebo participant and none in the baclofen groups; no deaths are listed. These counts are descriptive and do not provide a reliable comparative estimate of safety. The reported event information should be interpreted alongside the small arm counts and the absence of an inferential analysis.
The registry includes 14 outcome measures and four posted secondary outcomes, but provides no analysis results for them. Thus the amount of posted outcome data is not the same as the amount of evidence available for evaluating the study question. The numerical results describe recorded measurements and event counts; they do not establish whether baclofen did or did not enhance analgesia.
9. Statistical Methods Explained
The posted primary outcome is a continuous measurement summarized by its mean and standard deviation. This is a descriptive approach: the mean gives a measure of the center of the observed values, while the standard deviation describes their spread. Both summaries are reported separately for each arm. Neither one alone quantifies the difference between arms or the uncertainty in that difference.
What would an arm comparison estimate?
In general, a two-arm comparison for a continuous outcome estimates how far apart the groups are on the outcome scale, with uncertainty around that estimate. An unadjusted comparison uses the observed group summaries without accounting for other variables. An adjusted comparison may account for prespecified covariates, if an appropriate model and analysis plan are available. The registry record does not post an estimate of either type for this endpoint. It states that values are missing or not estimable for a two-arm comparison of the continuous endpoint, so no such recalculation is presented as a result.
How should uncertainty be understood?
In general, a confidence interval gives a range of values compatible with the data and the assumptions of the analysis. A narrow interval indicates greater precision than a wide interval, although an interval is not a guarantee that the true effect lies within it. The registry record does not report confidence intervals for the primary outcome or an interval for any between-arm effect. The standard deviations reported for each arm describe individual-level spread; they should not be read as confidence intervals or as a direct measure of the precision of a treatment comparison.
In general, a p-value measures how surprising data at least as inconsistent with a specified null hypothesis would be under the assumptions of a statistical model. It does not measure the probability that the null hypothesis is true, and it does not give the size or practical importance of an effect. No p-value or inferential test for the primary endpoint is posted. It would therefore be inappropriate to describe the observed means as statistically different or statistically equivalent.
What does randomization contribute?
In general, random allocation is used to make assigned groups comparable on average with respect to measured and unmeasured characteristics. It does not ensure that small groups will have identical baseline characteristics, and it does not replace a clearly defined analysis. The registry identifies the study as randomized, but details of sequence generation, allocation concealment, and the planned statistical analysis are not reported in the registry record. The study is also listed as having no masking. That design feature can matter for outcomes involving participant reports, because expectations or knowledge of assignment may influence responses; the record does not quantify whether that occurred.
How do the planning illustrations differ from observed results?
In general, sample-size planning asks how many participants would be needed to detect a specified effect under stated assumptions. The planning illustrations associated with the registry results are described as using a two-sided significance level of 0.05, equal allocation between two arms, and a normal approximation, with the target effect expressed as a fraction of the observed effect. They are not the trial’s own design justification, and their assumptions do not establish that the trial had a particular probability of detecting an effect. Such planning values are not observed power and should not be interpreted as a result of the trial.
Planning for equal allocation between two arms also differs from the three-arm structure described in the registry. The illustrations are theoretical planning scenarios, not evidence that the actual allocation, enrollment, or analysis followed those assumptions. The registry does not report the original sample-size justification or the planned effect size. No numerical planning result is used as an observed trial finding.
Why can small samples limit precision?
In general, smaller groups tend to yield less precise estimates than larger groups, all else being equal. The observed standard deviation and the number of observations both contribute to the uncertainty of a mean or contrast. A limited number of observations can also make estimates sensitive to individual values. The posted arm counts are small, but the registry does not provide confidence intervals or a model-based analysis that would quantify the resulting uncertainty for the treatment contrasts.
The registry has no posted analysis results for the primary endpoint, and no recalculated inferential result is available for the continuous comparison. The appropriate statistical reading is therefore descriptive: the means, standard deviations, and counts characterize the posted baseline data. They do not establish a treatment effect, a lack of effect, or equivalence between groups.
10. Confidence Intervals for Each Arm
No two-arm comparison is shown for this trial, but each arm's mean can be given with a t-based 95% confidence interval computed from the posted mean, spread and number of participants.
| Arm | Participants | Mean | Standard deviation | 95% CI for the mean |
|---|---|---|---|---|
| Placebo | 6 | 44.620 | 2.130 | 42.385 to 46.855 |
| Baclofen 5mg | 8 | 45.110 | 3.040 | 42.568 to 47.652 |
| Baclofen 10mg | 5 | 43.560 | 3.770 | 38.879 to 48.241 |
R code and output
arm <- c("Placebo", "Baclofen 5mg", "Baclofen 10mg")
n <- c(6, 8, 5)
m <- c(44.62, 45.11, 43.56)
sp <- c(2.13, 3.04, 3.77)
sd <- sp # posted standard deviations
for (i in seq_along(n)) {
se <- sd[i] / sqrt(n[i]); h <- qt(0.975, n[i] - 1) * se
cat(sprintf("CARM|%s|%d|%.3f|%.3f|%.3f|%.3f\n", arm[i], n[i], m[i], sd[i], m[i] - h, m[i] + h))
}
CARM Placebo 6 44.620 2.130 42.385 46.855
CARM Baclofen 5mg 8 45.110 3.040 42.568 47.652
CARM Baclofen 10mg 5 43.560 3.770 38.879 48.241
11. Multiplicity, Missing Data and Analysis Populations
The registry lists 14 outcome measures and four secondary outcomes: the Opioid Symptom Checklist, the 26-item Visual Analog Scale (VAS), the Drug Effects Questionnaire-5, and the 26-item Visual Analog Scale for “Subjective Drug Effects.” No analyses are posted for these outcomes or for the primary endpoint. The registry record does not report a multiplicity strategy, such as a prespecified hierarchy or adjustment for testing several outcomes. Without analysis results and a stated strategy, the risk of selective emphasis across multiple outcomes cannot be assessed from the registry information.
The record does not report how missing outcome values were handled, whether any imputation was used, or how incomplete observations were included in an analysis. It also does not report a primary analysis population, such as an intention-to-treat or per-protocol population. The posted primary-outcome counts therefore indicate how many observations accompany the reported arm summaries, but do not explain why other enrolled participants may not appear in those summaries.
Participant flow, reasons for missingness, and the timing of any withdrawals are not reported in the registry record. These details matter because missingness can affect both the number of observations and the interpretation of a group comparison. No conclusion about whether missing data could have biased an estimate is possible without information on the missingness pattern, handling decisions, and the underlying analysis.
12. Safety Results
The registry reports serious adverse events as affected participants divided by participants at risk.
| Arm | Participants with serious adverse events | Participants at risk | Percentage |
|---|---|---|---|
| Placebo | 1 | 6 | 16.7% |
| Baclofen 5mg | 0 | 8 | 0.0% |
| Baclofen 10mg | 0 | 5 | 0.0% |
Deaths
| Arm | Deaths (participants affected of at risk) |
|---|---|
| Placebo | 0 of 6 |
| Baclofen 5mg | 0 of 8 |
| Baclofen 10mg | 0 of 5 |
Other (non-serious) adverse events
Participants with at least one non-serious event at or above the registry's 0% reporting threshold.
| Arm | Participants affected of at risk |
|---|---|
| Placebo | 1 of 6 |
| Baclofen 5mg | 0 of 8 |
| Baclofen 10mg | 0 of 5 |
Most frequent serious adverse event terms
| Event term | Organ system | Placebo | Baclofen 5mg | Baclofen 10mg |
|---|---|---|---|---|
| Emergency Department Visit | Injury, poisoning and procedural complications | 1 of 6 | 0 of 8 | 0 of 5 |
Most frequent non-serious adverse event terms
| Event term | Organ system | Placebo | Baclofen 5mg | Baclofen 10mg |
|---|---|---|---|---|
| Buprenorphine Poisoning | Injury, poisoning and procedural complications | 1 of 6 | 0 of 8 | 0 of 5 |
Serious events with the highest arm-level rate: emergency department visit (16.7%).
The registry lists serious adverse events for one participant among 6 in the placebo group, none among 8 in the Baclofen 5mg group, and none among 5 in the Baclofen 10mg group. It lists no deaths in any arm. The serious-event term identified is Emergency Department Visit, with a reported value of 16.7%. These figures are event descriptions from the registry, not comparative safety estimates.
Other adverse events are listed for one participant in the placebo group and none in either baclofen group. The registry does not provide additional detail about event timing, severity beyond the serious-event classification, duration, relatedness to study treatment, or follow-up completeness. The posted group counts are small, so a count of zero means no event was recorded in that arm in these results; it does not establish that the underlying risk is zero.
In general, safety comparisons require attention to the number of people observed, duration of observation, definitions of events, and how events were collected. The registry record does not provide a statistical comparison or enough detail to estimate a precise difference in risk. These data should therefore be read as a limited account of recorded events, not as evidence that one arm is safer than another.
13. What the Result Does, and Does Not, Mean
The posted results establish that the registry contains baseline pain-threshold summaries for three randomized arms, along with limited adverse-event counts. The means and standard deviations describe the values recorded for participants in each arm. The counts show how many observations contributed to those particular summaries. They are useful for understanding what was recorded, but they do not answer the central treatment question on their own.
The primary outcome is specified at baseline, and no post-intervention primary outcome or between-arm analysis is posted. The record therefore does not show a treatment-related change in pain threshold. It also does not provide a statistical estimate of whether baclofen enhanced buprenorphine analgesia. Absence of a reported analysis is not evidence that the groups were the same, just as descriptive differences in group means are not evidence that an intervention caused a difference.
The registry record also does not establish equivalence, non-inferiority, or a lack of effect. Those conclusions require a suitable design and analysis, with an estimate and uncertainty evaluated against a defined criterion. No such comparison or criterion is posted for this endpoint. The outcome summaries should not be used as a substitute for that missing inferential evidence.
Likewise, the small number of recorded adverse events does not establish safety or a comparative safety advantage. The event counts can be reported descriptively, but the registry does not provide the detail or analysis needed to make a precise comparison. The study is recorded as terminated, but the reason for termination is not reported in the registry record, so its status should not be taken as an explanation of the outcome data.
The most defensible reading is narrow: the posted record describes baseline heat pain threshold and adverse events in a small randomized study, while leaving the intervention-effect question unresolved in the registered results. Further interpretation would require outcome timing, analysis methods, missing-data information, and between-arm estimates that are not reported in the registry record.
14. Why This Trial Matters Statistically
This trial is statistically instructive because a randomized design and numerical arm summaries can appear informative while still leaving the main causal question unanswered. Randomization is important for a valid comparison, but a treatment effect is learned from an appropriate outcome contrast, not from group-specific means alone. Here the primary endpoint is recorded at baseline, and the registry posts no inferential analysis for it.
The distinction between descriptive and inferential statistics is especially important when group counts are limited. A mean and standard deviation provide a compact description of observed data. They do not reveal how precise a between-arm effect would be, whether an observed contrast is compatible with chance variation, or whether the contrast is large enough to matter. Confidence intervals and a clearly specified comparison would be needed to address uncertainty, but they are not reported in the registry record.
The registry also illustrates why outcome reporting and analysis planning matter when a study lists multiple measures. Four secondary outcomes and 14 outcome measures appear in the record, while no analyses are posted. Without the analysis plan, multiplicity approach, missing-data methods, and defined analysis population, readers cannot evaluate how the results were selected or how robust any conclusion might be.
Finally, planning calculations and observed trial evidence answer different questions. Planning illustrations under stated assumptions do not establish that the enrolled study was adequately sized, nor do they give the probability that the observed result is true. Separating those concepts helps prevent an intended design scenario from being mistaken for an empirical result. The central statistical lesson is to distinguish study structure, outcome description, and evidence from a treatment comparison.
15. Limitations
- The posted summary statistics are the only data these results rest on; patient-level data, full protocols and statistical analysis plans are not available.
- Recalculated results are simple, unadjusted calculations from posted summaries. They do not replace the sponsor's prespecified analysis.
The registry record leaves important design and reporting details unspecified. Although the study is listed as randomized and unmasked, the method of sequence generation and allocation concealment is not reported. The record does not provide a detailed protocol, analysis plan, or sample-size justification. The reason for the terminated status is also not reported, so the status alone cannot explain whether or how study conduct or reporting was affected.
The primary endpoint is listed at baseline, and no later primary-outcome result or treatment contrast is posted. This makes the available endpoint values unsuitable for answering whether an intervention changed heat pain threshold. Although the study title and summary refer to buprenorphine analgesia, the listed arm descriptions specify placebo or a baclofen dose at the second appointment; further details of buprenorphine administration are not reported in the registry record.
There are no posted statistical analyses, confidence intervals, or p-values. Handling of missing data, participant flow, analysis populations, outcome timing beyond the stated baseline, and multiplicity procedures are not reported. The primary-outcome group counts are limited, and the record does not show whether participants without posted values differed from those with values.
The safety information is also sparse: event counts are posted, but further event details and an inferential comparison are not. Taken together, these limitations constrain interpretation to the descriptive information in the registry; they do not justify claims about efficacy, absence of effect, or comparative safety.
16. Related Tutorials
17. Related Statistical Calculators
18. Sources
- ClinicalTrials.gov: Buprenorphine Plus Baclofen to Increase Analgesia in Healthy Volunteers — NCT04251819.
- Registry record last updated 2026-01-07; status last verified 2025-10.
- Results first posted 2026-01-07.
- Data retrieved from ClinicalTrials.gov on 2026-11-09.
- Group sizes, means, event counts and sponsor-reported p-values are reproduced as posted. Effect estimates, confidence intervals and p-values not attributed to the sponsor are independently calculated from the posted summary statistics.
Continue through the Clinical Biostats statistical pathway
Use this trial's endpoint as a starting point for deeper study of effect measures, confidence intervals, and sample-size planning.
19. Record Summary
The registry describes a randomized, unmasked, parallel-group study of placebo and Baclofen 5mg or Baclofen 10mg in healthy volunteers. It is listed as phase 2 and phase 3, with enrollment of 19, and is recorded as terminated. The study question concerns whether baclofen enhances buprenorphine analgesia for acute pain.
The primary outcome is baseline heat pain threshold in degrees Celsius, summarized by arm as a mean and standard deviation. The record posts outcome counts of 6 for placebo, 8 for Baclofen 5mg, and 5 for Baclofen 10mg. No analyses are posted, and the registry does not provide a between-arm estimate for the primary endpoint. It also lists four secondary outcomes and 14 outcome measures.
One serious adverse event is listed in the placebo arm and none in the baclofen arms; no deaths are listed. The posted information supports a descriptive account of the recorded outcomes and events, but does not establish an intervention effect or a comparative safety result.