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 A Study to Measure Stomach Emptying in Overweight Non-diabetic and Diabetic Participants Using Tirzepatide (NCT04407234), a na phase 1 study. The primary outcome is Pharmacokinetics (PK): Area Under the Concentration Time Curve From Time Zero to Time T, Where T is the Last Time Point With a Measurable Concentration [ AUC(0-tlast)] of Acetaminophen.
| Feature | Registry value |
|---|---|
| ClinicalTrials.gov identifier | NCT04407234 |
| Phase | Phase 1 |
| Condition | Overweight, Obesity, Diabetes Mellitus, Type 2 |
| Allocation | Not applicable (single group) |
| Design model | Single Group |
| Masking | None (open label) |
| Enrollment | 36 |
| Arms in the primary outcome | n/a |
| Lead sponsor | Eli Lilly and Company |
| Results posted | Yes |
2. Clinical Question
The study asks how acetaminophen exposure, used in the context of assessing stomach emptying, is characterized during tirzepatide treatment in overweight or obese participants without diabetes and in those with type 2 diabetes. Its primary endpoint is acetaminophen area under the concentration-time curve from dosing to the last time point with a measurable concentration, reported as a geometric mean with a 90% confidence interval.
Population
Overweight or obese participants, including participants without diabetes and participants with type 2 diabetes. The primary endpoint population is described as randomized participants who received at least one dose of acetaminophen and had evaluable acetaminophen pharmacokinetic data.
Intervention
Tirzepatide was administered subcutaneously with doses of 5mg on Day 1 and Day 8, 10 mg on Day 15, 22 and 29, and 15 mg on Day 36. Acetaminophen was administered orally on Day -1, Day 2 and Day 37.
Comparator
The registry describes a single-group study with no masking and no randomized control comparison. The non-diabetic and T2DM groups are participant categories, not a like-for-like randomized treatment contrast.
Primary question
What acetaminophen AUC(0-tlast) is observed at the specified post-dose sampling times in this study? Numerical endpoint results are not reported in the registry record, so the size and precision of the observed exposure cannot be assessed from the record.
3. Trial Design
This completed phase 1 study enrolled 36 participants and is described as a single-group study with allocation recorded as NA and masking recorded as none. It included overweight or obese participants without diabetes and overweight or obese participants with type 2 diabetes. The registry record does not describe a randomized treatment comparison; the two diabetes-status categories should therefore not be read as treatment and control arms.
The intervention description combines tirzepatide and acetaminophen. Participants received 5mg tirzepatide on Day 1 and Day 8, 10 mg on Day 15, 22 and 29, and 15 mg on Day 36 by subcutaneous administration. Oral acetaminophen was given on Day -1, Day 2 and Day 37. The registry describes the study as lasting about 13 weeks for each participant, including screening.
The recorded start date is 2020-09-15, the primary completion date is 2021-01-07, and the study status is completed. Those dates describe the study record, not the timing of individual participants’ assessments. The registry does not report a control group receiving a different treatment, nor does it describe masking. The design therefore provides pharmacokinetic observations under the listed dosing schedule, but does not by itself establish a randomized contrast between tirzepatide and another treatment.
The primary endpoint population is defined as randomized participants who received at least one dose of acetaminophen and had evaluable acetaminophen pharmacokinetic data. Although that wording includes “randomized participants,” the registry’s design fields identify allocation as NA and the study model as single group. Further details reconciling that wording are not reported in the registry record.
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 | Non-Diabetic | Type 2 Diabetes Mellitus (T2DM) |
|---|---|---|
| STARTED | 18 | 18 |
| Received at Least One Dose of Study Drug | 18 | 18 |
| COMPLETED | 15 | 15 |
| NOT COMPLETED | 3 | 3 |
Reasons for not completing this period:
| Reason | Non-Diabetic | Type 2 Diabetes Mellitus (T2DM) |
|---|---|---|
| Adverse Event | 3 | 3 |
Analysis population for the primary outcome, as defined in the registry: All randomized participants who received at least one dose of acetaminophen and have evaluable acetaminophen PK data.
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.
Population: All randomized participants who received at least one dose of study drug.
| Characteristic | Unit | Non-Diabetic | T2DM | Total |
|---|---|---|---|---|
| Participants analysed | 18 | 18 | 36 | |
| Age, Continuous | years | 43.9 (SD 10.8) | 56.2 (SD 5.5) | 50.1 (SD 10.5) |
| Sex: Female, Male: Female | Participants | 10 | 13 | 23 |
| Sex: Female, Male: Male | Participants | 8 | 5 | 13 |
| Ethnicity (NIH/OMB): Hispanic or Latino | Participants | 18 | 18 | 36 |
| Ethnicity (NIH/OMB): Not Hispanic or Latino | Participants | 0 | 0 | 0 |
| Ethnicity (NIH/OMB): Unknown or Not Reported | Participants | 0 | 0 | 0 |
| Race (NIH/OMB): American Indian or Alaska Native | Participants | 0 | 0 | 0 |
| Race (NIH/OMB): Asian | Participants | 0 | 0 | 0 |
| Race (NIH/OMB): Native Hawaiian or Other Pacific Islander | Participants | 0 | 0 | 0 |
| Race (NIH/OMB): Black or African American | Participants | 4 | 2 | 6 |
| Race (NIH/OMB): White | Participants | 14 | 16 | 30 |
| Race (NIH/OMB): More than one race | Participants | 0 | 0 | 0 |
| Race (NIH/OMB): Unknown or Not Reported | Participants | 0 | 0 | 0 |
| Region of Enrollment: United States | Participants | 18 | 18 | 36 |
6. Primary Endpoint
The registry lists the primary outcome as Pharmacokinetics (PK): Area Under the Concentration Time Curve From Time Zero to Time T, Where T is the Last Time Point With a Measurable Concentration [ AUC(0-tlast)] of Acetaminophen, measured over Pre-dose, 0.5, 0.75, 1, 2, 3, 4, 6, 9, 12, 24 and 36 hours post-dose on Day 1, Day 2 and Day 37 , Day 2 and Day 37.
| Element | Registry entry |
|---|---|
| Result type | Geometric Mean |
| Measure of spread | 90% Confidence Interval |
| Unit | nanograms*hours per milliliter (ng*h/mL) |
| Endpoint classification | not reduced to a single comparison |
The primary endpoint is acetaminophen AUC(0-tlast): the area under the concentration-time curve from time zero through the last time point at which acetaminophen concentration was measurable. It is expressed in nanograms*hours per milliliter (ng*h/mL), and the registry specifies a geometric mean with a 90% confidence interval. Concentration sampling is scheduled pre-dose and at 0.5, 0.75, 1, 2, 3, 4, 6, 9, 12, 24 and 36 hours post-dose on Day 1, Day 2 and Day 37.
As a general pharmacokinetic concept, an area under a concentration-time curve captures exposure across a sampling period, rather than describing concentration at only one moment. In this study, acetaminophen exposure is relevant to the stated interest in stomach emptying because the endpoint follows acetaminophen concentrations after dosing. The record does not give a direct stomach-emptying measurement or explain a specific conversion from acetaminophen exposure to a rate of emptying.
A geometric mean is a summary suited to measurements that are positive and may vary multiplicatively. A confidence interval conveys uncertainty around an estimate under the analysis assumptions; it is not a range containing every participant’s measurement. The record gives the endpoint definition and summary format, but numerical estimates and interval limits are not reported in the registry record. Consequently, the observed exposure and its precision cannot be described from the available endpoint information.
7. Why No Re-analysis Is Shown
8. Statistical Interpretation
The posted study information identifies an acetaminophen pharmacokinetic endpoint collected in the context of a tirzepatide dosing schedule. It specifies AUC(0-tlast), a geometric mean, a 90% confidence interval, and the planned sampling times. However, numerical primary endpoint estimates are not reported in the registry record. There is therefore no posted estimate from which to describe the observed acetaminophen exposure, and no interval limits with which to assess its precision.
The study includes participants without diabetes and participants with type 2 diabetes, but the record describes a single-group model and no randomized control comparison. Group membership by diabetes status does not create a randomized treatment contrast. The record lists secondary outcomes for HbA1c by diabetic status and acetaminophen pharmacokinetic measures by diabetic status, including AUC(0-tlast) and Cmax. Their numerical results are not reported in the registry record, so the degree of similarity or difference between the participant categories cannot be assessed.
In general, a confidence interval gives a range of estimates compatible with the observed data and the statistical procedure, subject to the assumptions of that procedure. A narrower interval generally indicates greater precision than a wider interval. Because neither the estimate nor interval limits are available in the registry record, neither the magnitude nor the precision of this endpoint can be evaluated. The specified 90% confidence level describes the intended uncertainty summary; it does not substitute for the missing estimate.
The record includes safety counts separately for non-diabetic and T2DM participants. It reports no serious adverse events and no deaths in either group, and reports other adverse events in each group. These counts describe the entries in the registry; they are not evidence of comparative safety because the study does not have a like-for-like randomized control comparison. The registry does not provide event-term detail for serious adverse events.
These details allow a reader to identify the study question, dosing schedule, endpoint definition and broad design. They do not allow a conclusion about the numerical pharmacokinetic result, a treatment effect relative to a control, or the clinical importance of any change in stomach emptying. Such conclusions would require outcome results and an appropriate interpretation of the study’s design and analysis, neither of which can be reconstructed from the endpoint description alone.
9. Statistical Methods Explained
The statistical information in the registry record is limited to the endpoint summary format, sampling schedule and analysis population wording. It identifies a geometric mean and a 90% confidence interval for acetaminophen AUC(0-tlast). It does not report the numerical estimate, interval limits, a detailed statistical analysis plan, or the model used to produce the summary. The concepts below explain the stated methods generally; they should not be taken as claims about unreported procedures in this study.
What does AUC(0-tlast) represent?
As a general pharmacokinetic measure, area under the concentration-time curve represents accumulated drug concentration across time. AUC(0-tlast) covers the period from time zero to the last measured time point with a measurable concentration. It is distinct from Cmax, which describes the maximum measured concentration, and from a single concentration at a specified sampling time. In this study the AUC is for acetaminophen, not a direct numeric measure of stomach emptying.
The registry lists pre-dose and post-dose sampling times on Day 1, Day 2 and Day 37. Such concentration measurements supply the time profile from which a pharmacokinetic exposure summary can be obtained. The available record does not give participant-level concentrations, the observed AUC values, or detail about handling measurements below the assay’s measurable range. Those details are not reported in the registry record.
Why report a geometric mean?
In general, pharmacokinetic measurements can be right-skewed: a smaller number of relatively high measurements can extend the upper tail. A geometric mean summarizes multiplicative rather than additive variation and is often useful for positive measurements with that pattern. It is commonly calculated by taking the mean on a logarithmic scale and transforming the result back to the original scale. The registry identifies the geometric mean as the summary, but does not describe the transformation or calculation procedure used for this analysis.
A geometric mean is not the same quantity as an arithmetic mean. It should be interpreted in light of the scale and distribution of the measurement, and it does not imply that every participant had a value near that summary. The record does not include a distribution plot, participant-level results or other descriptive statistics from which to evaluate the spread of individual AUC values.
How should a 90% confidence interval be understood?
Generally, a confidence interval describes uncertainty around an estimated quantity under a statistical procedure and its assumptions. With repeated use of the same procedure under those assumptions, intervals constructed in this way would cover the target quantity at the stated confidence level in the long run. A confidence interval does not mean that a stated fraction of individual participants’ measurements lie inside its limits. Nor does it describe the range of outcomes expected for a future participant.
The registry specifies a 90% confidence interval, but does not report its limits or explain the calculation method. Without those limits, readers cannot judge whether the estimate is precise or imprecise. The confidence level alone does not establish that an observed effect is important, nor does it provide evidence of a difference between groups.
Why can over-dispersion matter?
In general, over-dispersion occurs when observed variability is greater than a statistical model assumes. If a model understates variability, standard errors and confidence intervals may be too small, making results appear more precise than they are. A method that accounts for extra variation can better reflect uncertainty when its assumptions are appropriate. The registry record does not report whether over-dispersion was assessed or whether any adjustment was used; no such procedure can be inferred from the endpoint summary format.
What can be inferred from the analysis population?
The primary endpoint population is described as all randomized participants who received at least one dose of acetaminophen and have evaluable acetaminophen pharmacokinetic data. This wording identifies conditions for inclusion in the endpoint analysis: participants must have received acetaminophen and have usable pharmacokinetic data. It does not specify how many participants met those conditions, how missing measurements were handled, or whether participants were excluded for other reasons.
The phrase “randomized participants” appears in the endpoint population wording, while the design fields identify allocation as NA and the model as single group. The registry record does not explain this difference in wording. It also does not give enough detail to establish whether a separate analysis population was used for each endpoint or participant category.
What does the design permit?
As a general design principle, a randomized control comparison can support an estimate of a treatment contrast when allocation and analysis are appropriate. The record describes no like-for-like randomized control comparison. Its pharmacokinetic summaries, if reported, would therefore describe measurements in the study population under the listed dosing conditions; they would not, on their own, quantify a randomized treatment effect against a control.
The registry does not report the statistical analysis plan, any interim analyses, a sample-size justification, or details of model diagnostics. The method statements are limited to what the record explicitly identifies and general explanations of the named statistical concepts.
10. Multiplicity, Missing Data and Analysis Populations
The registry lists seven outcome measures and twelve analyses. These counts indicate that several outcomes or analysis entries were registered, but the record does not describe how statistical multiplicity was handled. In general, assessing many outcomes or comparisons can raise the chance of observing at least one apparently notable result by chance. Common approaches include prespecifying a primary analysis or adjusting inference across a family of tests, but the registry does not say whether such an approach was used. It would be inappropriate to infer a correction, hierarchy or testing strategy from the number of listed analyses.
The primary outcome is identified as acetaminophen AUC(0-tlast), with a geometric mean and 90% confidence interval. Numerical results for that endpoint are not reported in the registry record. The record also lists secondary measures, including HbA1c by diabetic status and acetaminophen AUC(0-tlast) and Cmax by diabetic status. Their numerical results and any inferential comparisons are not reported in the registry record.
The stated primary analysis population requires receipt of at least one acetaminophen dose and evaluable acetaminophen pharmacokinetic data. The record does not report the number of participants with evaluable data, the amount or pattern of missing data, or the procedures used to address missing measurements. It does not explain whether a participant with incomplete sampling could contribute to an endpoint calculation, or how observations that could not be measured were treated.
The detailed statistical analysis plan, sample-size justification, and any interim analysis procedures are not reported in the registry record. Without those details and numerical endpoint results, readers cannot evaluate the prespecification of analyses, the impact of missingness, or the multiplicity implications of the listed outcomes.
11. 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 |
|---|---|---|---|
| Non-diabetic | 0 | 18 | 0.0% |
| T2DM | 0 | 18 | 0.0% |
Deaths
| Arm | Deaths (participants affected of at risk) |
|---|---|
| Non-diabetic | 0 of 18 |
| T2DM | 0 of 18 |
Other (non-serious) adverse events
Participants with at least one non-serious event at or above the registry's 5% reporting threshold.
| Arm | Participants affected of at risk |
|---|---|
| Non-diabetic | 16 of 18 |
| T2DM | 16 of 18 |
Most frequent non-serious adverse event terms
| Event term | Organ system | Non-diabetic | T2DM |
|---|---|---|---|
| Nausea | Gastrointestinal disorders | 7 of 18 | 14 of 18 |
| Decreased appetite | Metabolism and nutrition disorders | 16 of 18 | 4 of 18 |
| Abdominal distension | Gastrointestinal disorders | 6 of 18 | 8 of 18 |
| Vomiting | Gastrointestinal disorders | 3 of 18 | 7 of 18 |
| Constipation | Gastrointestinal disorders | 4 of 18 | 2 of 18 |
| Dyspepsia | Gastrointestinal disorders | 1 of 18 | 4 of 18 |
| Back pain | Musculoskeletal and connective tissue disorders | 1 of 18 | 4 of 18 |
| Headache | Nervous system disorders | 3 of 18 | 2 of 18 |
| Gastrooesophageal reflux disease | Gastrointestinal disorders | 4 of 18 | 0 of 18 |
| Fatigue | General disorders | 1 of 18 | 3 of 18 |
The registry reports safety counts separately for the Non-diabetic and T2DM groups. For serious adverse events, it records 0 affected among 18 at risk in each group. Deaths are also recorded as 0 in each group. For other adverse events, it records 16 affected among 18 at risk in each group. These figures describe the registry’s recorded counts; they do not establish that the event experience was identical across all participants or that the study was designed to compare safety between groups.
The serious-event terms list is empty in the registry record. That means no serious adverse-event terms are listed there; it does not provide descriptive detail about the other adverse events. The record does not give the event names, severity, timing, duration, relation to study treatment, or participant-level overlap between categories. The counts should not be added across groups, and the record does not establish whether a participant could contribute to more than one event category.
In general, adverse-event counts are descriptive safety information. A zero recorded count in a study group does not demonstrate that an event cannot occur, and counts from a single-group study do not supply a randomized treatment comparison. The posted safety figures should therefore be read as registry entries for the participants at risk, with the stated limitations on event detail and comparative interpretation.
12. What the Result Does, and Does Not, Mean
The registry record describes a study of acetaminophen pharmacokinetics during a tirzepatide dosing schedule in overweight or obese participants without diabetes and participants with type 2 diabetes. It specifies the primary endpoint, its units, summary type, confidence level and sampling times. Those details make the intended measurement understandable, but they do not reveal the observed result: numerical estimates and confidence interval limits are not reported in the registry record.
Accordingly, the record does not establish the magnitude or precision of acetaminophen exposure in this study. It also does not provide numerical results that would allow readers to assess differences in pharmacokinetic measures by diabetic status. Since the study is described as a single group, with no randomized control comparison, it cannot be read as a randomized estimate of tirzepatide versus another treatment. The diabetes-status categories are not substitutes for such a comparison.
The endpoint concerns acetaminophen exposure over a sampling interval. While the study title and purpose concern stomach emptying, the primary outcome as registered is a pharmacokinetic summary, not a direct numerical stomach-emptying measurement. The registry record does not explain how the AUC result should be translated into a specific amount or rate of stomach emptying. A mechanistic or clinical conclusion cannot be derived from the endpoint definition alone.
The safety information indicates that no serious adverse events and no deaths were recorded in either group, while other adverse events were recorded. Those counts are descriptive and lack event-term detail. They do not demonstrate comparative safety or establish what would happen in a different population or treatment setting.
Overall, the record documents a study question and its measurement framework, but does not report the primary numerical outcome needed to interpret the observed pharmacokinetic result. It should not be used to claim that tirzepatide did or did not alter stomach emptying, or to draw conclusions about clinical benefit or harm.
13. Why This Trial Matters Statistically
This study is statistically interesting because its stated scientific interest—stomach emptying—is represented through a pharmacokinetic endpoint for acetaminophen. That distinction matters when interpreting the outcome. AUC(0-tlast) summarizes acetaminophen concentration over time; it is not itself a direct measure of stomach-emptying rate. Understanding what a measurement represents is essential before treating it as evidence about a broader physiological question.
The record also illustrates the importance of separating design structure from participant categories. It includes non-diabetic and T2DM groups, but describes a single-group model and no randomized control comparison. These categories may be relevant to describing or stratifying pharmacokinetic results, yet their presence does not create a randomized contrast. A reader must avoid interpreting group labels as treatment assignments.
Endpoint summaries should be interpreted with their uncertainty. The record specifies a geometric mean and 90% confidence interval, which identify the intended form of summary. Without the estimate and interval limits, however, neither magnitude nor precision can be assessed. The confidence level is not a substitute for the reported result, and the endpoint definition alone cannot support a substantive conclusion.
Finally, the difference between an endpoint population definition and the design fields merits attention. The population wording refers to randomized participants, while the record lists allocation as NA and the study model as single group. The registry does not explain this wording. Recognizing such gaps helps readers distinguish what is documented from what would require clarification, rather than filling in missing design or analysis details by assumption.
14. 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 central limitation for interpreting the study is that numerical primary endpoint results are not reported in the registry record. Although the record specifies AUC(0-tlast), a geometric mean and a 90% confidence interval, it does not give the estimated value or interval limits. It therefore does not support a description of the observed acetaminophen exposure or its precision. Numerical secondary outcome results are also not reported in the registry record.
The study is described as single group, with allocation NA and no masking. There is no like-for-like randomized control comparison in the record. This limits causal interpretation and means the diabetes-status groups should not be treated as randomized treatment and control groups. The registry’s endpoint population wording refers to randomized participants, but the record does not explain how that wording relates to the design fields.
The endpoint is a pharmacokinetic measure of acetaminophen exposure, whereas the stated study interest concerns stomach emptying. The record does not report a direct stomach-emptying estimate or specify how acetaminophen AUC maps to a rate of emptying. The interpretation of AUC as a proxy therefore cannot be extended beyond what the record states.
Further limitations include the absence of a detailed statistical analysis plan, information about missing measurements, the number of participants with evaluable endpoint data, and the handling of incomplete pharmacokinetic profiles. The registry does not report a sample-size justification, interim analysis procedures, or a multiplicity strategy. Safety reporting also lacks serious-event terms and details for other adverse events. These omissions restrict assessment of the analysis, the precision of estimates, and the clinical context of the safety counts.
15. Related Tutorials
16. Related Statistical Calculators
17. Sources
- ClinicalTrials.gov: A Study to Measure Stomach Emptying in Overweight Non-diabetic and Diabetic Participants Using Tirzepatide — NCT04407234.
- Registry record last updated 2024-01-08; status last verified 2023-04.
- Results first posted 2024-01-08.
- 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.
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18. Record Summary
NCT04407234 is a completed phase 1, single-group study of tirzepatide and acetaminophen in overweight or obese participants without diabetes and participants with type 2 diabetes. The registry records enrollment of 36, no masking, and allocation as NA. Tirzepatide was administered subcutaneously on the listed schedule, with oral acetaminophen given on Day -1, Day 2 and Day 37.
The primary endpoint is acetaminophen AUC(0-tlast), summarized as a geometric mean with a 90% confidence interval. The record specifies sampling times but does not report numerical primary or secondary outcome results. Serious adverse events and deaths are recorded as 0 in each group; other adverse events are recorded in both groups. No serious-event terms are listed.
The registry does not describe a randomized control comparison, provide a detailed statistical analysis plan, or explain missing-data handling. The available record defines the study question and measurement framework but does not provide the numerical endpoint findings needed to evaluate the observed pharmacokinetic result.