Submitted:
13 April 2026
Posted:
14 April 2026
You are already at the latest version
Abstract

Keywords:
1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Study Design
2.3. Ice Cream Formulation
2.4. Sensory Evaluation Procedures
2.5. Data Collection and Management
2.6. Statistical Analysis
3. Results
3.1. Participant Characteristics
3.2. Evaluation of Period and Carryover Effects
3.3. Primary Analysis Results
3.4. Secondary Analyses
3.4.1. Individual Sensory Attributes
3.4.2. Top-2 Box Acceptance
3.4.3. Ice Cream Consumption Analysis
3.4.4. Subgroup Analyses
4. Discussion
4.1. Summary of Main Findings
4.2. Brazzein vs Sucrose in Ice Cream: Positioning Within Sensory Literature
4.3. Implications for Sugar Reduction and Dietary Management in MASLD
4.4. Disease-Related Differences in Sensory Perception: The Liver Stiffness Signal
4.5. Methodological and Sensometric Considerations
4.6. Strengths and Limitations
4.7. Practical Implications and Future Research
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| CAP | Controlled attenuation parameter |
| CLMM | Cumulative link mixed model |
| GLMM | Generalized linear mixed model |
| LSM | Liver stiffness measurement |
| MASL | Metabolic dysfunction-associated steatotic liver |
| MASLD | Metabolic dysfunction-associated steatotic liver disease |
| MASH | Metabolic dysfunction-associated steatohepatitis |
| MCA | Multiple Correspondence Analysis |
| REML | Restricted maximum likelihood |
| STROBE | Strengthening the Reporting of Observational Studies in Epidemiology |
| TOST | Two one-sided tests |
| VCTE | Vibration-controlled transient elastography |
Appendix A
| Criteria | |
|---|---|
| Inclusion criteria |
|
| Exclusion criteria |
|
| Attribute | W_statistic | p_value | Interpretation |
|---|---|---|---|
| appearance | 5.0 | 0.5716 | No significant carryover |
| color | 3.5 | 0.1294 | No significant carryover |
| aroma | 18.0 | 0.0238 | Significant carryover detected |
| texture | 30.0 | 0.0197 | Significant carryover detected |
| flavor | 85.0 | 0.0071 | Significant carryover detected |
| Attribute | Brazzein mean | Sucrose mean | Odds ratio (95% CI) | p value |
|---|---|---|---|---|
| Appearance | 4.978 | 4.983 | 0.772 (0.047, 12.689) | 0.8562 |
| Color | 5.000 | 5.000 | Not estimable | — |
| Aroma | 4.711 | 4.776 | 0.739 (0.240, 2.278) | 0.5985 |
| Texture | 4.911 | 4.914 | 0.587 (0.125, 2.765) | 0.5007 |
| Flavor | 4.800 | 4.776 | 0.810 (0.293, 2.234) | 0.6833 |
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| Characteristic | Overall (n = 103) |
Sequence A (n = 45) | Sequence B (n = 58) | p-value* |
|---|---|---|---|---|
| Age, years (mean ± SD) | 54.7 ± 9.7 | 54.6 ± 10.7 | 54.8 ± 9.0 | 0.918 |
| Sex, n (%) Male Female |
24 (23.3%) 79 (76.7%) |
11 (24.4%) 34 (75.6%) |
13 (22.4%) 45 (77.6%) |
0.995 |
| BMI, kg/m2 (mean ± SD) | 38.5 ± 6.2 | 38.8 ± 5.4 | 38.3 ± 6.7 | 0.678 |
| BMI category, n (%) | 0.582 | |||
| Overweight (25-29.9) Obese Class I (30-34.9) Obese Class II+ (≥35) |
2 (1.9%) 31 (30.1%) 69 (67.0%) |
0 (0.0%) 13 (28.9%) 32 (71.1%) |
2 (3.4%) 18 (31.0%) 37 (63.8%) |
|
| Diabetes, n (%) | 45 (43.7%) | 16 (35.6%) | 29 (50.0%) | 0.206 |
| Liver steatosis S3 n (%) | 83 (80.6%) | 36 (80.0%) | 47 (81.0%) | 1.000 |
| Liver fibrosis F3/F4 n (%) | 14 (13.6%) | 4 (8.9%) | 10 (17.2%) | 0.349 |
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