Re-analysis of the DISC Study: Advanced Statistical Approaches to Understanding Dietary Interventions in Pediatric Cardiovascular Health

DISC re-analysis: longitudinal effects on LDL and diet

Authors

DOI:

https://doi.org/10.54103/2282-0930/30207

Keywords:

Dietary intervention, pediatric cardiovascular health, linear mixed-effects models, spline models, adherence

Abstract

Background:

The Dietary Intervention Study in Children (DISC) showed that a cholesterol-lowering dietary intervention can improve pediatric cardiovascular risk factors. Building on advances in longitudinal modeling, we re-analyzed DISC data to (1) reassess intervention effects using linear and spline mixed-effects models, (2) evaluate treatment effects within key subgroups, and (3) examine the impact of compliance on percent calories from fats.

Methods:

We conducted a secondary analysis of the randomized DISC trial, comparing a dietary intervention group with a usual care group. Linear mixed-effects and B-spline mixed-effects models characterized trajectories of LDL-cholesterol (LDL-C) and nutrient intake over time. We evaluated subgroup differences by sex and parental education and assessed compliance using session attendance and adherence to dietary goals for saturated fat, cholesterol, and total fat.

Results:

Compared with usual care, the intervention group showed a significant initial reduction in LDL-C and sustained decreases in total and saturated fat intake. B-spline models identified non-linear trends in LDL-C and dietary fat over follow-up. Higher attendance at intervention sessions was associated with reduced fat intake, with this effect less pronounced among girls. The intervention group also showed higher adherence to dietary goals, and higher parental education was related to better attendance.

Conclusion:

This reanalysis indicates that a family-based dietary intervention initiated in childhood can produce meaningful reductions in LDL-C and sustained improvements in dietary fat intake. The findings highlight the importance of adherence, parental involvement, and targeted support for specific subgroups in promoting long-term cardiovascular health in pediatric populations.

 

Trial registration: NCT00000459.

 

 

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Author Biographies

Bruce Barton, University of Massachusetts Chan Medical School

Position: Advisor
Organization:Department of Population and Quantitative Health Sciences, UMass Chan Medical School
Address: 55 lake avenue north, Worcester, MA 01655

Raji Balasubramanian, University of Massachusetts Amherst

Position: Co-Advisor
Organization: Department of Biostatsitics, University of Massachusetts Amherst
Address: 715 North Pleasant Street Amherst, MA 01003

References

Obarzanek E, Kimm SY, Barton BA, Van Horn L, Kwiterovich Jr PO, Simons-Morton DG, et al. Long-term safety and efficacy of a cholesterol-lowering diet in children with elevated low-density lipoprotein cholesterol: seven-year results of the Dietary Intervention Study in Children (DISC). Pediatrics. 2001;107(2):256-64.

Children NEPoBCLi, Adolescents. National Cholesterol Education Program (NCEP): Highlights of the report of the expert panel on blood cholesterol levels in children and adolescents. Pediatrics. 1992;89(3):495-501.

Luepker RV, Perry CL, McKinlay SM, Nader PR, Parcel GS, Stone EJ, et al. Outcomes of a field trial to improve children's dietary patterns and physical activity: The Child and Adolescent Trial for Cardiovascular Health (CATCH). Jama. 1996;275(10):768-76.

Savoye M, Shaw M, Dziura J, Tamborlane WV, Rose P, Guandalini C, et al. Effects of a weight management program on body composition and metabolic parameters in overweight children: a randomized controlled trial. Jama. 2007;297(24):2697-704.

Kriemler S, Zahner L, Schindler C, Meyer U, Hartmann T, Hebestreit H, et al. Effect of school based physical activity programme (KISS) on fitness and adiposity in primary schoolchildren: cluster randomised controlled trial. Bmj. 2010;340.

Winpenny EM, Penney TL, Corder K, White M, van Sluijs EM. Change in diet in the period from adolescence to early adulthood: a systematic scoping review of longitudinal studies. International Journal of Behavioral Nutrition and Physical Activity. 2017;14:1-16.

Leffa PS, Hoffman DJ, Rauber F, Sangalli CN, Valmórbida JL, Vitolo MR. Longitudinal associations between ultra-processed foods and blood lipids in childhood. British Journal of Nutrition. 2020;124(3):341-8.

Capra ME, Pederiva C, Viggiano C, De Santis R, Banderali G, Biasucci G. Nutritional approach to prevention and treatment of cardiovascular disease in childhood. Nutrients. 2021;13(7):2359.

Lin TK, Dispenza TC. Cholesterol screening in children: is a universal approach working? Current atherosclerosis reports. 2023;25(9):579-90.

Lauer R, Obarzanek E, Kwiterovitch P, Kimm S, Hunsberger S, Barton B, et al. Efficacy and safety of lowering dietary intake of fat and cholesterol in children with elevated low-density lipoprotein cholesterol. The Dietary Intervention Study in Children (DISC). 1995.

Alosh M, Fritsch K, Huque M, Mahjoob K, Pennello G, Rothmann M, et al. Statistical considerations on subgroup analysis in clinical trials. Statistics in Biopharmaceutical Research. 2015;7(4):286-303.

Oberg AL, Mahoney DW. Linear mixed effects models. Topics in biostatistics. 2007:213-34.

Pinheiro JC, Bates DM. Linear mixed-effects models: basic concepts and examples. Mixed-effects models in S and S-Plus. 2000:3-56.

Marsh LC, Cormier DR. Spline regression models: Sage; 2001.

Smith PL. Splines as a useful and convenient statistical tool. The American Statistician. 1979;33(2):57-62.

Kent DM, Steyerberg E, Van Klaveren D. Personalized evidence based medicine: predictive approaches to heterogeneous treatment effects. Bmj. 2018;363.

Must A, Phillips SM, Naumova EN. Occurrence and timing of childhood overweight and mortality: findings from the Third Harvard Growth Study. The Journal of pediatrics. 2012;160(5):743-50.

Fulkerson JA, French SA, Story M. Adolescents’ attitudes about and consumption of low-fat foods: associations with sex and weight-control behaviors. Journal of the American Dietetic Association. 2004;104(2):233-7.

Nagata JM, Helmer CK, Wong J, Diep T, Domingue SK, Do R, et al. Social epidemiology of early adolescent nutrition. Pediatric Research. 2025;98(3):885-94.

Hingle MD, O'Connor TM, Dave JM, Baranowski T. Parental involvement in interventions to improve child dietary intake: a systematic review. Preventive medicine. 2010;51(2):103-11.

Muzaffar H, Difilipo KN, Fitzgerald N, Denton F, Idris R, Kurzynske J, et al. A systematic review of interventions to improve the diet of children. Journal of Public Health. 2026;34(1):53-69.

Murray EJ, Hernán MA. Adherence adjustment in the Coronary Drug Project: a call for better per-protocol effect estimates in randomized trials. Clinical Trials. 2016;13(4):372-8.

Salvia MG. The look AHEAD trial: translating lessons learned into clinical practice and further study. Diabetes Spectrum. 2017;30(3):166-70.

Schmied EA, Madanat H, Chuang E, Moody J, Ibarra L, Cervantes G, et al. Factors predicting parent engagement in a family-based childhood obesity prevention and control program. BMC Public Health. 2023;23(1):457.

Teixeira B, Afonso C, Oliveira A. Children’s adherence to a healthy and environmentally sustainable dietary pattern based on the EAT-Lancet recommendations: The role of the family environment. British Journal of Nutrition. 2025;133(4):522-31.

Lagström H, Jokinen E, Seppänen R, Rönnemaa T, Viikari J, Välimäki I, et al. Nutrient intakes by young children in a prospective randomized trial of a low—saturated fat, low-cholesterol diet: the STRIP Baby Project. Archives of pediatrics & adolescent medicine. 1997;151(2):181-8.

Monnard C, Fleith M. Total fat and fatty acid intake among 1–7-year-old children from 33 countries: comparison with international recommendations. Nutrients. 2021;13(10):3547.

Snetselaar L, Bailey R, Sabaté J, Van Horn L, Schneeman B, Bahnfleth C, et al. Types of dietary fat and cardiovascular disease: a systematic review. 2022.

Published

2026-04-17

How to Cite

1.
Saeedi A, Barton B, Balasubramanian R. Re-analysis of the DISC Study: Advanced Statistical Approaches to Understanding Dietary Interventions in Pediatric Cardiovascular Health: DISC re-analysis: longitudinal effects on LDL and diet. ebph [Internet]. 2026 [cited 2026 May 20];21(2). Available from: https://riviste.unimi.it/index.php/ebph/article/view/30207

Issue

Section

Original articles
Received 2025-11-23
Accepted 2026-03-27
Published 2026-04-17