Exercise & Training

Assessing the physiology of weight loss based on real-time weight monitoring: The ADAPT behavioral weight loss study protocol.

TL;DR

The ADAPT study protocol uses real-time weight monitoring and new analytic approaches to identify weight-loss phases in real time so that study assessments can be targeted to each participant's individualized trajectory during dynamic weight loss, in order to elucidate mechanistic factors involved in spontaneous cessation of intentional weight loss in humans.

Key Findings

Prior studies have demonstrated increased appetite and metabolic adaptations such as increased energy efficiency in response to weight loss, but did not investigate spontaneously occurring plateaus or study participants in free-living environments.

  • Previous study designs utilized experimentally determined weight loss plateaus rather than spontaneously occurring ones.
  • Prior research did not study participants in their natural, free-living environments during weight loss.
  • This gap in the literature motivated the design of the ADAPT study.

The ADAPT study enrolls participants with obesity undergoing behavioral weight loss via a reduced calorie diet and increased physical activity.

  • The full study name is Assessing Diet, Appetite, and Physiology Throughout weight loss (ADAPT).
  • The study is registered as NCT06174389.
  • Behavioral weight loss is the intervention modality, combining dietary caloric restriction with increased physical activity.

Participants' daily weight is monitored remotely and new analytic approaches are used to identify weight-loss phases in real time.

  • Real-time identification of weight-loss phases allows study assessments to be targeted to each participant's individualized trajectory.
  • This approach enables capture of dynamic weight loss phases as they spontaneously occur.
  • Remote daily weight monitoring is a key methodological feature distinguishing ADAPT from prior studies.

The ADAPT study employs deep phenotyping of participants across multiple biological and behavioral domains.

  • Assessments include anthropometric, metabolic, neurophysiologic, and behavioral measures.
  • Physical activity and physiologic monitoring are conducted via wearable devices.
  • Serial sampling of biological tissues is performed, including blood, adipose tissue, and muscle.
  • This multimodal approach is intended to generate 'a uniquely informative and integrative dataset.'

The ADAPT study is designed to elucidate the biological mechanisms that halt behaviorally-induced weight loss and thereby limit its long-term health benefits for patients with obesity.

  • The study specifically targets spontaneous cessation of intentional weight loss, as opposed to experimentally induced plateaus.
  • Understanding metabolic, appetitive, and neurological alterations that counteract and eventually halt weight loss is the primary scientific aim.
  • The study design addresses limitations of prior research by capturing naturally occurring weight loss plateaus in free-living participants.

What This Means

This research describes the design of a clinical study called ADAPT (Assessing Diet, Appetite, and Physiology Throughout weight loss), which is investigating why people stop losing weight even when they are still trying. Many people who attempt to lose weight through diet and exercise eventually hit a plateau where their weight stops dropping, but scientists do not fully understand why this happens. Previous research tried to study this by artificially creating weight loss plateaus in controlled settings, which may not reflect what happens in real life. The ADAPT study takes a different approach by tracking participants' weight every day using remote monitoring technology, and using new mathematical tools to detect in real time when a person's weight loss is slowing or plateauing naturally. When these phases are detected, the study team conducts detailed measurements of the participant's metabolism, brain activity, appetite, physical activity, and collects biological samples such as blood, fat tissue, and muscle. This allows researchers to capture what is actually happening in the body at the precise moment weight loss stalls, rather than studying an artificially created situation. This research suggests that by studying weight loss plateaus as they spontaneously occur in people living their normal lives, scientists may be able to identify the specific biological and behavioral changes — such as shifts in hunger hormones, metabolism, or brain responses to food — that cause weight loss to stop. Understanding these mechanisms could eventually help develop better strategies to support sustained weight loss and improve long-term health outcomes for people with obesity.

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Citation

Melhorn S, Valencia A, Schenk J, Garcia J, Beatty S, Konchan A, et al.. (2026). Assessing the physiology of weight loss based on real-time weight monitoring: The ADAPT behavioral weight loss study protocol.. PloS one. https://doi.org/10.1371/journal.pone.0354678