Evidence map›Paper›PMID 42884738›Full record

ReviewNutrients2026

Whole-Room Indirect Calorimetry in the Study of Obesity, Insulin Resistance and Metabolic Flexibility: A Narrative Review.

Andrii Zahorodnii, Alicja Jelska, Paulina Głuszyńska, Layth Majeed Mhayyal Almltashe, Hady Razak Hady

Abstract readReview
In one paragraph

Review in Nutrients, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Andrii ZahorodniiSecond Department of General and Gastroenterological Surgery, Medical University of Bialystok, 15-089 Bialystok, Poland.ORCID 0009-0001-6548-5446
Alicja JelskaDoctoral School, Medical University of Bialystok, 15-089 Bialystok, Poland.ORCID 0009-0005-9833-9727
Paulina GłuszyńskaSecond Department of General and Gastroenterological Surgery, Medical University of Bialystok, 15-089 Bialystok, Poland.ORCID 0000-0002-3952-3154
Layth Majeed Mhayyal AlmltasheSecond Department of General and Gastroenterological Surgery, Medical University of Bialystok, 15-089 Bialystok, Poland.ORCID 0009-0004-0726-0910
Hady Razak HadySecond Department of General and Gastroenterological Surgery, Medical University of Bialystok, 15-089 Bialystok, Poland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Obesity and insulin resistance are characterized by substantial heterogeneity in energy expenditure and substrate utilization. Whole-room indirect calorimetry (WRIC) enables continuous assessment of oxygen consumption, carbon dioxide production, energy expenditure, respiratory exchange ratio (RER), and substrate oxidation under controlled conditions. This narrative review examines the physiological interpretation, methodological strengths, limitations, and applications of WRIC in obesity, insulin resistance, metabolic flexibility, and weight-loss interventions. By enabling prolonged observation during resting, postprandial, exercise, and sleep periods, WRIC complements short-term indirect calorimetry and free-living energy expenditure measurements obtained using doubly labeled water. Validation studies generally demonstrate high technical accuracy and reproducibility for respiratory gas exchange and 24 h energy expenditure measured using WRIC. In contrast, estimates of the thermic effect of food, short-term changes in RER, and substrate oxidation are more sensitive to protocol design, energy balance, physical activity, and analytical procedures. Available studies demonstrate substantial interindividual variability rather than a uniform metabolic pattern associated with obesity or insulin resistance. Direct WRIC evidence concerning contemporary anti-obesity pharmacotherapy and metabolic and bariatric surgery remains limited. Standardized protocols and complementary assessments of body composition, insulin sensitivity, and free-living energy expenditure are needed to improve the comparability and interpretation of findings across studies.

Indexed as

Calorimetry, IndirectEnergy MetabolismInsulin ResistanceObesityHumansOxygen ConsumptionReproducibility of Resultsanti-obesity pharmacotherapybariatric surgeryenergy expenditureinsulin resistancemetabolic flexibilityobesityrespiratory exchange ratiosubstrate oxidationweight losswhole-room indirect calorimetry

Identifiers

PMID42884738
PMCPMC13667147

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.