Evidence map›Paper›PMID 42085680›Full record

ArticleJMIR biomedical engineering2026

Remote Monitoring of Bioelectrical Impedance in Patients With Breast Cancer-Related Lymphedema: 1-Year Pilot Longitudinal Study.

Lori Bravi, Cheri Teranishi-Hashimoto, Elena A C MacDonald, Dayna Huntley, Samman Shahpar, Jami Fukui, Monica Padilla, Yoomi Heo, Linda A Koehler

Abstract read
In one paragraph

Article in JMIR biomedical engineering, 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

9 authors.

Lori Bravi *Shirley Ryan AbilityLab, Chicago, IL, United States.ORCID http://orcid.org/0009-0005-4132-142X
Cheri Teranishi-Hashimoto *Nuuanu Clinic, Rehabilitation Hospital of the Pacific, Honolulu, HI, United States.ORCID http://orcid.org/0000-0001-7886-1191
Elena A C MacDonald *Department of Family Medicine and Community Health, Division of Physical Therapy and Rehabilitation Science, University of Minnesota, Minneapolis, MN, United States.ORCID http://orcid.org/0009-0001-1554-5439
Dayna Huntley *Tennessee Oncology-Nashville Breast Center, Nashville, TN, United States.ORCID http://orcid.org/0009-0005-4841-8515
Samman Shahpar *Cancer Rehabilitation Program, Shirley Ryan AbilityLab, Chicago, IL, United States.ORCID http://orcid.org/0000-0002-2965-9074
Jami Fukui *Cancer Biology-Translational and Clinical Research, University of Hawaii Cancer Center, Manoa, HI, United States.ORCID http://orcid.org/0000-0002-0248-266X
Monica Padilla *Clinical Research Department, InBody BWA, Trooper, PA, United States.ORCID http://orcid.org/0009-0000-8410-3629
Yoomi Heo *Clinical Research Department, InBody Co, Ltd., InBody Bldg, 625, Eonju-ro, Gangnam-Gu, Seoul, 06106, Republic of Korea, 82 1026913661.ORCID http://orcid.org/0009-0000-9556-0067
Linda A Koehler *Masonic Cancer Center and Department of Family Medicine and Community Health, Division of Physical Therapy and Rehabilitation Science, University of Minnesota, Minneapolis, MN, United States.ORCID http://orcid.org/0000-0002-6375-7719

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Breast cancer-related lymphedema (BCRL) is a chronic complication that impairs quality of life through persistent fluid accumulation. While clinical guidelines recommend longitudinal surveillance, implementation is often limited by the logistical challenges of frequent in-clinic visits. Bioelectrical impedance analysis (BIA), specifically the segmental extracellular water-to-total body water (ECW/TBW) ratio, offers a noninvasive method for tracking fluid status. However, the technical agreement between in-clinic and patient-led home-based BIA systems, as well as the feasibility of long-term self-monitoring in real-world settings, remains to be fully established. Objective: Our primary objective was to evaluate the agreement between in-clinic and home-based BIA systems for key body composition and fluid-related parameters. Our secondary objective was to characterize longitudinal fluid patterns and diurnal variations in ECW/TBW ratios to assess the feasibility of home-based monitoring. Methods: This prospective, patient-driven, 12-month observational study enrolled breast cancer survivors at risk for lymphedema. Agreement between the in-clinic BIA system (InBody 770) and the home-based device (BWA ON) was assessed using Bland-Altman analysis, intraclass correlation coefficients (ICCs), and the Lin concordance correlation coefficient (CCC). Longitudinal home-based ECW/TBW measurements were analyzed using linear mixed-effects models to evaluate diurnal differences (before-noon vs after-noon) across groups defined by limb dominance and BCRL status (International Society of Lymphology [ISL] stage 0 vs stage 1). Results: Over 12 months, ECW/TBW ratios measured by the home-based device demonstrated strong agreement with in-clinic measurements, showing minimal bias and high ICC/CCC values. Longitudinal analysis revealed that ECW/TBW changes did not follow uniform patterns within ISL stage categories, showing substantial physiological heterogeneity even among clinically stable groups. Diurnal analysis identified a small but statistically significant decrease in ECW/TBW ratios in the afternoon (P<.001). The magnitude of this decrease differed by limb dominance and BCRL status, with the most pronounced reduction observed in participants whose dominant arm was affected and who had a history of stage 1 lymphedema. ECW/TBW variability was driven more by within-individual factors (eg, measurement timing) than by between-individual differences. Conclusions: Home-based segmental bioimpedance provides reliable longitudinal data and reveals granular fluid patterns not captured by conventional ISL staging alone. The significant impact of diurnal variation, particularly in relation to limb dominance, underscores the need for standardizing measurement protocols. Standardizing home-based measurements to a fixed monitoring time can minimize physiological noise and enhance the interpretability of long-term self-monitoring strategies for breast cancer survivors.

Indexed as

bioelectrical impedance analysisbreast cancer-related lymphedemadiurnal variationECW/TBW ratiolongitudinal studypatient-led monitoring

Identifiers

PMID42085680
PMCPMC13143193

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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.