Evidence map›Paper›PMID 42718527›Full record

ArticleFrontiers in veterinary science2026

Inertial measurement unit-based characterization of gait patterns in Asian elephants: clinically sound elephants and elephants with gait abnormalities.

Siripat Khammesri, Kittichai Wantanajittikul, Kittikul Namwongprom, Narueporn Kittisirikul, Chatchote Thitaram, Niyada Thitaram, Janine L Brown, Siriphan Kongsawasdi

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

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8 authors.

Siripat KhammesriDepartment of Physical Therapy, Faculty of Associated Medical Sciences, Chiang Mai University, Chiang Mai, Thailand.
Kittichai WantanajittikulDepartment of Radiologic Technology, Faculty of Associated Medical Sciences, Chiang Mai University, Chiang Mai, Thailand.
Kittikul NamwongpromElephant Hospital, National Elephant Institute, Forest Industry Organization, Lampang, Thailand.
Narueporn KittisirikulElephant Hospital, National Elephant Institute, Forest Industry Organization, Lampang, Thailand.
Chatchote ThitaramCenter of Elephant and Wildlife Health, Animal Hospital, Faculty of Veterinary Medicine, Chiang Mai University, Chiang Mai, Thailand.
Niyada ThitaramFaculty of Veterinary Medicine, Chiang Mai University, Chiang Mai, Thailand.
Janine L BrownCenter of Elephant and Wildlife Health, Animal Hospital, Faculty of Veterinary Medicine, Chiang Mai University, Chiang Mai, Thailand.
Siriphan KongsawasdiDepartment of Physical Therapy, Faculty of Associated Medical Sciences, Chiang Mai University, Chiang Mai, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective gait assessment is important for detecting locomotor abnormalities in Asian elephants, but clinical interpretation remains constrained by the limited availability of species-specific gait data from clinically sound elephants and the practical constraints of conventional laboratory-based gait analysis. This study aimed to report preliminary observed values for IMU-derived gait parameters in clinically sound Asian elephants and to explore their application for characterizing abnormal gait patterns. Four inertial measurement unit sensors were attached bilaterally over the humerus and femur to record gait data during straight-line walking at a controlled speed. Ten clinically sound elephants were used to describe preliminary observed values, while four elephants with clinically identified abnormal gait patterns were evaluated individually through descriptive case comparison. Temporospatial parameters and duty factor (DF) were analyzed to characterize stance allocation, while cross-correlation coefficients (COF) of left-right vertical displacement waveforms were used to quantify bilateral vertical movement similarity. In clinically sound elephants, stride timing was generally comparable between sides, whereas stance-related parameters showed a consistent side-related pattern. Descriptive comparison with abnormal cases showed case-specific alterations in DF and COF. These findings provide preliminary observed values for IMU-based gait assessment in Asian elephants and support the complementary descriptive use of these parameters for characterizing stance allocation and bilateral vertical movement similarity. Larger clinical datasets are needed to establish clinically relevant thresholds and strengthen their clinical application.

Indexed as

Asian elephantgait abnormalitygait analysisinertial measurement unitkinematic parameters

Identifiers

PMID42718527
PMCPMC13553407

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