Abstract
Generalised oedema is common in neonatal intensive care units (NICUs), particularly in preterm and low-birth-weight infants. Characterised by tissue swelling from excess water accumulation, it can reflect systematic illness such as congestive heart failure, hepatic cirrhosis, nephrotic syndrome, sepsis, and acute kidney injury. Current clinical assessment methods, including formulas based on weight and fluid input/output and visual skin observation, lack accuracy and sensitivity, especially in critically ill infants. Techniques such as bioimpedance and ultrasound have been explored but are unsuitable for neonates and do not provide direct water content measurements. Spectroscopy, a non-invasive optical method, offers a promising solution by measuring tissue water content through light interactions in the Near Infrared (NIR) spectrum. This study investigates oedema in neonates using an NIR hyperspectral system in the NICU. Data was collected from 20 neonates, both with and without oedema over the course of three consecutive days. Spectral analysis revealed significant differences, notably at water absorption peaks around 1200 nm (p = 0.012). A Partial Least Squares Discriminant Analysis (PLS-DA) model effectively differentiated between oedematous and non-oedematous infants using spectral and standard clinical features, achieving 85.56 % recall and 100 % precision in testing. These findings suggest NIR spectroscopy combined with PLS-DA offers a reliable, non-contact method for early oedema detection in neonates, potentially enhancing monitoring and outcomes in the NICU.
| Original language | English |
|---|---|
| Article number | 109444 |
| Pages (from-to) | 1-10 |
| Number of pages | 10 |
| Journal | Biomedical Signal Processing and Control |
| Volume | 115 |
| Early online date | 22 Dec 2025 |
| DOIs | |
| Publication status | Published (in print/issue) - 15 Apr 2026 |
Bibliographical note
Publisher Copyright:© 2025 The Author(s)
Data Availability Statement
Data underlying the results presented in this paper are not publicly available at this time but may be obtained from the authors uponreasonable request.
Funding
This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
Keywords
- Generalised oedema
- Near infrared light
- PLS-DA
- Spectroscopy
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