Neuromuscular diseases result in
muscle weakness, disability, and,
in many instances, death. Preclinical models form the bedrock of research
into these disorders, and the development of
in vivo
and potentially translational biomarkers for the accurate identification
of disease is crucial. Spontaneous Raman spectroscopy can provide
a rapid, label-free, and highly specific molecular fingerprint of
tissue, making it an attractive potential biomarker. In this study,
we have developed and tested an
in vivo
intramuscular
fiber optic Raman technique in two mouse models of devastating human
neuromuscular diseases, amyotrophic lateral sclerosis, and Duchenne
muscular dystrophy (SOD1
G93A
and
mdx
,
respectively). The method identified diseased and healthy muscle with
high classification accuracies (area under the receiver operating
characteristic curves (AUROC): 0.76–0.92). In addition, changes
in diseased muscle over time were also identified (AUROCs 0.89–0.97).
Key spectral changes related to proteins and the loss of α-helix
protein structure. Importantly,
in vivo
recording
did not cause functional motor impairment and only a limited, resolving
tissue injury was seen on high-resolution magnetic resonance imaging.
Lastly, we demonstrate that
ex vivo
muscle from human
patients with these conditions produced similar spectra to those observed
in mice. We conclude that spontaneous Raman spectroscopy of muscle
shows promise as a translational research tool.
Muscle biopsy remains an important component of the diagnostic repertoire for patients with suspected mitochondrial disease, underpinning specialist histopathological and biochemical analyses. Raman spectroscopy has not yet been applied to mitochondrial disease, and new fibre optic systems, with advantages in terms of cost and portability, could provide a rapid means to identify muscle pathology. In this study, we aimed to explore the potential of two different formats of Raman spectroscopy to identify mitochondrial disease: a miniaturised fibre optic Raman system and a standard commercial Raman microscope. Raman spectra were recorded from muscle samples from healthy volunteers (n = 10) and patients with genetically confirmed mitochondrial disease (n = 15). Multivariate classification algorithms demonstrated a high level of disease classification performance with both the fibre optic probe system and microscope (area under receiver operating characteristic curves 0.80–0.82). Key spectral changes associated with mitochondrial disease concerned the α‐helical configuration of proteins. The results suggest that Raman spectroscopy of muscle is worthy of further investigation as a technique for the rapid identification of mitochondrial disease.
The diagnosis of muscle disorders (“myopathies”) can be challenging and new biomarkers of disease are required to enhance clinical practice and research. Despite advances in areas such as imaging and...
Introduction/Aims: Raman spectroscopy is an emerging technique for the evaluation of muscle disease. In this study we evaluate the ability of in vivo intramuscular Raman spectroscopy to detect the effects of voluntary running in the mdx model of Duchenne muscular dystrophy (DMD). We also compare mdx data with muscle spectra from human DMD patients.Methods: Thirty 90-day-old mdx mice were randomly allocated to an exercised group (48-hour access to a running wheel) and an unexercised group (n = 15 per group). In vivo Raman spectra were collected from both gastrocnemius muscles and histopathological assessment subsequently performed. Raman data were analyzed using principal component analysis-fed linear discriminant analysis (PCA-LDA). Exercised and unexercised mdx muscle spectra were compared with human DMD samples using cosine similarity.Results: Exercised mice ran an average of 6.5 km over 48 hours, which induced a significant increase in muscle necrosis (P = .03). PCA-LDA scores were significantly different between the exercised and unexercised groups (P < .0001) and correlated significantly with distance run (P = .01). Raman spectra from exercised mice more closely resembled human spectra than those from unexercised mice.Discussion: Raman spectroscopy provides a readout of the biochemical alterations in muscle in both the mdx mouse and human DMD muscle.
Raman spectroscopy shows promise as a biomarker for complex nerve and muscle (neuromuscular) diseases. To maximise its potential, several challenges remain. These include the sensitivity to different instrument configurations, translation across preclinical/human tissues and the development of multivariate analytics that can derive interpretable spectral outputs for disease identification. Nonnegative matrix factorisation (NMF) can extract features from high-dimensional data sets and the nonnegative constraint results in physically realistic outputs. In this study, we have undertaken NMF on Raman spectra of muscle obtained from different clinical and preclinical settings. First, we obtained and combined Raman spectra from human patients with mitochondrial disease and healthy volunteers, using both a commercial microscope and in-house fibre optic probe. NMF was applied across all data, and spectral patterns common to both equipment configurations were identified. Linear
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