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Disrupted structural connectome and neurocognitive functions in Duchenne muscular dystrophy: classifying and subtyping based on Dp140 dystrophin isoform
by
Ingalhalikar Madhura
, Vengalil Seena
, Saini Jitender
, Govindaraj Periyasamy
, Shah, Apurva
, Kumar, Manoj
, Atchayaram, Nalini
, Polavarapu Kiran
, Afsar Mohammad
, Nashi Saraswati
, Safai Apoorva
, Rajeswaran Jamuna
, Sekar, Deepha
, Preethish-Kumar Veeramani
in
Children
/ Cognition
/ Duchenne's muscular dystrophy
/ Dystrophin
/ Genotypes
/ Intelligence
/ Magnetic resonance imaging
/ Muscular dystrophy
/ Neural networks
/ Neurology
/ Phenotypes
/ Statistical analysis
2022
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Disrupted structural connectome and neurocognitive functions in Duchenne muscular dystrophy: classifying and subtyping based on Dp140 dystrophin isoform
by
Ingalhalikar Madhura
, Vengalil Seena
, Saini Jitender
, Govindaraj Periyasamy
, Shah, Apurva
, Kumar, Manoj
, Atchayaram, Nalini
, Polavarapu Kiran
, Afsar Mohammad
, Nashi Saraswati
, Safai Apoorva
, Rajeswaran Jamuna
, Sekar, Deepha
, Preethish-Kumar Veeramani
in
Children
/ Cognition
/ Duchenne's muscular dystrophy
/ Dystrophin
/ Genotypes
/ Intelligence
/ Magnetic resonance imaging
/ Muscular dystrophy
/ Neural networks
/ Neurology
/ Phenotypes
/ Statistical analysis
2022
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Disrupted structural connectome and neurocognitive functions in Duchenne muscular dystrophy: classifying and subtyping based on Dp140 dystrophin isoform
by
Ingalhalikar Madhura
, Vengalil Seena
, Saini Jitender
, Govindaraj Periyasamy
, Shah, Apurva
, Kumar, Manoj
, Atchayaram, Nalini
, Polavarapu Kiran
, Afsar Mohammad
, Nashi Saraswati
, Safai Apoorva
, Rajeswaran Jamuna
, Sekar, Deepha
, Preethish-Kumar Veeramani
in
Children
/ Cognition
/ Duchenne's muscular dystrophy
/ Dystrophin
/ Genotypes
/ Intelligence
/ Magnetic resonance imaging
/ Muscular dystrophy
/ Neural networks
/ Neurology
/ Phenotypes
/ Statistical analysis
2022
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Disrupted structural connectome and neurocognitive functions in Duchenne muscular dystrophy: classifying and subtyping based on Dp140 dystrophin isoform
Journal Article
Disrupted structural connectome and neurocognitive functions in Duchenne muscular dystrophy: classifying and subtyping based on Dp140 dystrophin isoform
2022
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Overview
ObjectiveNeurocognitive disabilities in Duchenne muscular dystrophy (DMD) children beginning in early childhood and distal DMD gene deletions involving disruption of Dp140 isoform are more likely to manifest significant neurocognitive impairments. MRI data analysis techniques like brain-network metrics can provide information on microstructural integrity and underlying pathophysiology.MethodsA prospective study on 95 participants [DMD = 57, and healthy controls (HC) = 38]. The muscular dystrophy functional rating scale (MDFRS) scores, neuropsychology batteries, and multiplex ligand-dependent probe amplification (MLPA) testing were used for clinical assessment, IQ estimation, and genotypic classification. Diffusion MRI and network-based statistics were used to analyze structural connectomes at various levels and correlate with clinical markers.ResultsMotor and executive sub-networks were extracted and analyzed. Out of 57 DMD children, 23 belong to Dp140 + and 34 to Dp140- subgroup. Motor disabilities are pronounced in Dp140- subgroup as reflected by lower MDFRS scores. IQ parameters are significantly low in all-DMD cases; however, the Dp140- has specifically lowest scores. Significant differences were observed in global efficiency, transitivity, and characteristic path length between HC and DMD. Subgroup analysis demonstrates that the significance is mainly driven by participants with Dp140- than Dp140 + isoform. Finally, a random forest classifier model illustrated an accuracy of 79% between HC and DMD and 90% between DMD- subgroups.ConclusionsCurrent findings demonstrate structural network-based characterization of abnormalities in DMD, especially prominent in Dp140-. Our observations suggest that participants with Dp140 + have relatively intact connectivity while Dp140- show widespread connectivity alterations at global, nodal, and edge levels. This study provides valuable insights supporting the genotype–phenotype correlation of brain-behavior involvement in DMD children.
Publisher
Springer Nature B.V
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