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Linking neurological status to functional outcomes in spinal cord injury: a multi-class, task-specific approach

Miklovana Tuci1,2,3, Lena Steck4, Louis P Lukas4,5

  • 1Department of Health Sciences and Technology (D-HEST), ETH Zurich, Zürich, Switzerland. mtuci01@ethz.ch.

BMC Biomedical Engineering
|April 16, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Functional outcomesMachine learningMulti-class analysisNeurological statusSpinal cord injuryTask-specific

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Spinal Cord Injury ll: Pathophysiology01:14

Spinal Cord Injury ll: Pathophysiology

Spinal cord injury progresses through two interconnected phases: primary injury and secondary injury.Primary InjuryPrimary injury happens at the moment of trauma and involves immediate mechanical damage to the spinal cord.Compression happens when broken vertebrae, herniated discs, or accumulating blood (such as a hematoma) press directly against the spinal cord, distorting its normal shape and function. In cases of contusion, the cord is bruised by a blunt force (like penetrating injuries or...
Secondary Spinal Cord Injury llI: Pathophysiology01:25

Secondary Spinal Cord Injury llI: Pathophysiology

Early Ischemia and Ionic ImbalanceWithin minutes of spinal cord injury, a secondary cascade begins, progressing over hours to weeks. Vascular damage reduces blood flow, causing ischemia and mitochondrial dysfunction. ATP depletion leads to ion pump failure, membrane depolarization, sodium influx, potassium efflux, and water accumulation, resulting in cellular swelling. Increased intracellular calcium further disrupts mitochondria and accelerates cellular injury.Excitotoxicity and Neuronal...

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