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Common and Specific Information From Neuroimaging and Smartphone

Recruiting
Conditions
Multiple Sclerosis
Registration Number
NCT05482906
Lead Sponsor
Nantes University Hospital
Brief Summary

Gait alteration is frequent in MS and limitation in walking ability is a major concern in MS patients. Umanit and LMJL (Nantes university) has developed a device call egait to assess walking ability in individuals (eg MS patients).

Detailed Description

This device consists in a commercialized IMU sensor (MetaMotionR Sensor, Mbientilab) worn at the right hip, a smartphone app and dedicated algorithm/mathematical model to extract raw sensor data and calculate individual gait pattern (IGP). This IGP consists of a curve, based on quaternion and representing the rotation recorded by the IMU during an average gait cycle. Pursue previous works conducted on (IGP to assess) gait alteration in MS by adding (to IGP) new information from MRI.

Recruitment & Eligibility

Status
RECRUITING
Sex
All
Target Recruitment
100
Inclusion Criteria

Not provided

Exclusion Criteria

Not provided

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Primary Outcome Measures
NameTimeMethod
Clustering analyze based on IGPAt the inclusion

IGP consists of a curve, based on quaternion and representing the rotation recorded by the IMU during an average gait cycle (0-1).

Clustering analyze based on EDSS scoreAt the inclusion

EDSS is an ordinal scale measuring disability and ranging from 0 (normal examination) to 10 (death due to MS) in a 0,5-point increments from score 1.

Clustering analyze based on MRI lesion loadAt the inclusion

MRI characteristics are spinal and extraspinal lesion volumes.

Secondary Outcome Measures
NameTimeMethod
Correlation with disabilityAt the inclusion

Correlation of IGP obtained during a walk of 25 feet with Expanded Disability Status Scale (EDSS). EDSS is an ordinal scale measuring disability and ranging from 0 (normal examination) to 10 (death due to MS) in a 0,5-point increments from score 1. Here EDSS of 0 to 2 inclusive defined as mild, 2,5 to 4 inclusive as moderate and EFDSS of 4,5 to 6 inclusive defined as severe

Correlation with MRI lesion loadAt the inclusion

Add lesion load (Spinal and extraspinal lesion volume) from MRI to previous correlation.

Building a predictive model for lesion load involving in walk ability from IGPAt the inclusion

Root mean square error between observed and lesion load predicted by the model, calculated by cross-validation.

Building a predictive model for group belonging from group established in main outcome based on IGPAt the inclusion

Multiclass accuracy between real and predict group, calculated by cross-validation

Trial Locations

Locations (1)

Nantes University Hospital

🇫🇷

Nantes, Loire-Atlantique, France

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