Value of fluid-attenuated inversion recovery MRI data analyzed by the lesion segmentation toolbox in amyotrophic

Anna M Wirth1,2, Siw Johannesen1, Andrei Khomenko1

  • 1Department of Neurology, University Hospital of Regensburg, Germany.

Abstract

Insights

The Lesion Segmentation Toolbox (LST) objectively quantifies MRI FLAIR lesions in amyotrophic lateral sclerosis (ALS) patients. These FLAIR lesions, particularly in the pyramidal tract, are associated with poorer survival, indicating LST

Area of Science:

  • Neuroimaging
  • Biomarkers
  • Neurology

Background:

  • Amyotrophic lateral sclerosis (ALS) is associated with MRI-detected white matter hyperintensities.
  • Fluid-attenuated inversion recovery (FLAIR) MRI shows abnormalities in the corticospinal tract and corpus callosum in ALS patients.

Purpose of the Study:

  • To evaluate the efficacy of the Lesion Segmentation Toolbox (LST) for quantifying FLAIR lesions in ALS.
  • To assess the relationship between quantified lesions and clinical outcomes in ALS.

Main Methods:

  • Retrospective analysis of 28 ALS patients and 31 healthy controls using 1.5 T FLAIR and T1-weighted MRI.
  • Lesion Segmentation Toolbox (LST) with lesion prediction algorithm (LPA) for extracting lesion maps, total lesion volume (TLV), and total lesion number (TLN).
  • Statistical analysis including ANOVA, t-tests, correlation, and survival analyses (Kaplan-Meier, Cox-regression).

Main Results:

  • Both ALS patients and controls showed FLAIR alterations; TLN was dependent on age and sex.
  • ALS patients exhibited higher TLN than controls, particularly males.
  • FLAIR lesions were most pronounced in the superior/posterior corona radiata, anterior capsula interna, and posterior thalamic radiation.
  • Pyramidal tract lesions correlated with significantly inferior survival; age was a strong prognostic factor.

Conclusions:

  • The Lesion Segmentation Toolbox (LST) provides objective quantification of FLAIR alterations in ALS.
  • FLAIR lesion load and location, particularly in the pyramidal tract, may serve as a prognostic biomarker for ALS survival.

Related Concept Videos

Transcription Attenuation in Prokaryotes02:42

Transcription Attenuation in Prokaryotes

Transcriptional attenuation occurs when RNA transcription is prematurely terminated due to the formation of a terminator mRNA hairpin structure.  Bacteria use these hairpins to regulate the transcription process and control the synthesis of several amino acids including histidine, lysine, threonine, and phenylalanine. Transcription attenuation takes place in the non-coding regions of mRNA.
There are several different mechanisms used to attenuate transcription. In ribosome mediated...
18.4K
Statistical Methods for Analyzing Epidemiological Data01:25

Statistical Methods for Analyzing Epidemiological Data

Epidemiological data primarily involves information on specific populations' occurrence, distribution, and determinants of health and diseases. This data is crucial for understanding disease patterns and impacts, aiding public health decision-making and disease prevention strategies. The analysis of epidemiological data employs various statistical methods to interpret health-related data effectively. Here are some commonly used methods:
967
Statistical Methods to Analyze Parametric Data: ANOVA01:12

Statistical Methods to Analyze Parametric Data: ANOVA

Analysis of Variance, or ANOVA, is a powerful statistical technique used to analyze parametric data, primarily in research and experimental studies. It's designed to compare the means of two or more groups, assisting researchers in identifying any significant differences between these group means. There are two main types of ANOVA based on the complexity of the analysis: one-way and two-way.
One-way ANOVA is applied when a single independent variable or factor is scrutinized. It compares...
1.6K
Inverse Trigonometric Functions01:29

Inverse Trigonometric Functions

Inverse trigonometric functions are fundamental mathematical tools that reverse the actions of standard trigonometric functions. While trigonometric functions map angles to ratios, inverse trigonometric functions perform the opposite operation by mapping a ratio back to its corresponding angle. These functions are essential in various applications, particularly in determining angles when given specific distances, such as calculating elevation angles in navigation and engineering.For a function...
272
Statistical Methods to Analyze Parametric Data: Student t-Test and Goodness-of-Fit Test01:09

Statistical Methods to Analyze Parametric Data: Student t-Test and Goodness-of-Fit Test

In parametric statistics, two fundamental tests stand out for their utility and wide application: the Student's t-test and goodness-of-fit tests. These tests provide researchers with a robust method for drawing insights from data, testing hypotheses, and making informed decisions based on their findings.
The Student's t-test is a statistical test that examines if there is a statistically significant difference between the means of two groups. This test is instrumental when dealing with...
6.9K
Inverse Hyperbolic Functions and Their Derivatives01:25

Inverse Hyperbolic Functions and Their Derivatives

The shape of a suspension bridge cable hanging under its own weight is described by a catenary curve, which is modeled using the hyperbolic cosine function. This mathematical model accurately captures the balance between gravity and tension acting along the cable. When a particular vertical position on the cable is known, the corresponding horizontal position can be determined using the inverse hyperbolic cosine function, allowing for a detailed analysis of the cable's geometry.Inverse...
68