Changes for page Neurodiagnoses

Last modified by manuelmenendez on 2025/03/03 22:46

From version 4.4
edited by manuelmenendez
on 2025/01/27 23:00
Change comment: There is no comment for this version
To version 6.1
edited by manuelmenendez
on 2025/01/27 23:21
Change comment: There is no comment for this version

Summary

Details

Page properties
Content
... ... @@ -2,9 +2,11 @@
2 2  (((
3 3  (% class="container" %)
4 4  (((
5 -= Neurodiagnoses =
5 += **Neurodiagnoses**
6 +//A new tridimensional diagnostic framework for CNS conditions// =
6 6  
7 -This project is focused on developing a novel nosological and diagnostic framework for neurological diseases. Using advanced AI techniques and integrating data from neuroimaging, biomarkers, and biomedical ontologies, we aim to create a structured, interpretable, and scalable diagnostic tool.
8 +This project is focused on developing a novel nosological and diagnostic framework for neurological diseases by using advanced AI techniques and integrating data from neuroimaging, biomarkers, and biomedical ontologies.
9 +We aim to create a structured, interpretable, and scalable diagnostic tool.
8 8  )))
9 9  )))
10 10  
... ... @@ -12,14 +12,72 @@
12 12  (((
13 13  (% class="col-xs-12 col-sm-8" %)
14 14  (((
15 -= What can I find here? =
17 += What is this about and what can I find here? =
16 16  
17 -* `/docs`: Documentation and contribution guidelines.
18 -* `/code`: Machine learning pipelines and scripts.
19 -* `/data`: Sample datasets for testing. - `/outputs`: Generated models, visualizations, and reports.
19 +==== **Overview** ====
20 20  
21 -= Who has access? =
21 +The //Tridimensional Diagnostic Framework// redefines how neurodegenerative diseases (NDDs) are classified by focusing on:
22 22  
23 +* **Axis 1**: Etiology (genetic/sporadic and environmental factors).
24 +* **Axis 2**: Molecular Markers (biomarkers and proteinopathies).
25 +* **Axis 3**: Neuroanatomoclinical correlations (linking clinical symptoms to structural changes in the nervous system).
26 +
27 +This methodology enables:
28 +
29 +* Greater precision in diagnosis.
30 +* Integration of incomplete datasets using AI-driven probabilistic modeling.
31 +* Stratification of patients for personalized treatment.
32 +
33 +==== **Diagnostic Axes** ====
34 +
35 +* (((
36 +**Axis 1: Etiology**
37 +
38 +* //Description//: Focuses on genetic and sporadic causes, identifying risk factors and potential triggers.
39 +* //Examples//: APOE ε4 as a genetic risk factor, or cardiovascular health affecting NDD progression.
40 +* //Tests//: Genetic testing, lifestyle and cardiovascular screening.
41 +)))
42 +* (((
43 +**Axis 2: Molecular Markers**
44 +
45 +* //Description//: Analyzes primary (amyloid-beta, tau) and secondary biomarkers (NFL, GFAP) for tracking disease progression.
46 +* //Examples//: CSF amyloid-beta concentrations to confirm Alzheimer’s pathology.
47 +* //Tests//: Blood/CSF biomarkers, PET imaging (Tau-PET, Amyloid-PET).
48 +)))
49 +* (((
50 +**Axis 3: Neuroanatomoclinical**
51 +
52 +* //Description//: Links clinical symptoms to neuroanatomical changes, such as atrophy or functional impairments.
53 +* //Examples//: Hippocampal atrophy correlating with memory deficits.
54 +* //Tests//: MRI volumetrics, FDG-PET, neuropsychological evaluations.
55 +)))
56 +
57 +==== **Case Studies** ====
58 +
59 +1. (((
60 +**Sporadic Alzheimer’s Disease**:
61 +
62 +* Axis 1: Sporadic (ApoE4, poor sleep habits).
63 +* Axis 2: Amyloid-beta plaques, elevated NFL.
64 +* Axis 3: Right hippocampus atrophy (visual memory loss).
65 +)))
66 +1. (((
67 +**Genetic Parkinson’s Disease**:
68 +
69 +* Axis 1: Genetic (LRRK2 mutation).
70 +* Axis 2: Alpha-synuclein aggregation.
71 +* Axis 3: Substantia nigra degeneration (motor dysfunction).
72 +)))
73 +
74 +==== **Applications** ====
75 +
76 +This system enhances:
77 +
78 +* **Research**: By stratifying patients, it reduces cohort heterogeneity in clinical trials.
79 +* **Clinical Practice**: Provides dynamic diagnostic annotations with timestamps for longitudinal tracking.
80 +
81 +== Who has access? ==
82 +
23 23  We welcome contributions from the global community. Let’s build the future of neurological diagnostics together!
24 24  
25 25  == How to Contribute: ==
... ... @@ -27,6 +27,12 @@
27 27  * Access the `/docs` folder for guidelines.
28 28  * Use `/code` for the latest AI pipelines.
29 29  * Share feedback and ideas in the wiki discussion pages.
90 +
91 +== Key Objectives: ==
92 +
93 +* Develop interpretable AI models for diagnosis and progression tracking.
94 +* Integrate data from Human Phenotype Ontology (HPO), Gene Ontology (GO), and other biomedical resources.
95 +* Foster collaboration among neuroscientists, AI researchers, and clinicians.
30 30  )))
31 31  
32 32  
... ... @@ -36,11 +36,11 @@
36 36  {{toc/}}
37 37  {{/box}}
38 38  
39 -== Key Objectives: ==
105 +== Main contents: ==
40 40  
41 -* Develop interpretable AI models for diagnosis and progression tracking.
42 -* Integrate data from Human Phenotype Ontology (HPO), Gene Ontology (GO), and other biomedical resources.
43 -* Foster collaboration among neuroscientists, AI researchers, and clinicians.
44 -
107 +* `/docs`: Documentation and contribution guidelines.
108 +* `/code`: Machine learning pipelines and scripts.
109 +* `/data`: Sample datasets for testing.
110 +* `/outputs`: Generated models, visualizations, and reports.
45 45  )))
46 46  )))