Changes for page Neurodiagnoses

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

From version 4.5
edited by manuelmenendez
on 2025/01/27 23:00
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To version 7.1
edited by manuelmenendez
on 2025/01/27 23:21
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5 -= Neurodiagnoses =
5 += //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.
7 +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.
8 +We aim to create a structured, interpretable, and scalable diagnostic tool.
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9 9  )))
10 10  
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15 -= What can I find here? =
16 += 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.
18 +==== **Overview** ====
20 20  
21 -= Who has access? =
20 +The //Tridimensional Diagnostic Framework// redefines how neurodegenerative diseases (NDDs) are classified by focusing on:
22 22  
22 +* **Axis 1**: Etiology (genetic/sporadic and environmental factors).
23 +* **Axis 2**: Molecular Markers (biomarkers and proteinopathies).
24 +* **Axis 3**: Neuroanatomoclinical correlations (linking clinical symptoms to structural changes in the nervous system).
25 +
26 +This methodology enables:
27 +
28 +* Greater precision in diagnosis.
29 +* Integration of incomplete datasets using AI-driven probabilistic modeling.
30 +* Stratification of patients for personalized treatment.
31 +
32 +==== **Diagnostic Axes** ====
33 +
34 +* (((
35 +**Axis 1: Etiology**
36 +
37 +* //Description//: Focuses on genetic and sporadic causes, identifying risk factors and potential triggers.
38 +* //Examples//: APOE ε4 as a genetic risk factor, or cardiovascular health affecting NDD progression.
39 +* //Tests//: Genetic testing, lifestyle and cardiovascular screening.
40 +)))
41 +* (((
42 +**Axis 2: Molecular Markers**
43 +
44 +* //Description//: Analyzes primary (amyloid-beta, tau) and secondary biomarkers (NFL, GFAP) for tracking disease progression.
45 +* //Examples//: CSF amyloid-beta concentrations to confirm Alzheimer’s pathology.
46 +* //Tests//: Blood/CSF biomarkers, PET imaging (Tau-PET, Amyloid-PET).
47 +)))
48 +* (((
49 +**Axis 3: Neuroanatomoclinical**
50 +
51 +* //Description//: Links clinical symptoms to neuroanatomical changes, such as atrophy or functional impairments.
52 +* //Examples//: Hippocampal atrophy correlating with memory deficits.
53 +* //Tests//: MRI volumetrics, FDG-PET, neuropsychological evaluations.
54 +)))
55 +
56 +==== **Case Studies** ====
57 +
58 +1. (((
59 +**Sporadic Alzheimer’s Disease**:
60 +
61 +* Axis 1: Sporadic (ApoE4, poor sleep habits).
62 +* Axis 2: Amyloid-beta plaques, elevated NFL.
63 +* Axis 3: Right hippocampus atrophy (visual memory loss).
64 +)))
65 +1. (((
66 +**Genetic Parkinson’s Disease**:
67 +
68 +* Axis 1: Genetic (LRRK2 mutation).
69 +* Axis 2: Alpha-synuclein aggregation.
70 +* Axis 3: Substantia nigra degeneration (motor dysfunction).
71 +)))
72 +
73 +==== **Applications** ====
74 +
75 +This system enhances:
76 +
77 +* **Research**: By stratifying patients, it reduces cohort heterogeneity in clinical trials.
78 +* **Clinical Practice**: Provides dynamic diagnostic annotations with timestamps for longitudinal tracking.
79 +
80 +== Who has access? ==
81 +
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: ==
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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.
89 +
90 +== Key Objectives: ==
91 +
92 +* Develop interpretable AI models for diagnosis and progression tracking.
93 +* Integrate data from Human Phenotype Ontology (HPO), Gene Ontology (GO), and other biomedical resources.
94 +* Foster collaboration among neuroscientists, AI researchers, and clinicians.
30 30  )))
31 31  
32 32  
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36 36  {{toc/}}
37 37  {{/box}}
38 38  
39 -== Key Objectives: ==
104 +== 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 -
106 +* `/docs`: Documentation and contribution guidelines.
107 +* `/code`: Machine learning pipelines and scripts.
108 +* `/data`: Sample datasets for testing.
109 +* `/outputs`: Generated models, visualizations, and reports.
45 45  )))
46 46  )))