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
on 2025/01/27 23:00
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To version 7.1
edited by manuelmenendez
on 2025/01/27 23:21
on 2025/01/27 23:21
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... ... @@ -2,9 +2,10 @@ 2 2 ((( 3 3 (% class="container" %) 4 4 ((( 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. 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? = 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: == ... ... @@ -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. 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 ... ... @@ -36,11 +36,11 @@ 36 36 {{toc/}} 37 37 {{/box}} 38 38 39 -== KeyObjectives: ==104 +== Main contents: == 40 40 41 -* Developinterpretable AI models for diagnosisandprogressiontracking.42 -* Integratedata from Human PhenotypeOntology(HPO), GeneOntology (GO),andother biomedicalresources.43 -* Foster collaborationamong neuroscientists,AIresearchers, 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 )))