Changes for page Neurodiagnoses
Last modified by manuelmenendez on 2025/03/03 22:46
From version 4.3
edited by manuelmenendez
on 2025/01/27 22:57
on 2025/01/27 22:57
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To version 6.1
edited by manuelmenendez
on 2025/01/27 23:21
on 2025/01/27 23:21
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... ... @@ -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 ... ... @@ -12,15 +12,85 @@ 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! 84 + 85 +== How to Contribute: == 86 + 87 +* Access the `/docs` folder for guidelines. 88 +* Use `/code` for the latest AI pipelines. 89 +* 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. 24 24 ))) 25 25 26 26 ... ... @@ -30,6 +30,11 @@ 30 30 {{toc/}} 31 31 {{/box}} 32 32 33 - 105 +== Main contents: == 106 + 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. 34 34 ))) 35 35 )))