Changes for page Neurodiagnoses
Last modified by manuelmenendez on 2025/03/03 22:46
From version 6.1
edited by manuelmenendez
on 2025/01/27 23:21
on 2025/01/27 23:21
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To version 4.5
edited by manuelmenendez
on 2025/01/27 23:00
on 2025/01/27 23:00
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... ... @@ -2,11 +2,9 @@ 2 2 ((( 3 3 (% class="container" %) 4 4 ((( 5 -= **Neurodiagnoses** 6 -//A new tridimensional diagnostic framework for CNS conditions// = 5 += Neurodiagnoses = 7 7 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. 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. 10 10 ))) 11 11 ))) 12 12 ... ... @@ -14,72 +14,14 @@ 14 14 ((( 15 15 (% class="col-xs-12 col-sm-8" %) 16 16 ((( 17 -= What is this about and whatcan I find here? =15 += What can I find here? = 18 18 19 -==== **Overview** ==== 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. 20 20 21 - The//Tridimensional Diagnostic Framework// redefineshowneurodegenerative diseases(NDDs)areclassifiedby focusing on:21 += Who has access? = 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 - 83 83 We welcome contributions from the global community. Let’s build the future of neurological diagnostics together! 84 84 85 85 == How to Contribute: == ... ... @@ -87,12 +87,6 @@ 87 87 * Access the `/docs` folder for guidelines. 88 88 * Use `/code` for the latest AI pipelines. 89 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. 96 96 ))) 97 97 98 98 ... ... @@ -102,11 +102,11 @@ 102 102 {{toc/}} 103 103 {{/box}} 104 104 105 -== Maincontents: ==39 +== Key Objectives: == 106 106 107 -* `/docs`:Documentation andcontributionguidelines.108 -* `/code`: Machinelearningpipelinesandscripts.109 -* `/data`: Sampledatasetsfortesting.110 - * `/outputs`: Generated models, visualizations, and reports.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 + 111 111 ))) 112 112 )))