Changes for page Neurodiagnoses

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

From version 33.1
edited by manuelmenendez
on 2025/02/01 13:54
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To version 24.1
edited by manuelmenendez
on 2025/01/29 18:46
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15 15  (((
16 16  = What is this about and what can I find here? =
17 17  
18 -= **Overview** =
18 +== **Overview** ==
19 19  
20 -T
21 -
22 -The classification and diagnosis of **central nervous system (CNS) diseases** have long been constrained by **traditional phenotype-based approaches**, which often fail to capture the **complex pathophysiological mechanisms, molecular biomarkers, and neuroanatomical changes** that drive disease progression. **Neurodegenerative and psychiatric disorders**, for example, exhibit significant **clinical overlap, co-pathology, and heterogeneity**, making current diagnostic models insufficient.
23 -
24 -This project proposes a **new diagnostic framework**—one that **shifts from symptom-based classifications** to an **etiology-driven, tridimensional system**. By integrating **genetics, proteomics, neuroimaging, computational modeling, and AI-powered annotations**, this approach aims to provide a **more precise, scalable, and biologically grounded method for diagnosing and managing CNS diseases**.
25 -
26 -The **AI-powered annotation system** plays a critical role by **structuring, interpreting, and tracking multi-modal data**, ensuring **real-time disease progression analysis, clinician decision support, and personalized treatment pathways**.
27 -
28 -=== **Project Aim** ===
29 -
30 -The project aims to develop a **tridimensional diagnostic framework** with an **AI-powered annotation system**, integrating **etiology, molecular biomarkers, and neuroanatomoclinical correlations** for **precise, standardized, and scalable CNS disease diagnostics**.
31 -
32 32  The //Tridimensional Diagnostic Framework// redefines CNS diseases can be classified and diagnosed by focusing on:
33 33  
34 34  * **Axis 1**: Etiology (genetic or other causes of diseases).
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35 35  * **Axis 2**: Molecular Markers (biomarkers).
36 36  * **Axis 3**: Neuroanatomoclinical correlations (linking clinical symptoms to structural changes in the nervous system).
37 37  
26 +
27 +[[For instance, neurodegenerative diseases can be studied and classified in a tridimensional scheme with three axes: anatomic–clinical, molecular, and etiologic. CSF, cerebrospinal fluid; FDG, fluorodeoxyglucose; MRI, magnetic resonance imaging; PET, positron emission tomography.>>image:tridimensional.png||alt="tridimensional view of neurodegenerative diseases"]]
28 +
29 +
38 38  This methodology enables:
39 39  
40 40  * Greater precision in diagnosis.
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41 41  * Integration of incomplete datasets using AI-driven probabilistic modeling.
42 42  * Stratification of patients for personalized treatment.
43 43  
44 -== **The Role of AI-Powered Annotation** ==
45 -
46 -To enhance **standardization, interpretability, and clinical application**, the framework integrates **an AI-powered annotation system**, which:
47 -
48 -* **Assigns structured metadata tags** to diagnostic features.
49 -* **Provides real-time contextual explanations** for AI-based classifications.
50 -* **Tracks longitudinal disease progression** using timestamped AI annotations.
51 -* **Improves AI model transparency** through interpretability tools (e.g., SHAP analysis).
52 -* **Facilitates decision-making for clinicians** by linking annotations to standardized biomedical ontologies (SNOMED, HPO).
53 -
54 54  == **The case of neurodegenerative diseases** ==
55 55  
56 56  There have been described these 3 diagnostic axes:
57 57  
58 -[[Neurodegenerative diseases can be studied and classified in a tridimensional scheme with three axes: anatomic–clinical, molecular, and etiologic. CSF, cerebrospinal fluid; FDG, fluorodeoxyglucose; MRI, magnetic resonance imaging; PET, positron emission tomography.>>image:tridimensional.png||alt="tridimensional view of neurodegenerative diseases"]]
59 -
60 60  * (((
61 61  **Axis 1: Etiology**
62 62  
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86 86  * **Research**: By stratifying patients, reduces cohort heterogeneity in clinical trials.
87 87  * **Clinical Practice**: Provides dynamic diagnostic annotations with timestamps for longitudinal tracking.
88 88  
69 +== Who has access? ==
70 +
71 +We welcome contributions from the global community. Let’s build the future of neurological diagnostics together!
72 +
89 89  == How to Contribute ==
90 90  
91 91  * Access the `/docs` folder for guidelines.
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97 97  * Develop interpretable AI models for diagnosis and progression tracking.
98 98  * Integrate data from Human Phenotype Ontology (HPO), Gene Ontology (GO), and other biomedical resources.
99 99  * Foster collaboration among neuroscientists, AI researchers, and clinicians.
100 -
101 -== Who has access? ==
102 -
103 -We welcome contributions from the global community. Let’s build the future of neurological diagnostics together!
104 104  )))
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106 106  
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112 112  (((
113 113  {{box title="**Contents**"}}