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hemoglobinopathy-analysis-agent
维护者 FreedomIntelligence · 最近更新 2026年4月1日
Hemoglobin variant analysis, sickle cell, and thalassemia genotype-phenotype assessment.
原始来源
FreedomIntelligence/OpenClaw-Medical-Skills
https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/hemoglobinopathy-analysis-agent
- 维护者
- FreedomIntelligence
- 许可
- MIT
- 最近更新
- 2026年4月1日
技能摘要
来自 SKILL.md 的关键信息
核心说明
- Hemoglobinopathy Analysis Agent provides comprehensive AI-driven analysis of hemoglobin disorders. It integrates HPLC chromatograms,electrophoresis patterns,CBC parameters,、 molecular genetics ,用于 diagnosis 、 management of sickle cell disease,thalassemias,、 variant hemoglobins。
- When interpreting HPLC hemoglobin chromatograms ,用于 variant identification。
- To diagnose 、 classify thalassemia syndromes (α,β,δβ)。
- 用于 comprehensive sickle cell disease phenotype assessment。
- When correlating genotype ,支持 clinical phenotype severity。
原始文档
SKILL.md 摘录
Core Capabilities
-
HPLC Interpretation: AI pattern recognition for hemoglobin variant identification from HPLC chromatograms.
-
Thalassemia Classification: Distinguish α-thalassemia (silent carrier to Hb Bart's) and β-thalassemia (minor to major).
-
Sickle Cell Phenotyping: Integrate HbS%, HbF%, α-globin status for phenotype prediction.
-
Variant Identification: Database matching for >1,500 known hemoglobin variants.
-
Molecular Correlation: Link genetic variants (HBB, HBA1/2) to protein phenotypes.
-
Management Guidance: Treatment recommendations based on disease severity.
Hemoglobin Pattern Analysis
| Condition | HbA | HbA2 | HbF | Variants | RBC Indices |
|---|---|---|---|---|---|
| Normal adult | 96-98% | 2-3% | <1% | - | Normal |
| β-thal trait | 92-95% | 3.5-7% | 1-3% | - | Microcytic |
| β-thal major | 0-10% | Variable | 90-95% | - | Severe anemia |
| α-thal trait | 97-98% | 2-3% | <1% | - | Microcytic |
| HbH disease | 70-90% | 1-2% | <1% | HbH 5-30% | Moderate anemia |
| Sickle trait | 55-60% | 2-3% | <1% | HbS 38-45% | Normal |
| Sickle cell | 0% | 2-3% | 2-20% | HbS 80-95% | Sickle cells |
Workflow
-
Input: HPLC chromatogram, CBC with indices, peripheral smear findings, molecular data (if available).
-
Pattern Recognition: AI analysis of HPLC retention times and peak areas.
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Variant Matching: Compare against hemoglobin variant database.
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RBC Correlation: Integrate MCV, MCH, RDW, reticulocyte count.
-
Phenotype Classification: Assign clinical phenotype category.
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Management: Generate treatment and monitoring recommendations.
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Output: Diagnosis, variant identification, clinical classification, management plan.
适用场景
- When interpreting HPLC hemoglobin chromatograms ,用于 variant identification。
- To diagnose 、 classify thalassemia syndromes (α,β,δβ)。
- 用于 comprehensive sickle cell disease phenotype assessment。
- When correlating genotype ,支持 clinical phenotype severity。
不适用场景
- Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。
上游相关技能
- Blood_Smear_Analysis - For morphology assessment
- Variant_Interpretation - For molecular findings
- Flow_Cytometry_AI - For F-cell quantification
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