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Study of the Gastrointestinal Heat Retention Syndrome in Children: From Diagnostic Model to Biological Basis
Xueyan Ma1, Chencheng Mei1, Ling Huang1
1Beijing University of Chinese Medicine, Beijing 100029, China.
Insights
Gastrointestinal heat retention syndrome (GHRS) in children can now be diagnosed with a new model based on core symptoms. This study identifies key symptoms and biological pathways, offering an objective standard for clinical diagnosis.
Area of Science:
- Pediatric Gastroenterology
- Systems Biology
- Computational Biology
Background:
- Gastrointestinal heat retention syndrome (GHRS) is a condition in children linked to metabolic energy blocks, often associated with recurrent respiratory infections and functional abdominal pain.
- Current diagnostic methods for GHRS lack standardization, hindering accurate identification and management.
- Establishing clear diagnostic criteria is crucial for understanding and treating this pediatric condition.
Purpose of the Study:
- To develop a diagnostic model for pediatric GHRS using systems biology approaches.
- To identify core clinical symptoms indicative of GHRS in children.
- To explore the underlying biological mechanisms and pathways involved in GHRS.
Main Methods:
- Utilized Delphi method and Lasso analysis to screen for core GHRS symptoms in children.
- Developed a diagnostic model employing the eXtreme Gradient Boosting (XGBoost) algorithm.
- Integrated Human Phenotype Ontology (HPO), STRING, DAVID, KEGG, and Cytoscape for biological pathway and target analysis.
Main Results:
- Identified 19 core symptoms of GHRS in children, including digestive and nervous system manifestations.
- The XGBoost diagnostic model achieved an internal verification accuracy of 93.03%.
- Systems biology analysis implicated PI3K-AKT, MAPK, and Wnt signaling pathways in GHRS, particularly involving cell proliferation, apoptosis, and mitochondrial metabolism.
Conclusions:
- A novel, accurate diagnostic model for pediatric GHRS has been established based on core clinical symptoms.
- This model provides an objective standard for the clinical diagnosis of GHRS in children.
- The Wnt signaling pathway and estrogen receptor-activated PI3K-AKT and MAPK pathways are identified as potentially crucial in GHRS pathogenesis.
Abstract:
Gastrointestinal heat retention syndrome (GHRS) refers to a condition that is associated with increased gastrointestinal heat caused by a metabolic block in energy. It is common in children and is closely related to the occurrence and development of recurrent respiratory tract infection, pneumonia, recurrent functional abdominal pain, etc. However, there are no standardized diagnostic criteria to differentiate the GHRS. Therefore, this study is aimed to establish a diagnostic model for children's GHRS and explore the possible biological basis by using systems biology to achieve. Furthermore, Delphi method and the clinical data of Lasso analysis were used to screen out the core symptoms. Nineteen core symptoms of GHRS in children were screened including digestive symptoms such as dry stool, poor appetite, vomiting, and some nervous system symptoms such as night restlessness and irritability. Based on the core symptoms, a GHRS diagnosis model was established using the eXtreme Gradient Boosting (XGBoost) method, and the accuracy of internal verification reached 93.03%. Relevant targets of the core symptoms in the Human Phenotype Ontology (HPO) were retrieved, and target interactions were linked through the Search Tool for the Retrieval of Interacting Genes/Proteins (STRING) database, and core targets were selected after topological analysis using Cytoscape. Relevant biological processes and pathways were analyzed by applying the DAVID and KEGG databases. The enriched biological processes focused on the cell proliferation, differentiation, apoptosis, and mitochondrial metabolism, which were mainly associated with PI3K-AKT, MAPK network pathways, and the Wnt signaling pathway. In conclusion, we established a diagnosis model of GHRS in children based on the core symptoms and provided an objective standard for its clinical diagnosis. And, the Wnt signaling pathway and the estrogen receptor-activated PI3K-AKT and MAPK network pathways may play important roles in the GHRS processing.
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