AI Based Multi-modal Parameter of Peripheral Blood Cells (MMPBC) Predicts Survival Risk in Critically Ill Children
1 other identifier
observational
3
1 country
1
Brief Summary
This study aims to investigate whether an AI prediction model based on blood cell multi-modal data can achieve early warning of survival risk in critically ill children through a large-scale multi-center cohort of critically ill children.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at below P25 for all trials
Started Mar 2023
Shorter than P25 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
March 1, 2023
CompletedFirst Submitted
Initial submission to the registry
August 11, 2023
CompletedFirst Posted
Study publicly available on registry
September 13, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
September 30, 2023
CompletedStudy Completion
Last participant's last visit for all outcomes
September 30, 2023
CompletedSeptember 13, 2023
September 1, 2023
7 months
August 11, 2023
September 12, 2023
Conditions
Keywords
Outcome Measures
Primary Outcomes (3)
death
diagnosis time based on medical records
through study completion, an average of 1 month
multiple organ dysfunction syndrome(MODS)
diagnosis time based on medical records
through study completion, an average of 1 month
sepsis
diagnosis time based on medical records
through study completion, an average of 1 month
Secondary Outcomes (5)
disseminated intravascular coagulation(DIC)
through study completion, an average of 1 month
chronic lung disease or acute respiratory distress syndrome
through study completion, an average of 1 month
shock
through study completion, an average of 1 month
Length of stay in the pediatric intensive care unit(PICU) or neonatal intensive care unit(NICU) hospitalization duration
through study completion, an average of 1 month
brain injury or neurological complications
through study completion, an average of 1 month
Study Arms (1)
Group 1
No Intervention
Eligibility Criteria
The included population in this study consists of children who meet the following criteria: they were admitted to NICU and PICU between January 1, 2018, and March 31, 2023, and are under the age of 18 with no gender limitation. These children underwent blood routine tests using Mindray Medical's five-category blood cell analyzer, and the instrument or computer system retained relatively complete blood cell multi-modal data. Additionally, they have detailed clinical medical records related to this study. Excluded from the study are children with underlying blood, genetic, or chromosomal diseases, those who have received blood products in the past six months, and non-critically ill children who temporarily stayed in NICU or PICU due to bed availability issues in other wards.
You may qualify if:
- Children who were admitted to NICU and PICU from January 1, 2018, to March 31, 2023.
- Age \<18 years, gender not limited.
- Blood routine tests were performed using Mindray Medical's five-category blood cell analyzer (including BC6000, BC6000PLUS, BC6800PLUS, and BC7500 series), and the instrument or computer system retained relatively complete blood cell multi-modal data.
- Detailed clinical medical records related to this study can be obtained.
- Patients who were repeatedly admitted to NICU or PICU and had different conditions, causes, and outcomes each time were counted as new cases.
You may not qualify if:
- Children with congenital immunodeficiency.
- Children with blood diseases, including iron-deficiency anemia, macrocytic anemia, hereditary spherocytosis, glucose-6-phosphate dehydrogenase deficiency, thalassemia, autoimmune hemolytic anemia, aplastic anemia, immune thrombocytopenia, acute lymphoblastic leukemia, acute non-lymphoblastic leukemia, multiple myeloma, allergic purpura, myelodysplastic syndrome, etc.
- Children with genetic metabolic diseases, including galactosemia, mucopolysaccharidosis, glycogen storage disease, phenylketonuria, albinism, alkaptonuria, hypoxanthine-guanine phosphoribosyltransferase deficiency, chromhidrosis, Goucher disease, Tay-Sachs disease, etc.
- Children with chromosomal diseases, including Down syndrome, trisomy 18, etc.
- Children who received blood products within six months, including transfused blood components, human immunoglobulin, etc.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Zhujiang Hospital of Southern Medical University
Guangzhou, Guangdong, 510000, China
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- CASE ONLY
- Time Perspective
- RETROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- high professional title
Study Record Dates
First Submitted
August 11, 2023
First Posted
September 13, 2023
Study Start
March 1, 2023
Primary Completion
September 30, 2023
Study Completion
September 30, 2023
Last Updated
September 13, 2023
Record last verified: 2023-09