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Retrospective study of propionic acidemia using natural language processing in Mayo Clinic electronic health record
Hannah Barman1, Vanja Sikirica2, Katherine Carlson1
1nference, One Main Street, Suite 400, East Arcade, 4th Floor, Cambridge, MA 02142, USA.
Insights
Propionic acidemia (PA) is a rare metabolic disorder. This study details PA patient outcomes, revealing high complication rates and the significant burden of metabolic decompensation events (MDEs).
Area of Science:
- Biochemistry
- Genetics
- Pediatrics
Background:
- Propionic acidemia (PA) is a rare, autosomal recessive organic acidemia.
- Limited data exist on the natural history, presentation, treatments, and outcomes of PA patients.
Purpose of the Study:
- To retrospectively describe the natural history of PA patients.
- Utilize real-world electronic health record (EHR) data, including structured and unstructured information, to detail PA patient care.
Main Methods:
- Retrospective analysis of EHR data from 13 PA patients at the Mayo Clinic (1998-2022).
- Employed natural language processing (NLP) on unstructured clinical notes and manual review for data accuracy.
- Described complications, interventions, and encounters relative to the PA diagnosis index date.
Main Results:
- 85% of PA patients experienced complications, including nutritional difficulties (46%), metabolic decompensation events (MDEs; 38%), and neurologic abnormalities (38%).
- Patients with a history of MDEs presented with developmental delays and had higher complication rates.
- Common presenting symptoms included hyperammonemia (78%) and decreased nutritional intake (67%).
Conclusions:
- This study characterizes the spectrum and frequency of clinical outcomes in PA.
- Highlights the significant clinical burden imposed by metabolic decompensation events in PA patients.
Background:
Propionic acidemia (PA) is a rare autosomal recessive organic acidemia that classically presents within the first days of life with a metabolic crisis or via newborn screening and is confirmed with laboratory tests. Limited data exist on the natural history of patients with PA describing presentation, treatments, and clinical outcomes.
Objective:
To retrospectively describe the natural history of patients with PA in a clinical setting from a real-world database using both structured and unstructured electronic health record (EHR) data using novel data extraction techniques in a unique care setting.
Design/Methods:
This retrospective study used EHR data to identify patients with PA seen at the Mayo Clinic. Unstructured clinical text (medical notes, pathology reports) were analyzed using augmented curation natural language processing models to enhance analysis of data extracted by structured data fields (International Classification of Diseases 9th or 10th revision [ICD-9/-10] codes, Current Procedural Terminology [CPT] codes, and medication orders). De-identified health records were also manually reviewed by clinical scientists to ensure data accuracy and completeness. The index date was defined as the patient's date of PA diagnosis at the Mayo Clinic. Results were reported as aggregate descriptive statistics relative to patients' index dates. Complications, therapeutic interventions, laboratory tests, procedures, and hospitalization encounters related to PA were described at and within 6 months of the patient's index date, and from medical history available before the index date.
Results:
In total, 13 patients with PA were identified, with visits occurring from 1998 to 2022. Age at diagnosis ranged from birth to 3 years; age at initial evaluation at the Mayo Clinic ranged from 3 days to 28 years. The mean number of Mayo Clinic outpatient visits was 31 (median duration of care, 2 years). PA-related complications were documented in 85% of patients and included nutritional difficulties (46%), metabolic decompensation events (MDEs; 38%), neurologic abnormalities (38%), and cardiomyopathy (7%). One pair of affected siblings had mild symptoms and no complications or MDEs. All 5 patients with a history of MDEs presented with developmental delays. Among patients with MDEs, the mean frequency of outpatient clinical care visits was 10 per year, and 3 patients required inpatient hospitalization (mean duration, 16 days). The incidence of severe complications was higher among patients with MDEs than those without MDEs. Of the patients with MDEs, 2 experienced crises while receiving treatment at the Mayo Clinic, with 9 total MDEs occurring between the 2 patients. Symptoms at presentation included hyperammonemia (78%), fever and/or decreased nutritional intake (67%), hyperglycemia/hypoglycemia (56%), intercurrent upper respiratory infection and/or lethargy (44%), constipation (33%), altered mental status (33%), and cough (33%).
Conclusions:
This study highlights the range and frequency of clinical outcomes experienced by patients with PA and demonstrates the clinical burden of MDEs.
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