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| ID | Type | Description | Link |
|---|---|---|---|
| 5KL2TR001859-04 | U.S. NIH Grant/Contract | View source | |
| R21HD099239-01 | U.S. NIH Grant/Contract | View source |
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| Name | Class |
|---|---|
| National Institutes of Health (NIH) | NIH |
| Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) | NIH |
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The purpose of this research is to evaluate and create a new clinical prediction model for CCHD screening that combines non-invasive measurements of oxygenation and perfusion.
This study will create and test an enhanced critical congenital heart defect (CCHD) screen that combines non-invasive measurements of oxygenation and perfusion in two ways. The first will use current equipment without automated interpretation and the second will require additional software/device but will automate the interpretation. To work towards development of those two algorithms in this stage of the study, the study team will download oxygen saturation (SpO2) and perfusion index (PIx) measurements from newborns with and without congenital heart disease (CHD) and apply statistical tests to the data afterwards to identify parameters to include in the newly developed screening algorithms. The overall objective is to create an automated screening algorithm to improve acyanotic CCHD detection, preventing morbidity and mortality associated with diagnoses missed by SpO2 screening. The central hypothesis is that the addition of non-invasive perfusion measurements to SpO2 will be superior to SpO2-alone screening for detection of acyanotic CCHD. The data collected during this study will be used to develop the two algorithms and the algorithms will be compared to the standard of care using statistical tests on the data after the fact (k-fold validation). The newly developed algorithms will not be tested in-situ on patients during this study.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| SpO2 and PIx Measurement | Experimental | Non-invasive measurements of oxygenation (SpO2) and perfusion (PIx) will be measured with pulse oximeters |
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| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| SpO2 and PIx Measurement | Diagnostic Test | Right upper and any lower extremity oxygen saturation (SpO2) and perfusion index (PIx) will be measured |
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| Measure | Description | Time Frame |
|---|---|---|
| Area Under the Receiver Operating Characteristics (AUROC) of critical congenital heart defect (CCHD) screening algorithm for CCHD with systemic obstruction from coarctation of the aorta or interrupted aortic arch | A CCHD screening algorithm will be created by simultaneously measuring oxygen saturation, perfusion index, and pulse oximetry waveform analysis from right upper and any lower extremity in newborns with and without CHD. Investigators will use cross-validation to test the newly developed algorithms and estimate AUROC for the specified types of heart defects. For purposes of defining primary and secondary criterion variables, the CHD will be considered present or absent at enrollment when the infant is less than 22 days of age according to the latest diagnostic assessment available for the infant (echocardiogram and/or physical examination). Because some CHDs can be diagnosed at later dates despite earlier negative diagnostic evaluations, investigators will reconfirm the presence or absence of the outcome at a minimum of 6 weeks of age for all patients except those who die or are lost to follow-up. | At enrollment |
| Measure | Description | Time Frame |
|---|---|---|
| AUROC of CCHD screening algorithm for any critical congenital heart defect (CCHD) | AUROC of CCHD screening algorithm for any critical congenital heart defect (CCHD). CCHD will be defined as an anatomical heart defect that requires surgical or catheter-based corrective/palliative procedure in the first 30 days after birth | At 30 days of life |
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Inclusion Criteria:
Exclusion Criteria:
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| David Geffen School of Medicine at UCLA | Los Angeles | California | 90095 | United States | ||
| Sutter Institute for Medical Research |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 38879455 | Derived | Siefkes H, Oliveira LC, Koppel R, Hogan W, Garg M, Manalo E, Cresalia N, Lai Z, Tancredi D, Lakshminrusimha S, Chuah CN. Machine Learning-Based Critical Congenital Heart Disease Screening Using Dual-Site Pulse Oximetry Measurements. J Am Heart Assoc. 2024 Jun 18;13(12):e033786. doi: 10.1161/JAHA.123.033786. Epub 2024 Jun 15. |
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| ID | Term |
|---|---|
| D006330 | Heart Defects, Congenital |
| ID | Term |
|---|---|
| D018376 | Cardiovascular Abnormalities |
| D002318 | Cardiovascular Diseases |
| D006331 | Heart Diseases |
| D000013 | Congenital Abnormalities |
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| ID | Term |
|---|---|
| D000089382 | Oxygen Saturation |
| ID | Term |
|---|---|
| D008660 | Metabolism |
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Non-invasive measurements of oxygenation and perfusion will be measured with pulse oximeters
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| AUROC of CCHD screening algorithm for critical congenital heart defect (CCHD) with any systemic obstruction |
AUROC of CCHD screening algorithm for critical congenital heart defect (CCHD) with any systemic obstruction |
| At enrollment |
| AUROC of CCHD screening algorithm for any congenital heart defect (CHD) | AUROC of CCHD screening algorithm for any congenital heart defect (CHD). CHD will be defined as any anatomical heart with the exception of isolated patent ductus arteriosus and/or atrial septal defect/patent foramen ovale | At enrollment |
| Sacramento |
| California |
| 95816 |
| United States |
| University of California-Davis | Sacramento | California | 95817 | United States |
| UCSF Benioff Children's Hospital | San Francisco | California | 94158 | United States |
| Northwell Health | New Hyde Park | New York | 11040 | United States |
| University of Utah/Primary Children's Hospital | Salt Lake City | Utah | 84113 | United States |
| D009358 | Congenital, Hereditary, and Neonatal Diseases and Abnormalities |