A new tool for pregnancy research: a unified definition for major congenital malformation across ICD eras

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Authors: Thuy Nhu Thai, Nicole E. Smolinski, Sonja A. Rasmussen, Junko Nagai, Thorben Kurzbach, Yanning Wang, Almut G. Winterstein, Judith C. Maro
Cited by: 2
References: 22

Abstract

Composite major congenital malformation (MCM) outcomes are commonly used to assess teratogenic effects of prenatal medication exposure, but this approach dilutes effect estimates when the risk is confined to a specific MCM. Tree-based scan statistics address this by screening outcomes using a hierarchical tree, enabling detection of specific risks without predefined hypotheses. To apply this method across ICD-9-CM and ICD-10-CM eras, we developed a unified hierarchical outcomes tree for MCM. We selected ICD-9-CM and ICD-10-CM codes classified as congenital anomalies, removing minor malformations, chromosomal anomalies, and single-gene conditions. A multilevel tree was built based on the Multi-level Clinical Classification Software, General Equivalence Mappings, and expert review. We validated the tree using birth cohorts from MarketScan and Medicaid databases (2011-2013; 2016-2018), assessing the balance of MCM prevalences within 1 year of birth via standardized mean differences (SMDs). The final tree included 1023 codes, organized into 244 clinical MCM groups at the most granular level. We identified 572 107 (2011-2013) and 360 167 infants (2016-2018) in MarketScan and 362 820 and 3 500 589 infants in Medicaid. All SMDs were below 0.1, indicating consistency across coding eras. This hierarchical MCM tree bridges ICD-9-CM and ICD-10-CM, enabling consistent outcome definitions and enhancing the detection of specific teratogenic risks.

Fields of Study & Subjects

Pregnancy and Medication Impact Birth Development and Health Pharmacological Effects and Toxicity Studies

Publication details

Journal / source
American Journal of Epidemiology
Publisher
Oxford University Press (OUP)
Volume
195
Issue
8
Pages
2244–2252
Publication date
18 March 2026
Language
EN