Translating coding lists in administrative claims-based research for cardiovascular procedures

Zachary J Wanken1, Peter B Anderson2, Sarah Y Bessen2

  • 1Section of Vascular Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH; The Dartmouth Institute for Health Policy and Clinical Practice, Lebanon, NH.

Journal of Vascular Surgery
|February 22, 2020
PubMed

Insights

The transition to International Classification of Diseases Tenth Revision (ICD-10) codes significantly increased the number of codes for vascular procedures. Manual review is essential to ensure clinical relevance of these new ICD-10 codes for healthcare research.

Area of Science:

  • Healthcare Informatics
  • Medical Coding Systems
  • Vascular Surgery Research

Background:

  • Administrative claims require validated algorithms to infer clinical events.
  • The United States transitioned from International Classification of Diseases Ninth Revision (ICD-9) to ICD-10 in October 2015.
  • Deriving new ICD-10 codes from existing ICD-9 codes is crucial for continuity in healthcare research.

Purpose of the Study:

  • To describe a method for deriving new ICD-10 codes for vascular procedure outcomes from validated ICD-9 codes.
  • To adapt existing validated ICD-9 coding lists for use with the ICD-10 system.
  • To ensure the clinical relevance and accuracy of ICD-10 codes for research.

Main Methods:

  • Began with validated ICD-9 coding lists for specific vascular procedures.
  • Utilized general equivalence mapping tools to translate ICD-9 codes to ICD-10.
  • Conducted manual review by multiple authors to ensure clinical relevance and remove duplicates.

Main Results:

  • A total of 475 ICD-9 codes translated to 46,630 ICD-10 codes, a 98-fold increase.
  • Manual review identified 77% of mapped ICD-10 codes as duplicated or not clinically relevant.
  • The final reviewed list contained 4,736 ICD-10 codes, a 49-fold increase from the ICD-9 list.

Conclusions:

  • ICD-10 significantly expanded the code set for vascular procedure outcomes.
  • Over 75% of codes derived via general equivalence mapping lacked clinical relevance or were duplicates.
  • Manual review by clinicians is imperative for accurate ICD-10 code selection in research.
Abstract

Related Concept Videos

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches01:23

Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches

Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
340
Cardiovascular Drugs: Classification based on Therapeutic Indications01:18

Cardiovascular Drugs: Classification based on Therapeutic Indications

Cardiovascular diseases, encompassing a range of conditions, can significantly affect the heart's operations and the overall circulatory system. These conditions impair the heart's ability to pump blood, leading to a deficit in oxygen supply to crucial organs. Anomalies in the heart's electrical system, known as arrhythmias, can cause heartbeats to accelerate or slow down. Usually, heart rates increase during physical activity and decrease while resting or sleeping. However,...
3.9K
Cardiac Catheterization I: Pre-Procedure Overview01:28

Cardiac Catheterization I: Pre-Procedure Overview

Cardiac catheterization is an invasive diagnostic technique used to identify and evaluate structural and functional diseases of the heart and major blood vessels. This technique diagnoses congenital heart disease, coronary artery disease, valvular heart disease, and coronary spasms and assesses ventricular function. It helps guide treatment decisions, including the need for revascularization procedures like percutaneous coronary intervention (PCI) or coronary artery bypass grafting (CABG) and...
861
Methods of Documentation VI: Case Management Model01:15

Methods of Documentation VI: Case Management Model

The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
804
Pre-Procedural Guidelines for Assessing Blood Pressure01:10

Pre-Procedural Guidelines for Assessing Blood Pressure

Accurate blood pressure assessment is crucial for diagnosing and managing various health conditions. To ensure the reliability of these measurements, healthcare professionals must adhere to standardized pre-procedural guidelines. These guidelines enhance patient safety and improve the overall quality of healthcare. The following steps are essential for obtaining accurate and consistent blood pressure readings, from using the appropriate tools to ensuring effective communication with the...
765
Improving Translational Accuracy02:07

Improving Translational Accuracy

Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
13.9K