Development and validation of a claims-based model to identify patients at risk of chronic thromboembolic pulmonary hypertension following acute pulmonary embolism. (2nd September 2021)
- Record Type:
- Journal Article
- Title:
- Development and validation of a claims-based model to identify patients at risk of chronic thromboembolic pulmonary hypertension following acute pulmonary embolism. (2nd September 2021)
- Main Title:
- Development and validation of a claims-based model to identify patients at risk of chronic thromboembolic pulmonary hypertension following acute pulmonary embolism
- Authors:
- Kanwar, Manreet K.
Cole, Michele
Gauthier-Loiselle, Marjolaine
Manceur, Ameur M.
Tsang, Yuen
Lefebvre, Patrick
Panjabi, Sumeet
Benza, Raymond L. - Abstract:
- Abstract: Objective: Chronic thromboembolic pulmonary hypertension (CTEPH) is a rare disease that often follows pulmonary embolism (PE). Screening for CTEPH is challenging, often delaying diagnosis and worsening prognosis. Predictive risk models for CTEPH could help identify at-risk patients, but existing models require multiple clinical inputs. We developed and validated a predictive risk model for CTEPH using health insurance claims that can be used by payers/quality-of-care organizations to screen patients post-PE. Methods: Adult patients newly diagnosed with acute PE (index date) were identified from the Optum De-identified Clinformatics Extended DataMart (January 2007–March 2018; development set) and IBM MarketScan (January 2008–June 2019; validation set) databases. Predictors were identified 12 months before or on the index PE. Risk of "likely CTEPH" was assessed post-PE based on CTEPH-related diagnoses and procedures since the CTEPH diagnosis code (ICD-10-CM: I27.24) was not available until 1 October 2017. Stepwise variable selection was used to build the model using the development set; model validation was subsequently conducted using the validation set. Results: The development set included 93, 428 patients, of whom 11, 878 (12.7%) developed likely CTEPH. Older age (odds ratios [OR] = 1.16–1.49), female (OR = 1.09), unprovoked PE (i.e. without thrombotic factors; OR = 1.14), hypertension (OR = 1.07), osteoarthritis (OR = 1.08), diabetes (OR = 1.07), chronicAbstract: Objective: Chronic thromboembolic pulmonary hypertension (CTEPH) is a rare disease that often follows pulmonary embolism (PE). Screening for CTEPH is challenging, often delaying diagnosis and worsening prognosis. Predictive risk models for CTEPH could help identify at-risk patients, but existing models require multiple clinical inputs. We developed and validated a predictive risk model for CTEPH using health insurance claims that can be used by payers/quality-of-care organizations to screen patients post-PE. Methods: Adult patients newly diagnosed with acute PE (index date) were identified from the Optum De-identified Clinformatics Extended DataMart (January 2007–March 2018; development set) and IBM MarketScan (January 2008–June 2019; validation set) databases. Predictors were identified 12 months before or on the index PE. Risk of "likely CTEPH" was assessed post-PE based on CTEPH-related diagnoses and procedures since the CTEPH diagnosis code (ICD-10-CM: I27.24) was not available until 1 October 2017. Stepwise variable selection was used to build the model using the development set; model validation was subsequently conducted using the validation set. Results: The development set included 93, 428 patients, of whom 11, 878 (12.7%) developed likely CTEPH. Older age (odds ratios [OR] = 1.16–1.49), female (OR = 1.09), unprovoked PE (i.e. without thrombotic factors; OR = 1.14), hypertension (OR = 1.07), osteoarthritis (OR = 1.08), diabetes (OR = 1.07), chronic obstructive pulmonary disease (OR = 1.11), obesity (OR = 1.21) were associated with higher odds of likely CTEPH, and oral anticoagulants with lower odds (OR= 0.50, all p < .01). C-statistic was 0.77 in the development and validation sets. Conclusion: A claims-based risk model reliably predicted the risk of CTEPH post-PE and could be used to identify high-risk patients who may benefit from focused monitoring. … (more)
- Is Part Of:
- Current medical research and opinion. Volume 37:Number 9(2021)
- Journal:
- Current medical research and opinion
- Issue:
- Volume 37:Number 9(2021)
- Issue Display:
- Volume 37, Issue 9 (2021)
- Year:
- 2021
- Volume:
- 37
- Issue:
- 9
- Issue Sort Value:
- 2021-0037-0009-0000
- Page Start:
- 1483
- Page End:
- 1491
- Publication Date:
- 2021-09-02
- Subjects:
- Chronic thromboembolic pulmonary hypertension -- pulmonary embolism -- predictive risk model -- validation -- health insurance claims
Clinical medicine -- Periodicals
Therapeutics -- Periodicals
615.5 - Journal URLs:
- http://informahealthcare.com ↗
- DOI:
- 10.1080/03007995.2021.1947215 ↗
- Languages:
- English
- ISSNs:
- 0300-7995
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3500.301000
British Library DSC - BLDSS-3PM
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- 18538.xml