Predictive Modeling to Assess Pretest Probability of Transthyretin Gene Variants Based on Demographic Information. (20th January 2023)
- Record Type:
- Journal Article
- Title:
- Predictive Modeling to Assess Pretest Probability of Transthyretin Gene Variants Based on Demographic Information. (20th January 2023)
- Main Title:
- Predictive Modeling to Assess Pretest Probability of Transthyretin Gene Variants Based on Demographic Information
- Authors:
- Saef, Joshua
Martyn, Trejeeve
Ives, Lauren
Roth, Lori R.
Grodin, Justin L.
Maurer, Mathew S.
Hanna, Mazen
Tang, W.H. Wilson - Abstract:
- Abstract : Background: Transthyretin amyloid cardiomyopathy (ATTR-CM) is a morbid condition, though recent advances in diagnosis and therapy stand to change its natural history. Patients' TTR genotype may guide family screening as more treatments and preventive strategies become available. An efficient, intuitive means of determining pretest genetic risk may better inform patients/clinicians when pursuing genetic testing. Methods: This is a cohort study of 767 consecutive patients diagnosed with ATTR-CM who underwent genetic testing. Classification and regression trees (CART) analysis created a decision tree assessing likelihood of carrying a pathologic TTR gene variant. Age, sex, and race were used as independent variables. Logistic regression was also performed to model probability of pathologic TTR genotype. The primary outcome was the decision tree's accuracy in 2 separate institutions' ATTR-CM registry. Results: In our study cohort, 208 patients (27.1%) had ATTRv. Race has served most efficiently as the root node followed by age and sex in a CART algorithm, and showed 88.2% accuracy (75.3% sensitivity, 93.9% specificity) in the validation cohort. The odds of having a TTR gene variant were greater in Black patients compared with non-Black patients (OR, 34.6 [95% CI, 20.5–58.3]; P <0.001). Non-Black patients with ATTR-CM aged 69 years and older had <4% risk of having a predisposing mutation. Conclusions: This CART algorithm incorporating age, sex, and race was able toAbstract : Background: Transthyretin amyloid cardiomyopathy (ATTR-CM) is a morbid condition, though recent advances in diagnosis and therapy stand to change its natural history. Patients' TTR genotype may guide family screening as more treatments and preventive strategies become available. An efficient, intuitive means of determining pretest genetic risk may better inform patients/clinicians when pursuing genetic testing. Methods: This is a cohort study of 767 consecutive patients diagnosed with ATTR-CM who underwent genetic testing. Classification and regression trees (CART) analysis created a decision tree assessing likelihood of carrying a pathologic TTR gene variant. Age, sex, and race were used as independent variables. Logistic regression was also performed to model probability of pathologic TTR genotype. The primary outcome was the decision tree's accuracy in 2 separate institutions' ATTR-CM registry. Results: In our study cohort, 208 patients (27.1%) had ATTRv. Race has served most efficiently as the root node followed by age and sex in a CART algorithm, and showed 88.2% accuracy (75.3% sensitivity, 93.9% specificity) in the validation cohort. The odds of having a TTR gene variant were greater in Black patients compared with non-Black patients (OR, 34.6 [95% CI, 20.5–58.3]; P <0.001). Non-Black patients with ATTR-CM aged 69 years and older had <4% risk of having a predisposing mutation. Conclusions: This CART algorithm incorporating age, sex, and race was able to determine which patients with ATTR-CM have pathogenic TTR mutations with high specificity. Non-Black patients diagnosed at age 69 years or older with ATTR-CM have a low likelihood to have ATTRv. … (more)
- Is Part Of:
- Circulation. Volume 16:Number 4(2023)
- Journal:
- Circulation
- Issue:
- Volume 16:Number 4(2023)
- Issue Display:
- Volume 16, Issue 4 (2023)
- Year:
- 2023
- Volume:
- 16
- Issue:
- 4
- Issue Sort Value:
- 2023-0016-0004-0000
- Page Start:
- e009908
- Page End:
- Publication Date:
- 2023-01-20
- Subjects:
- amyloid -- amyloidosis -- cardiomyopathy -- transthyretin
Heart failure -- Periodicals
616.129005 - Journal URLs:
- http://circheartfailure.ahajournals.org/content/current ↗
http://journals.lww.com ↗ - DOI:
- 10.1161/CIRCHEARTFAILURE.122.009908 ↗
- Languages:
- English
- ISSNs:
- 1941-3289
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3265.282000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 26963.xml