Stress cardiomyopathy in hospitalized patients with cancer: machine learning analysis by primary malignancy type. (5th October 2021)
- Record Type:
- Journal Article
- Title:
- Stress cardiomyopathy in hospitalized patients with cancer: machine learning analysis by primary malignancy type. (5th October 2021)
- Main Title:
- Stress cardiomyopathy in hospitalized patients with cancer: machine learning analysis by primary malignancy type
- Authors:
- Javaid, Awad I.
Monlezun, Dominique J.
Iliescu, Gloria
Tran, Phi
Filipescu, Alexandru
Palaskas, Nicolas
Lopez‐Mattei, Juan
Hassan, Saamir
Kim, Peter
Madjid, Mohammad
Cilingiroglu, Mehmet
Charitakis, Konstantinos
Marmagkiolis, Konstantinos
Iliescu, Cezar
Koutroumpakis, Efstratios - Abstract:
- Abstract: Aims: Previous studies have shown that patients with stress (Takotsubo) cardiomyopathy (SC) and cancer have higher in‐hospital mortality than patients with SC alone. No studies have examined outcomes in patients with active cancer and SC compared to patients with active cancer without SC. We aimed to assess the potential association between primary malignancy type and SC and their shared interaction with inpatient mortality. Methods and results: We analysed SC by primary malignancy type with propensity score adjusted multivariable regression and machine learning analysis using the 2016 United States National Inpatient Sample. Of 30 195 722 adult hospitalized patients, 4 719 591 had active cancer, of whom 568 239 had SC. The mean age of patients with cancer and SC was 69.1, of which 74.7% were women. Among patients with cancer, those with SC were more likely to be female and have white race, Medicare insurance, hypertension, heart failure with reduced ejection fraction, obesity, cerebrovascular disease, anaemia, and chronic obstructive pulmonary disease ( P < 0.003 for all). In machine learning‐augmented, propensity score multivariable regression adjusted for age, race, and income, only lung cancer [OR 1.25; 95% CI: 1.08–1.46; P = 0.003] and breast cancer [OR 1.81; 95% CI: 1.62–2.02; P < 0.001] were associated with a significantly increased likelihood of SC. Neither SC alone nor having both SC and cancer was significantly associated with in‐hospital mortality.Abstract: Aims: Previous studies have shown that patients with stress (Takotsubo) cardiomyopathy (SC) and cancer have higher in‐hospital mortality than patients with SC alone. No studies have examined outcomes in patients with active cancer and SC compared to patients with active cancer without SC. We aimed to assess the potential association between primary malignancy type and SC and their shared interaction with inpatient mortality. Methods and results: We analysed SC by primary malignancy type with propensity score adjusted multivariable regression and machine learning analysis using the 2016 United States National Inpatient Sample. Of 30 195 722 adult hospitalized patients, 4 719 591 had active cancer, of whom 568 239 had SC. The mean age of patients with cancer and SC was 69.1, of which 74.7% were women. Among patients with cancer, those with SC were more likely to be female and have white race, Medicare insurance, hypertension, heart failure with reduced ejection fraction, obesity, cerebrovascular disease, anaemia, and chronic obstructive pulmonary disease ( P < 0.003 for all). In machine learning‐augmented, propensity score multivariable regression adjusted for age, race, and income, only lung cancer [OR 1.25; 95% CI: 1.08–1.46; P = 0.003] and breast cancer [OR 1.81; 95% CI: 1.62–2.02; P < 0.001] were associated with a significantly increased likelihood of SC. Neither SC alone nor having both SC and cancer was significantly associated with in‐hospital mortality. The presence of concomitant SC and breast cancer was significantly associated with reduced mortality (OR 0.48; 95% CI: 0.25–0.94; P = 0.032). Conclusions: This analysis demonstrates that primary malignancy type influences the likelihood of developing SC. Further studies will be necessary to delineate characteristics in patients with lung cancer and breast cancer which contribute to development of SC. Additional investigation should confirm lower mortality in patients with SC and breast cancer and determine possible explanations and protective factors. … (more)
- Is Part Of:
- ESC heart failure. Volume 8:Number 6(2021)
- Journal:
- ESC heart failure
- Issue:
- Volume 8:Number 6(2021)
- Issue Display:
- Volume 8, Issue 6 (2021)
- Year:
- 2021
- Volume:
- 8
- Issue:
- 6
- Issue Sort Value:
- 2021-0008-0006-0000
- Page Start:
- 4626
- Page End:
- 4634
- Publication Date:
- 2021-10-05
- Subjects:
- Cardio‐oncology -- Heart failure -- Takotsubo cardiomyopathy -- Stress cardiomyopathy -- Cancer
Heart failure -- Periodicals
616.129005 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2055-5822 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/ehf2.13647 ↗
- Languages:
- English
- ISSNs:
- 2055-5822
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
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- 26893.xml