Effect of early nutritional initiation on post‐cerebral infarction discharge destination: A propensity‐matched analysis using machine learning. Issue 2 (19th December 2021)
- Record Type:
- Journal Article
- Title:
- Effect of early nutritional initiation on post‐cerebral infarction discharge destination: A propensity‐matched analysis using machine learning. Issue 2 (19th December 2021)
- Main Title:
- Effect of early nutritional initiation on post‐cerebral infarction discharge destination: A propensity‐matched analysis using machine learning
- Authors:
- Ikezawa, Kazuto
Hirose, Mitsuaki
Maruyama, Tsunehiko
Yuji, Koichiro
Yabe, Yoshito
Kanamori, Takeshige
Kaide, Naohiro
Tsuchiya, Yusuke
Hara, Seigo
Suzuki, Hideo - Abstract:
- Abstract: Aim: Malnutrition is associated with poor outcomes in cerebral infarction patients, with research indicating that early nutritional initiation may improve the short‐term prognosis of patients. However, evidence supported by big data is lacking. Here, to determine the effect of nutritional initiation during the first 3 days after hospital admission on home discharge rates, propensity score matching was conducted in patients with acute cerebral infarction. Methods: This retrospective observational study, using the Diagnosis Procedure Combination anonymised database in Japan, included 41 477 ischaemic cerebral infarction patients hospitalised between 2016 and 2019. The patients were divided into two groups: those who received oral or enteral nutrition during the first 3 days of hospital admission (early nutrition group, n = 37 318) and those who did not (control group, n = 4159). One‐to‐one pair‐matching was performed using propensity scores calculated via extreme gradient boosting to limit the confounding variables of the two groups. Results: After propensity score matching, 3541 pairs of patients were selected. The dependence of home discharge rates on early nutrition was significant ( p < 0.05), and the effectiveness of early nutrition for home discharge showed an odds ratio of 1.79 (95% confidence interval of 1.59–2.03 in Fisher's exact test). Conclusions: Our findings revealed that early nutritional initiation during the first 3 days of admission resulted inAbstract: Aim: Malnutrition is associated with poor outcomes in cerebral infarction patients, with research indicating that early nutritional initiation may improve the short‐term prognosis of patients. However, evidence supported by big data is lacking. Here, to determine the effect of nutritional initiation during the first 3 days after hospital admission on home discharge rates, propensity score matching was conducted in patients with acute cerebral infarction. Methods: This retrospective observational study, using the Diagnosis Procedure Combination anonymised database in Japan, included 41 477 ischaemic cerebral infarction patients hospitalised between 2016 and 2019. The patients were divided into two groups: those who received oral or enteral nutrition during the first 3 days of hospital admission (early nutrition group, n = 37 318) and those who did not (control group, n = 4159). One‐to‐one pair‐matching was performed using propensity scores calculated via extreme gradient boosting to limit the confounding variables of the two groups. Results: After propensity score matching, 3541 pairs of patients were selected. The dependence of home discharge rates on early nutrition was significant ( p < 0.05), and the effectiveness of early nutrition for home discharge showed an odds ratio of 1.79 (95% confidence interval of 1.59–2.03 in Fisher's exact test). Conclusions: Our findings revealed that early nutritional initiation during the first 3 days of admission resulted in higher home discharge rates. … (more)
- Is Part Of:
- Nutrition & dietetics. Volume 79:Issue 2(2022)
- Journal:
- Nutrition & dietetics
- Issue:
- Volume 79:Issue 2(2022)
- Issue Display:
- Volume 79, Issue 2 (2022)
- Year:
- 2022
- Volume:
- 79
- Issue:
- 2
- Issue Sort Value:
- 2022-0079-0002-0000
- Page Start:
- 247
- Page End:
- 254
- Publication Date:
- 2021-12-19
- Subjects:
- cerebral infarction -- early nutrition -- machine learning -- patient discharge -- propensity score -- medical nutrition therapy
Nutrition -- Periodicals
Dietetics -- Periodicals
613.205 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1111/1747-0080.12718 ↗
- Languages:
- English
- ISSNs:
- 1446-6368
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6188.057000
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- 21274.xml