Evaluation of a risk assessment model to predict infection with healthcare facility–onset Clostridioides difficile. (6th May 2021)
- Record Type:
- Journal Article
- Title:
- Evaluation of a risk assessment model to predict infection with healthcare facility–onset Clostridioides difficile. (6th May 2021)
- Main Title:
- Evaluation of a risk assessment model to predict infection with healthcare facility–onset Clostridioides difficile
- Authors:
- Tilton, Carrie S
Sexton, Mary Elizabeth
Johnson, Steven W
Gu, Chunhui
Chen, Zhengjia
Robichaux, Chad
Metzger, Nicole L - Abstract:
- Abstract: Purpose: We evaluated a previously published risk model (Novant model) to identify patients at risk for healthcare facility–onset Clostridioides difficile infection (HCFO-CDI) at 2 hospitals within a large health system and compared its predictive value to that of a new model developed based on local findings. Methods: We conducted a retrospective case-control study including adult patients admitted from July 1, 2016, to July 1, 2018. Patients with HCFO-CDI who received systemic antibiotics were included as cases and were matched 1 to 1 with controls (who received systemic antibiotics without developing HCFO-CDI). We extracted chart data on patient risk factors for CDI, including those identified in prior studies and those included in the Novant model. We applied the Novant model to our patient population to assess the model's utility and generated a local model using logistic regression–based prediction scores. A receiver operating characteristic area under the curve (ROC-AUC) score was determined for each model. Results: We included 362 patients, with 161 controls and 161 cases. The Novant model had a ROC-AUC of 0.62 in our population. Our local model using risk factors identifiable at hospital admission included hospitalization within 90 days of admission (adjusted odds ratio [OR], 3.52; 95% confidence interval [CI], 2.06-6.04), hematologic malignancy (adjusted OR, 12.87; 95% CI, 3.70-44.80), and solid tumor malignancy (adjusted OR, 4.76; 95% CI, 1.27-17.80) asAbstract: Purpose: We evaluated a previously published risk model (Novant model) to identify patients at risk for healthcare facility–onset Clostridioides difficile infection (HCFO-CDI) at 2 hospitals within a large health system and compared its predictive value to that of a new model developed based on local findings. Methods: We conducted a retrospective case-control study including adult patients admitted from July 1, 2016, to July 1, 2018. Patients with HCFO-CDI who received systemic antibiotics were included as cases and were matched 1 to 1 with controls (who received systemic antibiotics without developing HCFO-CDI). We extracted chart data on patient risk factors for CDI, including those identified in prior studies and those included in the Novant model. We applied the Novant model to our patient population to assess the model's utility and generated a local model using logistic regression–based prediction scores. A receiver operating characteristic area under the curve (ROC-AUC) score was determined for each model. Results: We included 362 patients, with 161 controls and 161 cases. The Novant model had a ROC-AUC of 0.62 in our population. Our local model using risk factors identifiable at hospital admission included hospitalization within 90 days of admission (adjusted odds ratio [OR], 3.52; 95% confidence interval [CI], 2.06-6.04), hematologic malignancy (adjusted OR, 12.87; 95% CI, 3.70-44.80), and solid tumor malignancy (adjusted OR, 4.76; 95% CI, 1.27-17.80) as HCFO-CDI predictors and had a ROC-AUC score of 0.74. Conclusion: The Novant model evaluating risk factors identifiable at admission poorly predicted HCFO-CDI in our population, while our local model was a fair predictor. These findings highlight the need for institutions to review local risk factors to adjust modeling for their patient population. … (more)
- Is Part Of:
- American journal of health-system pharmacy. Volume 78:Number 18(2021)
- Journal:
- American journal of health-system pharmacy
- Issue:
- Volume 78:Number 18(2021)
- Issue Display:
- Volume 78, Issue 18 (2021)
- Year:
- 2021
- Volume:
- 78
- Issue:
- 18
- Issue Sort Value:
- 2021-0078-0018-0000
- Page Start:
- 1681
- Page End:
- 1690
- Publication Date:
- 2021-05-06
- Subjects:
- antimicrobial stewardship -- Clostridioides difficile -- Clostridium infections -- pharmacists -- risk factors -- ROC curve
Hospital pharmacies -- United States -- Periodicals
615.1 - Journal URLs:
- https://academic.oup.com/ajhp ↗
http://www.oxfordjournals.org/ ↗ - DOI:
- 10.1093/ajhp/zxab201 ↗
- Languages:
- English
- ISSNs:
- 1079-2082
- 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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