What is the Delirium Bibliography? The searchable Delirium Bibliography page is one of our most popular features, allowing you to quickly gain access to the literature on delirium and acute care of older persons. It is primarily intended for clinicians and researchers interested in exploring these topics. The NIDUS team keeps it updated for you on a monthly basis!
How to Search for Articles: Search by author, title, year, and/or keywords. Each article is indexed by keywords taken from MEDLINE and other relevant databases. Click on the title of the article to read the abstract, journal, etc.
Reference Information
- Title
- Topological data analysis (TDA) enhances bispectral EEG (BSEEG) algorithm for detection of delirium
- Authors
- Yamanashi, T. Kajitani, M. Iwata, M. Crutchley, K. J. Marra, P. Malicoat, J. R. Williams, J. C. Leyden, L. R. Long, H. Lo, D. Schacher, C. J. Hiraoka, K. Tsunoda, T. Kobayashi, K. Ikai, Y. Kaneko, K. Umeda, Y. Kadooka, Y. Shinozaki, G.
- Year
- 2021
- Journal
- Sci Rep
- Abstract
Current methods for screening and detecting delirium are not practical in clinical settings. We previously showed that a simplified EEG with bispectral electroencephalography (BSEEG) algorithm can detect delirium in elderly inpatients. In this study, we performed a post-hoc BSEEG data analysis using larger sample size and performed topological data analysis to improve the BSEEG method. Data from 274 subjects included in the previous study were analyzed as a 1st cohort. Subjects were enrolled at the University of Iowa Hospitals and Clinics (UIHC) between January 30, 2016, and October 30, 2017. A second cohort with 265 subjects was recruited between January 16, 2019, and August 19, 2019. The BSEEG score was calculated as a power ratio between low frequency to high frequency using our newly developed algorithm. Additionally, Topological data analysis (TDA) score was calculated by applying TDA to our EEG data. The BSEEG score and TDA score were compared between those patients with delirium and without delirium. Among the 274 subjects from the first cohort, 102 were categorized as delirious. Among the 206 subjects from the second cohort, 42 were categorized as delirious. The areas under the curve (AUCs) based on BSEEG score were 0.72 (1st cohort, Fp1-A1), 0.76 (1st cohort, Fp2-A2), and 0.67 (2nd cohort). AUCs from TDA were much higher at 0.82 (1st cohort, Fp1-A1), 0.84 (1st cohort, Fp2-A2), and 0.78 (2nd cohort). When sensitivity was set to be 0.80, the TDA drastically improved specificity to 0.66 (1st cohort, Fp1-A1), 0.72 (1st cohort, Fp2-A2), and 0.62 (2nd cohort), compared to 0.48 (1st cohort, Fp1-A1), 0.54 (1st cohort, Fp2-A2), and 0.46 (2nd cohort) with BSEEG. BSEEG has the potential to detect delirium, and TDA is helpful to improve the performance.
- PMID
- Keywords
- Page(s)
- Volume
- 11
- Issue
- 1
| Title | Authors | Journal | Year | Keywords |
|---|---|---|---|---|
| Effects of massage on outcomes of adult intensive care unit patients: a systematic review. | Jagan, S. Park, T. Papathanassoglou, E. | Nurs Crit Care | 2019 |
Complementary and alternative therapies |
| Perioperative Dexmedetomidine Reduces Delirium in Elderly Patients after Lung Cancer Surgery. | Huyan, T. Hu, X. Peng, H. Zhu, Z. Li, Q. Zhang, W. | Psychiatr Danub | 2019 | |
| The Oslo Study of Clonidine in Elderly Patients with Delirium; LUCID: a randomised placebo-controlled trial. | Hov, K. R. Neerland, B. E. Undseth, O. Bruun Bratholm Wyller, V. MacLullich, A. M. J. Qvigstad, E. Skovlund, E. Wyller, T. B. | Int J Geriatr Psychiatry | 2019 |
Delirium treatment |
| Delirium and Alzheimer disease: A proposed model for shared pathophysiology. | Fong, T. G. Vasunilashorn, S. M. Libermann, T. Marcantonio, E. R. Inouye, S. K. | Int J Geriatr Psychiatry | 2019 |
Alzheimer disease |
| Development and validation of a dynamic delirium prediction rule in patients admitted to the Intensive Care Units (DYNAMIC-ICU): A prospective cohort study. | Fan, H. Ji, M. Huang, J. Yue, P. Yang, X. Wang, C. Ying, W. | International journal of nursing studies | 2019 |
aged |
| Delirium and cognitive impairment among older patients in Norwegian emergency departments. | Evensen, S. Saltvedt, I. Ranhoff, A. H. Myrstad, M. Myrstad, C. Mellingsaeter, M. Wang-Hansen, M. S. Neerland, B. E. | Tidsskr Nor Laegeforen | 2019 | |
| Motor activity across delirium motor subtypes in geriatric patients assessed using body-worn sensors: a Norwegian cross-sectional study. | Evensen, S. Bourke, A. K. Lydersen, S. Sletvold, O. Saltvedt, I. Wyller, T. B. Taraldsen, K. | BMJ Open | 2019 |
accelerometer |
| Factors Associated With Delirium in Surgical Intensive Care Unit Patients Treated With Supplemental Melatonin: A Case-Cohort Study. | Cusimano, J. M. Welch, S. Perez-Protto, S. Lam, S. | Clin Neuropharmacol | 2019 | |
| Intraoperative blood transfusion predicts postoperative delirium among older patients undergoing elective orthopedic surgery: A prospective cohort study. | Chou, M. Y. Wang, Y. C. Peng, L. N. Liang, C. K. Chu, C. S. Liao, M. C. Lin, Y. T. Hsu, C. J. Chen, L. K. | Int J Geriatr Psychiatry | 2019 |
aged |
| Postoperative delirium in critically ill surgical patients: incidence, risk factors, and predictive scores. | Chaiwat, O. Chanidnuan, M. Pancharoen, W. Vijitmala, K. Danpornprasert, P. Toadithep, P. Thanakiattiwibun, C. | BMC Anesthesiology | 2019 |
Intensive care unit (ICU) |
| Differential Clinical Characteristics, Management, and Outcome of Delirium among Ward Compared with ICU Patients. | Canet, E. Amjad, S. Robbins, R. Lewis, J. Matalanis, M. Jones, D. Bellomo, R. | Intern Med J | 2019 |
Agitation |
| Vitamin D levels and risk of delirium: A mendelian randomization study in the UK Biobank. | Bowman, K. Jones, L. Pilling, L. C. Delgado, J. Kuchel, G. A. Ferrucci, L. Fortinsky, R. H. Melzer, D. | Neurology | 2019 | |
| Single-bed rooms in a geriatric ward prevent delirium in older patients. | Blandfort, S. Gregersen, M. Rahbek, K. Juul, S. Damsgaard, E. M. | Aging Clin Exp Res | 2019 |
Delirium |
| Drug Prescription and Delirium in Older Inpatients: Results From the Nationwide Multicenter Italian Delirium Day 2015-2016. | Aloisi, G. Marengoni, A. Morandi, A. Zucchelli, A. Cherubini, A. Mossello, E. Bo, M. Di Santo, S. G. Mazzone, A. Trabucchi, M. Cappa, S. Fimognari, F. L. Incalzi, R. A. Gareri, P. Perticone, F. Campanini, M. Montorsi, M. Latronico, N. Zambon, A. Bellelli, | J Clin Psychiatry | 2019 | |
| Patient Safety Incidents Describing Patient Falls in Critical Care in North West England Between 2009 and 2017. | Thomas, A. N. Balmforth, J. E. | J Patient Saf | 2019 | |
| Have you SCAND MMe Please? A framework to prevent harm during acute hospitalisation of older persons: A retrospective audit. | Redley, B. Baker, T. | Journal of Clinical Nursing | 2019 |
acute disease |
| Low-Dose Ketamine Infusion to Decrease Postoperative Delirium for Spinal Fusion Patients. | Plyler, S. S. Muckler, V. C. Titch, J. F. Gupta, D. K. Rice, A. N. | J Perianesth Nurs | 2019 |
3d-cam |
| Nurses' experiences of caring for older patients afflicted by delirium in a neurological department. | Kristiansen, S. Konradsen, H. Beck, M. | Journal of Clinical Nursing | 2019 |
adult |
| Association of Delirium Response and Safety of Pharmacological Interventions for the Management and Prevention of Delirium: A Network Meta-analysis. | Wu, Y. C. Tseng, P. T. Tu, Y. K. Hsu, C. Y. Liang, C. S. Yeh, T. C. Chen, T. Y. Chu, C. S. Matsuoka, Y. J. Stubbs, B. Carvalho, A. F. Wada, S. Lin, P. Y. Chen, Y. W. Su, K. P. | JAMA Psychiatry | 2019 | |
| Effect of electroencephalography-guided anesthetic administration on postoperative delirium among older adults undergoing major surgery the engages randomized clinical trial. | Wildes, T. S. Mickle, A. M. Abdallah, A. B. Maybrier, H. R. Oberhaus, J. Budelier, T. P. Kronzer, A. McKinnon, S. L. Park, D. Torres, B. A. Graetz, T. J. Emmert, D. A. Palanca, B. J. Goswami, S. Jordan, K. Lin, N. Fritz, B. A. Stevens, T. W. Jacobsohn, E. | JAMA | 2019 |
NCT02241655 |
| Perioperative Epidural Use and Risk of Delirium in Surgical Patients: A Secondary Analysis of the PODCAST Trial. | Vlisides, P. E. Thompson, A. Kunkler, B. S. Maybrier, H. R. Avidan, M. S. Mashour, G. A. | Anesth Analg | 2019 | |
| Effect of Intravenous Acetaminophen vs Placebo Combined with Propofol or Dexmedetomidine on Postoperative Delirium among Older Patients Following Cardiac Surgery: The DEXACET Randomized Clinical Trial. | Subramaniam, B. Shankar, P. Shaefi, S. Mueller, A. O'Gara, B. Banner-Goodspeed, V. Gallagher, J. Gasangwa, D. Patxot, M. Packiasabapathy, S. Mathur, P. Eikermann, M. Talmor, D. Marcantonio, E. R. | JAMA | 2019 |
NCT02546765 |
| The use of a screening scale improves the recognition of delirium in older patients after cardiac surgery - a retrospective observational study. | Smulter, N. Claesson Lingehall, H. Gustafson, Y. Olofsson, B. Engstrom, K. G. | J Clin Nurs | 2019 |
Assessments scales |
| Incidence and predictors of postoperative delirium in the older acute care surgery population: a prospective study. | Saravana-Bawan, B. Warkentin, L. M. Rucker, D. Carr, F. Churchill, T. A. Khadaroo, R. G. | Canadian Journal of Surgery | 2019 |
aged |
| Association of Duration of Surgery With Postoperative Delirium Among Patients Receiving Hip Fracture Repair. | Ravi, B. Pincus, D. Choi, S. Jenkinson, R. Wasserstein, D. N. Redelmeier, D. A. | JAMA Netw Open | 2019 | |
| Depression Predicts Delirium After Coronary Artery Bypass Graft Surgery Independent of Cognitive Impairment and Cerebrovascular Disease: An Analysis of the Neuropsychiatric Outcomes After Heart Surgery Study. | Oldham, M. A. Hawkins, K. A. Lin, I. H. Deng, Y. Hao, Q. Scoutt, L. M. Yuh, D. D. Lee, H. B. | American Journal of Geriatric Psychiatry | 2019 |
aged |
| Accuracy of the Delirium Observational Screening Scale (DOS) as a screening tool for delirium in patients with advanced cancer. | Neefjes, E. C. W. van der Vorst, Mjdl Boddaert, M. S. A. Verdegaal, Batt Beeker, A. Teunissen, S. C. C. Beekman, A. T. F. Zuurmond, W. W. A. Berkhof, J. Verheul, H. M. W. | BMC Cancer | 2019 |
Delirium |
| The impact of intravenous isotonic and hypotonic maintenance fluid on the risk of delirium in adult postoperative patients: retrospective before-after observational study. | Nagae, M. Egi, M. Furushima, N. Okada, M. Makino, S. Mizobuchi, S. | J Anesth | 2019 |
Delirium |
| Association between delirium, adverse clinical events and functional outcomes in older patients admitted to rehabilitation settings after a hip fracture: A multicenter retrospective cohort study. | Morandi, A. Mazzone, A. Bernardini, B. Suardi, T. Prina, R. Pozzi, C. Gentile, S. Trabucchi, M. Bellelli, G. | Geriatrics & Gerontology International | 2019 |
aged |
| Handover of anesthesia care is associated with an increased risk of delirium in elderly after major noncardiac surgery: results of a secondary analysis. | Liu, G. Y. Su, X. Meng, Z. T. Cui, F. Li, H. L. Zhu, S. N. Wang, D. X. | J Anesth | 2019 |
Delirium |
| Undiagnosed delirium is frequent and difficult to predict: Results from a prevalence survey of a tertiary hospital. | Lange, P. W. Lamanna, M. Watson, R. Maier, A. B. | J Clin Nurs | 2019 |
Undiagnosed delirium |