Predisposing and Precipitating Factors Associated With Delirium: A Systematic Review

Cora H Ormseth, Sara C LaHue, Mark A Oldham, S Andrew Josephson, Evans Whitaker, Vanja C Douglas, Cora H Ormseth, Sara C LaHue, Mark A Oldham, S Andrew Josephson, Evans Whitaker, Vanja C Douglas

Abstract

Importance: Despite discrete etiologies leading to delirium, it is treated as a common end point in hospital and in clinical trials, and delirium research may be hampered by the attempt to treat all instances of delirium similarly, leaving delirium management as an unmet need. An individualized approach based on unique patterns of delirium pathophysiology, as reflected in predisposing factors and precipitants, may be necessary, but there exists no accepted method of grouping delirium into distinct etiologic subgroups.

Objective: To conduct a systematic review to identify potential predisposing and precipitating factors associated with delirium in adult patients agnostic to setting.

Evidence review: A literature search was performed of PubMed, Embase, Web of Science, and PsycINFO from database inception to December 2021 using search Medical Subject Headings (MeSH) terms consciousness disorders, confusion, causality, and disease susceptibility, with constraints of cohort or case-control studies. Two reviewers selected studies that met the following criteria for inclusion: published in English, prospective cohort or case-control study, at least 50 participants, delirium assessment in person by a physician or trained research personnel using a reference standard, and results including a multivariable model to identify independent factors associated with delirium.

Findings: A total of 315 studies were included with a mean (SD) Newcastle-Ottawa Scale score of 8.3 (0.8) out of 9. Across 101 144 patients (50 006 [50.0%] male and 49 766 [49.1%] female patients) represented (24 015 with delirium), studies reported 33 predisposing and 112 precipitating factors associated with delirium. There was a diversity of factors associated with delirium, with substantial physiological heterogeneity.

Conclusions and relevance: In this systematic review, a comprehensive list of potential predisposing and precipitating factors associated with delirium was found across all clinical settings. These findings may be used to inform more precise study of delirium's heterogeneous pathophysiology and treatment.

Conflict of interest statement

Conflict of Interest Disclosures: Dr Josephson reported receiving personal fees from Harrison's Online and Continuum Audio outside the submitted work and serving as Editor for JAMA Neurology. No other disclosures were reported.

References

    1. Ely EW, Shintani A, Truman B, et al. . Delirium as a predictor of mortality in mechanically ventilated patients in the intensive care unit. JAMA. 2004;291(14):1753-1762. doi:10.1001/jama.291.14.1753
    1. Inouye SK, Westendorp RG, Saczynski JS. Delirium in elderly people. Lancet. 2014;383(9920):911-922. doi:10.1016/S0140-6736(13)60688-1
    1. Marcantonio ER. Postoperative delirium: a 76-year-old woman with delirium following surgery. JAMA. 2012;308(1):73-81. doi:10.1001/jama.2012.6857
    1. Leslie DL, Marcantonio ER, Zhang Y, Leo-Summers L, Inouye SK. One-year health care costs associated with delirium in the elderly population. Arch Intern Med. 2008;168(1):27-32. doi:10.1001/archinternmed.2007.4
    1. Witlox J, Eurelings LSM, de Jonghe JFM, Kalisvaart KJ, Eikelenboom P, van Gool WA. Delirium in elderly patients and the risk of postdischarge mortality, institutionalization, and dementia: a meta-analysis. JAMA. 2010;304(4):443-451. doi:10.1001/jama.2010.1013
    1. Oldham MA, Flaherty JH, Maldonado JR. Refining delirium: a transtheoretical model of delirium disorder with preliminary neurophysiologic subtypes. Am J Geriatr Psychiatry. 2018;26(9):913-924. doi:10.1016/j.jagp.2018.04.002
    1. Wilson JE, Mart MF, Cunningham C, et al. . Delirium. Nat Rev Dis Primers. 2020;6(1):90. doi:10.1038/s41572-020-00223-4
    1. Gupta N, de Jonghe J, Schieveld J, Leonard M, Meagher D. Delirium phenomenology: what can we learn from the symptoms of delirium? J Psychosom Res. 2008;65(3):215-222. doi:10.1016/j.jpsychores.2008.05.020
    1. Maclullich AM, Anand A, Davis DH, et al. . New horizons in the pathogenesis, assessment and management of delirium. Age Ageing. 2013;42(6):667-674. doi:10.1093/ageing/aft148
    1. Meagher DJ, O’Hanlon D, O’Mahony E, Casey PR, Trzepacz PT. Relationship between etiology and phenomenologic profile in delirium. J Geriatr Psychiatry Neurol. 1998;11(3):146-149. doi:10.1177/089198879801100305
    1. Trzepacz PT, Meagher DJ, Wise MG. Neuropsychiatric aspects of delirium. In: Yudofsky SC, Hales RE, eds. Essentials of Neuropsychiatry and Clinical Neurosciences. American Psychiatric Publishing; 2004:141–187.
    1. Hales RE, Yudofsky SC, Gabbard GO, eds. The American Psychiatric Publishing Textbook of Psychiatry. 5th ed. American Psychiatric Pub; 2008.
    1. Maldonado JR. Pathoetiological model of delirium: a comprehensive understanding of the neurobiology of delirium and an evidence-based approach to prevention and treatment. Crit Care Clin. 2008;24(4):789-856, ix. doi:10.1016/j.ccc.2008.06.004
    1. Stevens RD, Zink EK. Subtypes of delirium: a step toward precision medicine. Crit Care Med. 2018;46(12):2058-2059. doi:10.1097/CCM.0000000000003462
    1. Slooter AJC, Otte WM, Devlin JW, et al. . Updated nomenclature of delirium and acute encephalopathy: statement of ten societies. Intensive Care Med. 2020;46(5):1020-1022. doi:10.1007/s00134-019-05907-4
    1. Wells GA, Shea B, O'Connell D, et al. . The Newcastle-Ottawa Scale (NOS) for assessing the quality of nonrandomised studies in meta-analyses. Ottawa Hospital. Accessed November 29, 2022.
    1. Pisani MA, Araujo KL, Murphy TE. Association of cumulative dose of haloperidol with next-day delirium in older medical ICU patients. Crit Care Med. 2015;43(5):996-1002. doi:10.1097/CCM.0000000000000863
    1. Hsieh SJ, Soto GJ, Hope AA, Ponea A, Gong MN. The association between acute respiratory distress syndrome, delirium, and in-hospital mortality in intensive care unit patients. Am J Respir Crit Care Med. 2015;191(1):71-78. doi:10.1164/rccm.201409-1690OC
    1. Khan BA, Perkins A, Hui SL, et al. . Relationship between African-American race and delirium in the ICU. Crit Care Med. 2016;44(9):1727-1734. doi:10.1097/CCM.0000000000001813
    1. Saczynski JS, Inouye SK, Kosar CM, et al. ; SAGES Study Group . Cognitive and brain reserve and the risk of postoperative delirium in older patients: analysis of data from a prospective observational study. Lancet Psychiatry. 2014;1(6):437-443. doi:10.1016/S2215-0366(14)00009-1
    1. Tow A, Holtzer R, Wang C, et al. . Cognitive reserve and postoperative delirium in older adults. J Am Geriatr Soc. 2016;64(6):1341-1346. doi:10.1111/jgs.14130
    1. Yang FM, Inouye SK, Fearing MA, Kiely DK, Marcantonio ER, Jones RN. Participation in activity and risk for incident delirium. J Am Geriatr Soc. 2008;56(8):1479-1484. doi:10.1111/j.1532-5415.2008.01792.x
    1. Lin X, Liu F, Wang B, et al. . Subjective cognitive decline may be associated with post-operative delirium in patients undergoing total hip replacement: the PNDABLE study. Front Aging Neurosci. 2021;13:680672. doi:10.3389/fnagi.2021.680672
    1. Budėnas A, Tamašauskas Š, Šliaužys A, et al. . Incidence and clinical significance of postoperative delirium after brain tumor surgery. Acta Neurochir (Wien). 2018;160(12):2327-2337. doi:10.1007/s00701-018-3718-2
    1. Galanakis P, Bickel H, Gradinger R, Von Gumppenberg S, Förstl H. Acute confusional state in the elderly following hip surgery: incidence, risk factors and complications. Int J Geriatr Psychiatry. 2001;16(4):349-355. doi:10.1002/gps.327
    1. Hwang H, Lee KM, Son KL, et al. . Incidence and risk factors of subsyndromal delirium after curative resection of gastric cancer. BMC Cancer. 2018;18(1):765. doi:10.1186/s12885-018-4681-2
    1. Oliveira FR, Oliveira VH, Oliveira ÍM, et al. . Hypertension, mitral valve disease, atrial fibrillation and low education level predict delirium and worst outcome after cardiac surgery in older adults. BMC Anesthesiol. 2018;18(1):15. doi:10.1186/s12871-018-0481-0
    1. Jones RN, Yang FM, Zhang Y, Kiely DK, Marcantonio ER, Inouye SK. Does educational attainment contribute to risk for delirium: a potential role for cognitive reserve. J Gerontol A Biol Sci Med Sci. 2006;61(12):1307-1311. doi:10.1093/gerona/61.12.1307
    1. Slatore CG, Goy ER, Oʼhearn DJ, et al. . Sleep quality and its association with delirium among veterans enrolled in hospice. Am J Geriatr Psychiatry. 2012;20(4):317-326. doi:10.1097/JGP.0b013e3182487680
    1. Kim KH, Kang SY, Shin DA, et al. . Parkinson’s disease-related non-motor features as risk factors for post-operative delirium in spinal surgery. PLoS One. 2018;13(4):e0195749. doi:10.1371/journal.pone.0195749
    1. Todd OM, Gelrich L, MacLullich AM, Driessen M, Thomas C, Kreisel SH. Sleep disruption at home as an independent risk factor for postoperative delirium. J Am Geriatr Soc. 2017;65(5):949-957. doi:10.1111/jgs.14685
    1. Flink BJ, Rivelli SK, Cox EA, et al. . Obstructive sleep apnea and incidence of postoperative delirium after elective knee replacement in the nondemented elderly. Anesthesiology. 2012;116(4):788-796. doi:10.1097/ALN.0b013e31824b94fc
    1. Roggenbach J, Klamann M, von Haken R, Bruckner T, Karck M, Hofer S. Sleep-disordered breathing is a risk factor for delirium after cardiac surgery: a prospective cohort study. Crit Care. 2014;18(5):477. doi:10.1186/s13054-014-0477-1
    1. Yen TE, Allen JC, Rivelli SK, et al. . Association between serum IGF-I levels and postoperative delirium in elderly subjects undergoing elective knee arthroplasty. Sci Rep. 2016;6:20736. doi:10.1038/srep20736
    1. Cunningham EL, Mawhinney T, Beverland D, et al. . Observational cohort study examining apolipoprotein E status and preoperative neuropsychological performance as predictors of post-operative delirium in an older elective arthroplasty population. Age Ageing. 2017;46(5):779-786. doi:10.1093/ageing/afx042
    1. Feast AR, White N, Lord K, Kupeli N, Vickerstaff V, Sampson EL. Pain and delirium in people with dementia in the acute general hospital setting. Age Ageing. 2018;47(6):841-846. doi:10.1093/ageing/afy112
    1. Kosar CM, Tabloski PA, Travison TG, et al. . Effect of preoperative pain and depressive symptoms on the development of postoperative delirium. Lancet Psychiatry. 2014;1(6):431-436. doi:10.1016/S2215-0366(14)00006-6
    1. Chaiwat O, Chanidnuan M, Pancharoen W, et al. . Postoperative delirium in critically ill surgical patients: incidence, risk factors, and predictive scores. BMC Anesthesiol. 2019;19(1):39. doi:10.1186/s12871-019-0694-x
    1. Fortini A, Morettini A, Tavernese G, Facchini S, Tofani L, Pazzi M. Delirium in elderly patients hospitalized in internal medicine wards. Intern Emerg Med. 2014;9(4):435-441. doi:10.1007/s11739-013-0968-0
    1. Mu DL, Wang DX, Li LH, et al. . High serum cortisol level is associated with increased risk of delirium after coronary artery bypass graft surgery: a prospective cohort study. Crit Care. 2010;14(6):R238. doi:10.1186/cc9393
    1. Smulter N, Lingehall HC, Gustafson Y, Olofsson B, Engström KG. Delirium after cardiac surgery: incidence and risk factors. Interact Cardiovasc Thorac Surg. 2013;17(5):790-796. doi:10.1093/icvts/ivt323
    1. Tahir M, Malik SS, Ahmed U, Kozdryk J, Naqvi SH, Malik A. Risk factors for onset of delirium after neck of femur fracture surgery: a prospective observational study. SICOT J. 2018;4:27. doi:10.1051/sicotj/2018018
    1. Kanova M, Sklienka P, Roman K, Burda M, Janoutova J. Incidence and risk factors for delirium development in ICU patients—a prospective observational study. Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub. 2017;161(2):187-196. doi:10.5507/bp.2017.004
    1. Morrison RS, Magaziner J, Gilbert M, et al. . Relationship between pain and opioid analgesics on the development of delirium following hip fracture. J Gerontol A Biol Sci Med Sci. 2003;58(1):76-81. doi:10.1093/gerona/58.1.M76
    1. Norkiene I, Ringaitiene D, Misiuriene I, et al. . Incidence and precipitating factors of delirium after coronary artery bypass grafting. Scand Cardiovasc J. 2007;41(3):180-185. doi:10.1080/14017430701302490
    1. Leung JM, Sands LP, Lim E, Tsai TL, Kinjo S. Does preoperative risk for delirium moderate the effects of postoperative pain and opiate use on postoperative delirium? Am J Geriatr Psychiatry. 2013;21(10):946-956. doi:10.1016/j.jagp.2013.01.069
    1. Santos FS, Velasco IT, Fráguas R Jr. Risk factors for delirium in the elderly after coronary artery bypass graft surgery. Int Psychogeriatr. 2004;16(2):175-193. doi:10.1017/S1041610204000365
    1. Osse RJ, Fekkes D, Tulen JHM, et al. . High preoperative plasma neopterin predicts delirium after cardiac surgery in older adults. J Am Geriatr Soc. 2012;60(4):661-668. doi:10.1111/j.1532-5415.2011.03885.x
    1. Otomo S, Maekawa K, Goto T, Baba T, Yoshitake A. Pre-existing cerebral infarcts as a risk factor for delirium after coronary artery bypass graft surgery. Interact Cardiovasc Thorac Surg. 2013;17(5):799-804. doi:10.1093/icvts/ivt304
    1. Krzych LJ, Wybraniec MT, Krupka-Matuszczyk I, et al. . Complex assessment of the incidence and risk factors of delirium in a large cohort of cardiac surgery patients: a single-center 6-year experience. Biomed Res Int. 2013;2013:835850. doi:10.1155/2013/835850
    1. McCusker J, Cole MG, Voyer P, et al. . Prevalence and incidence of delirium in long-term care. Int J Geriatr Psychiatry. 2011;26(11):1152-1161. doi:10.1002/gps.2654
    1. Kumar AK, Jayant A, Arya VK, Magoon R, Sharma R. Delirium after cardiac surgery: a pilot study from a single tertiary referral center. Ann Card Anaesth. 2017;20(1):76-82. doi:10.4103/0971-9784.197841
    1. Benoit AG, Campbell BI, Tanner JR, et al. . Risk factors and prevalence of perioperative cognitive dysfunction in abdominal aneurysm patients. J Vasc Surg. 2005;42(5):884-890. doi:10.1016/j.jvs.2005.07.032
    1. Rudolph JL, Jones RN, Rasmussen LS, Silverstein JH, Inouye SK, Marcantonio ER. Independent vascular and cognitive risk factors for postoperative delirium. Am J Med. 2007;120(9):807-813. doi:10.1016/j.amjmed.2007.02.026
    1. Goldenberg G, Kiselev P, Bharathan T, et al. . Predicting post-operative delirium in elderly patients undergoing surgery for hip fracture. Psychogeriatrics. 2006;6(2):43-48. doi:10.1111/j.1479-8301.2006.00146.x
    1. Hein C, Forgues A, Piau A, Sommet A, Vellas B, Nourhashémi F. Impact of polypharmacy on occurrence of delirium in elderly emergency patients. J Am Med Dir Assoc. 2014;15(11):850.e11-850.e15, E15. doi:10.1016/j.jamda.2014.08.012
    1. Kim JY, Yoo JH, Kim E, et al. . Risk factors and clinical outcomes of delirium in osteoporotic hip fractures. J Orthop Surg (Hong Kong). 2017;25(3):2309499017739485. doi:10.1177/2309499017739485
    1. McAlpine JN, Hodgson EJ, Abramowitz S, et al. . The incidence and risk factors associated with postoperative delirium in geriatric patients undergoing surgery for suspected gynecologic malignancies. Gynecol Oncol. 2008;109(2):296-302. doi:10.1016/j.ygyno.2008.02.016
    1. Kagansky N, Rimon E, Naor S, Dvornikov E, Cojocaru L, Levy S. Low incidence of delirium in very old patients after surgery for hip fractures. Am J Geriatr Psychiatry. 2004;12(3):306-314. doi:10.1097/00019442-200405000-00010
    1. Aldemir M, Özen S, Kara IH, Sir A, Baç B. Predisposing factors for delirium in the surgical intensive care unit. Crit Care. 2001;5(5):265-270. doi:10.1186/cc1044
    1. Angles EM, Robinson TN, Biffl WL, et al. . Risk factors for delirium after major trauma. Am J Surg. 2008;196(6):864-869. doi:10.1016/j.amjsurg.2008.07.037
    1. Ansaloni L, Catena F, Chattat R, et al. . Risk factors and incidence of postoperative delirium in elderly patients after elective and emergency surgery. Br J Surg. 2010;97(2):273-280. doi:10.1002/bjs.6843
    1. Bakker RC, Osse RJ, Tulen JH, Kappetein AP, Bogers AJ. Preoperative and operative predictors of delirium after cardiac surgery in elderly patients. Eur J Cardiothorac Surg. 2012;41(3):544-549. doi:10.1093/ejcts/ezr031
    1. Banach M, Kazmierski J, Kowman M, et al. . Atrial fibrillation as a nonpsychiatric predictor of delirium after cardiac surgery: a pilot study. Med Sci Monit. 2008;14(5):CR286-CR291.
    1. Banjongrewadee M, Wongpakaran N, Wongpakaran T, Pipanmekaporn T, Punjasawadwong Y, Mueankwan S. Role of perceived stress in postoperative delirium: an investigation among elderly patients. Aging Ment Health. 2020;24(1):148-154. doi:10.1080/13607863.2018.1523881
    1. Behrends M, DePalma G, Sands L, Leung J. Association between intraoperative blood transfusions and early postoperative delirium in older adults. J Am Geriatr Soc. 2013;61(3):365-370. doi:10.1111/jgs.12143
    1. Beishuizen SJ, Scholtens RM, van Munster BC, de Rooij SE. Unraveling the relationship between delirium, brain damage, and subsequent cognitive decline in a cohort of individuals undergoing surgery for hip fracture. J Am Geriatr Soc. 2017;65(1):130-136. doi:10.1111/jgs.14470
    1. Béland E, Nadeau A, Carmichael PH, et al. . Predictors of delirium in older patients at the emergency department: a prospective multicentre derivation study. CJEM. 2021;23(3):330-336. doi:10.1007/s43678-020-00004-8
    1. Bell JJ, Pulle RC, Lee HB, Ferrier R, Crouch A, Whitehouse SL. Diagnosis of overweight or obese malnutrition spells DOOM for hip fracture patients: a prospective audit. Clin Nutr. 2021;40(4):1905-1910. doi:10.1016/j.clnu.2020.09.003
    1. Bisschop PH, de Rooij SE, Zwinderman AH, van Oosten HE, van Munster BC. Cortisol, insulin, and glucose and the risk of delirium in older adults with hip fracture. J Am Geriatr Soc. 2011;59(9):1692-1696. doi:10.1111/j.1532-5415.2011.03575.x
    1. Bo M, Bonetto M, Bottignole G, et al. . Length of stay in the emergency department and occurrence of delirium in older medical patients. J Am Geriatr Soc. 2016;64(5):1114-1119. doi:10.1111/jgs.14103
    1. Böhner H, Hummel TC, Habel U, et al. . Predicting delirium after vascular surgery: a model based on pre- and intraoperative data. Ann Surg. 2003;238(1):149-156. doi:10.1097/01.sla.0000077920.38307.5f
    1. Brouquet A, Cudennec T, Benoist S, et al. . Impaired mobility, ASA status and administration of tramadol are risk factors for postoperative delirium in patients aged 75 years or more after major abdominal surgery. Ann Surg. 2010;251(4):759-765. doi:10.1097/SLA.0b013e3181c1cfc9
    1. Bryson GL, Wyand A, Wozny D, Rees L, Taljaard M, Nathan H. A prospective cohort study evaluating associations among delirium, postoperative cognitive dysfunction, and apolipoprotein E genotype following open aortic repair. Can J Anaesth. 2011;58(3):246-255. doi:10.1007/s12630-010-9446-6
    1. Burkhart CS, Dell-Kuster S, Gamberini M, et al. . Modifiable and nonmodifiable risk factors for postoperative delirium after cardiac surgery with cardiopulmonary bypass. J Cardiothorac Vasc Anesth. 2010;24(4):555-559. doi:10.1053/j.jvca.2010.01.003
    1. Caeiro L, Ferro JM, Albuquerque R, Figueira ML. Delirium in the first days of acute stroke. J Neurol. 2004;251(2):171-178. doi:10.1007/s00415-004-0294-6
    1. Caeiro L, Ferro JM, Claro MI, Coelho J, Albuquerque R, Figueira ML. Delirium in acute stroke: a preliminary study of the role of anticholinergic medications. Eur J Neurol. 2004;11(10):699-704. doi:10.1111/j.1468-1331.2004.00897.x
    1. Cai S, Latour JM, Lin Y, et al. . Preoperative cardiac function parameters as valuable predictors for nurses to recognise delirium after cardiac surgery: a prospective cohort study. Eur J Cardiovasc Nurs. 2020;19(4):310-319. doi:10.1177/1474515119886155
    1. Caldas JR, Panerai RB, Bor-Seng-Shu E, et al. . Dynamic cerebral autoregulation: a marker of post-operative delirium? Clin Neurophysiol. 2019;130(1):101-108. doi:10.1016/j.clinph.2018.11.008
    1. Carrasco G M, Villarroel D L, Calderón P J, Martínez F G, Andrade A M, González T M. Development and validation of a clinical predictive model for delirium in hospitalized older people. Riesgo de delirium durante la hospitalización en personas mayores: desarrollo y validación de un modelo de predicción clínica. Rev Med Chil. 2014;142(7):826-832. doi:10.4067/S0034-98872014000700002
    1. Cavallari M, Hshieh TT, Guttmann CRG, et al. ; SAGES Study Group . Brain atrophy and white-matter hyperintensities are not significantly associated with incidence and severity of postoperative delirium in older persons without dementia. Neurobiol Aging. 2015;36(6):2122-2129. doi:10.1016/j.neurobiolaging.2015.02.024
    1. Cavallari M, Dai W, Guttmann CRG, et al. ; SAGES Study Group . Neural substrates of vulnerability to postsurgical delirium as revealed by presurgical diffusion MRI. Brain. 2016;139(Pt 4):1282-1294. doi:10.1093/brain/aww010
    1. Cerejeira J, Batista P, Nogueira V, Firmino H, Vaz-Serra A, Mukaetova-Ladinska EB. Low preoperative plasma cholinesterase activity as a risk marker of postoperative delirium in elderly patients. Age Ageing. 2011;40(5):621-626. doi:10.1093/ageing/afr053
    1. Chan CK, Sieber FE, Blennow K, et al. . Association of depressive symptoms with postoperative delirium and CSF biomarkers for Alzheimer’s disease among hip fracture patients. Am J Geriatr Psychiatry. 2021;29(12):1212-1221. doi:10.1016/j.jagp.2021.02.001
    1. Chen W, Ke X, Wang X, et al. . Prevalence and risk factors for postoperative delirium in total joint arthroplasty patients: a prospective study. Gen Hosp Psychiatry. 2017;46:55-61. doi:10.1016/j.genhosppsych.2017.03.008
    1. Chen Y, Zheng J, Chen J. Preoperative circulating MiR-210, a risk factor for postoperative delirium among elderly patients with gastric cancer undergoing curative resection. Curr Pharm Des. 2020;26(40):5213-5219. doi:10.2174/1381612826666200617163857
    1. Chen Y, Qin J. Modified frailty index independently predicts postoperative delirium and delayed neurocognitive recovery after elective total joint arthroplasty. J Arthroplasty. 2021;36(2):449-453. doi:10.1016/j.arth.2020.07.074
    1. Cheng Q, Li L, Yang M, et al. . Moderate hypercapnia may not contribute to postoperative delirium in patients undergoing bronchoscopic intervention. Medicine (Baltimore). 2019;98(22):e15906. doi:10.1097/MD.0000000000015906
    1. Chou MY, Wang YC, Peng LN, et al. . Intraoperative blood transfusion predicts postoperative delirium among older patients undergoing elective orthopedic surgery: a prospective cohort study. Int J Geriatr Psychiatry. 2019;34(6):881-888. doi:10.1002/gps.5086
    1. Chouët J, Sacco G, Karras SN, Llewellyn DJ, Sánchez-Rodríguez D, Annweiler C. Vitamin D and delirium in older adults: a case-control study in geriatric acute care unit. Front Neurol. 2020;11:1034. doi:10.3389/fneur.2020.01034
    1. Chu CS, Liang CK, Chou MY, et al. . Short-Form Mini Nutritional Assessment as a useful method of predicting the development of postoperative delirium in elderly patients undergoing orthopedic surgery. Gen Hosp Psychiatry. 2016;38:15-20. doi:10.1016/j.genhosppsych.2015.08.006
    1. Cole MG, McCusker J, Voyer P, et al. . Subsyndromal delirium in older long-term care residents: incidence, risk factors, and outcomes. J Am Geriatr Soc. 2011;59(10):1829-1836. doi:10.1111/j.1532-5415.2011.03595.x
    1. Colkesen Y, Giray S, Ozenli Y, Sezgin N, Coskun I. Relation of serum cortisol to delirium occurring after acute coronary syndromes. Am J Emerg Med. 2013;31(1):161-165. doi:10.1016/j.ajem.2012.07.001
    1. Contín AM, Perez-Jara J, Alonso-Contín A, Enguix A, Ramos F. Postoperative delirium after elective orthopedic surgery. Int J Geriatr Psychiatry. 2005;20(6):595-597. doi:10.1002/gps.1335
    1. Cunningham EL, McGuinness B, McAuley DF, et al. . CSF beta-amyloid 1-42 concentration predicts delirium following elective arthroplasty surgery in an observational cohort study. Ann Surg. 2019;269(6):1200-1205. doi:10.1097/SLA.0000000000002684
    1. Dahl MH, Rønning OM, Thommessen B. Delirium in acute stroke--prevalence and risk factors. Acta Neurol Scand Suppl. 2010;(190):39-43. doi:10.1111/j.1600-0404.2010.01374.x
    1. Daoust R, Paquet J, Boucher V, Pelletier M, Gouin É, Émond M. Relationship between pain, opioid treatment, and delirium in older emergency department patients. Acad Emerg Med. 2020;27(8):708-716. doi:10.1111/acem.14033
    1. Day C, Manning K, Abdullah F, et al. . Delirium in HIV-infected patients admitted to acute medical wards post universal access to antiretrovirals in South Africa. S Afr Med J. 2021;111(10):974-980. doi:10.7196/SAMJ.2021.v111i10.15628
    1. de la Varga-Martínez O, Gómez-Pesquera E, Muñoz-Moreno MF, et al. . Development and validation of a delirium risk prediction preoperative model for cardiac surgery patients (DELIPRECAS): an observational multicentre study. J Clin Anesth. 2021;69:110158. doi:10.1016/j.jclinane.2020.110158
    1. de Rooij SE, van Munster BC, Korevaar JC, Levi M. Cytokines and acute phase response in delirium. J Psychosom Res. 2007;62(5):521-525. doi:10.1016/j.jpsychores.2006.11.013
    1. Detroyer E, Dobbels F, Verfaillie E, Meyfroidt G, Sergeant P, Milisen K. Is preoperative anxiety and depression associated with onset of delirium after cardiac surgery in older patients: a prospective cohort study. J Am Geriatr Soc. 2008;56(12):2278-2284. doi:10.1111/j.1532-5415.2008.02013.x
    1. Dillon ST, Vasunilashorn SM, Ngo L, et al. . Higher C-reactive protein levels predict postoperative delirium in older patients undergoing major elective surgery: a longitudinal nested case-control study. Biol Psychiatry. 2017;81(2):145-153. doi:10.1016/j.biopsych.2016.03.2098
    1. Douglas VC, Hessler CS, Dhaliwal G, et al. . The AWOL tool: derivation and validation of a delirium prediction rule. J Hosp Med. 2013;8(9):493-499. doi:10.1002/jhm.2062
    1. Du Plooy N, Day C, Manning K, et al. . Prevalence and outcome of delirium among acute general medical inpatients in Cape Town, South Africa. S Afr Med J. 2020;110(6):519-524.
    1. Duceppe MA, Williamson DR, Elliott A, et al. . Modifiable risk factors for delirium in critically ill trauma patients: a multicenter prospective study. J Intensive Care Med. 2019;34(4):330-336. doi:10.1177/0885066617698646
    1. Dworkin A, Lee DS, An AR, Goodlin SJ. A simple tool to predict development of delirium after elective surgery. J Am Geriatr Soc. 2016;64(11):e149-e153. doi:10.1111/jgs.14428
    1. Edlund A, Lundström M, Lundström G, Hedqvist B, Gustafson Y. Clinical profile of delirium in patients treated for femoral neck fractures. Dement Geriatr Cogn Disord. 1999;10(5):325-329. doi:10.1159/000017163
    1. Edlund A, Lundström M, Brännström B, Bucht G, Gustafson Y. Delirium before and after operation for femoral neck fracture. J Am Geriatr Soc. 2001;49(10):1335-1340. doi:10.1046/j.1532-5415.2001.49261.x
    1. Edlund A, Lundström M, Karlsson S, Brännström B, Bucht G, Gustafson Y. Delirium in older patients admitted to general internal medicine. J Geriatr Psychiatry Neurol. 2006;19(2):83-90. doi:10.1177/0891988706286509
    1. Egberts A, Wijnbeld EH, Fekkes D, et al. . Neopterin: a potential biomarker for delirium in elderly patients. Dement Geriatr Cogn Disord. 2015;39(1-2):116-124. doi:10.1159/000366410
    1. Egberts A, Osse RJ, Fekkes D, Tulen JHM, van der Cammen TJM, Mattace-Raso FUS. Differences in potential biomarkers of delirium between acutely ill medical and elective cardiac surgery patients. Clin Interv Aging. 2019;14:271-281. doi:10.2147/CIA.S193605
    1. Eide LS, Ranhoff AH, Fridlund B, et al. ; CARDELIR Investigators . Comparison of frequency, risk factors, and time course of postoperative delirium in octogenarians after transcatheter aortic valve implantation versus surgical aortic valve replacement. Am J Cardiol. 2015;115(6):802-809. doi:10.1016/j.amjcard.2014.12.043
    1. Ely EW, Girard TD, Shintani AK, et al. . Apolipoprotein E4 polymorphism as a genetic predisposition to delirium in critically ill patients. Crit Care Med. 2007;35(1):112-117. doi:10.1097/
    1. Fan H, Ji M, Huang J, et al. . Development and validation of a dynamic delirium prediction rule in patients admitted to the intensive care units (DYNAMIC-ICU): a prospective cohort study. Int J Nurs Stud. 2019;93:64-73. doi:10.1016/j.ijnurstu.2018.10.008
    1. Fann JR, Roth-Roemer S, Burington BE, Katon WJ, Syrjala KL. Delirium in patients undergoing hematopoietic stem cell transplantation. Cancer. 2002;95(9):1971-1981. doi:10.1002/cncr.10889
    1. Fann JR, Hubbard RA, Alfano CM, Roth-Roemer S, Katon WJ, Syrjala KL. Pre- and post-transplantation risk factors for delirium onset and severity in patients undergoing hematopoietic stem-cell transplantation. J Clin Oncol. 2011;29(7):895-901. doi:10.1200/JCO.2010.28.4521
    1. Feng Q, Ai M, Huang L, Peng Q, Ai Y, Zhang L. Relationship between cerebral hemodynamics, tissue oxygen saturation, and delirium in patients with septic shock: a pilot observational cohort study. Front Med (Lausanne). 2021;8:641104. doi:10.3389/fmed.2021.641104
    1. Fick DM, Steis MR, Waller JL, Inouye SK. Delirium superimposed on dementia is associated with prolonged length of stay and poor outcomes in hospitalized older adults. J Hosp Med. 2013;8(9):500-505. doi:10.1002/jhm.2077
    1. Fisher BW, Flowerdew G. A simple model for predicting postoperative delirium in older patients undergoing elective orthopedic surgery. J Am Geriatr Soc. 1995;43(2):175-178. doi:10.1111/j.1532-5415.1995.tb06385.x
    1. Fong TG, Hshieh TT, Wong B, et al. . Neuropsychological profiles of an elderly cohort undergoing elective surgery and the relationship between cognitive performance and delirium. J Am Geriatr Soc. 2015;63(5):977-982. doi:10.1111/jgs.13383
    1. Foy A, O’Connell D, Henry D, Kelly J, Cocking S, Halliday J. Benzodiazepine use as a cause of cognitive impairment in elderly hospital inpatients. J Gerontol A Biol Sci Med Sci. 1995;50(2):M99-M106. doi:10.1093/gerona/50A.2.M99
    1. Franco JG, Valencia C, Bernal C, et al. . Relationship between cognitive status at admission and incident delirium in older medical inpatients. J Neuropsychiatry Clin Neurosci. 2010;22(3):329-337. doi:10.1176/jnp.2010.22.3.329
    1. Freter SH, George J, Dunbar MJ, Morrison M, Macknight C, Rockwood K. Prediction of delirium in fractured neck of femur as part of routine preoperative nursing care. Age Ageing. 2005;34(4):387-388. doi:10.1093/ageing/afi099
    1. Freter S, Dunbar M, Koller K, MacKnight C, Rockwood K. Risk of pre-and post-operative delirium and the Delirium Elderly At Risk (DEAR) tool in hip fracture patients. Can Geriatr J. 2015;18(4):212-216. doi:10.5770/cgj.18.185
    1. Girard TD, Ware LB, Bernard GR, et al. . Associations of markers of inflammation and coagulation with delirium during critical illness. Intensive Care Med. 2012;38(12):1965-1973. doi:10.1007/s00134-012-2678-x
    1. Girard TD, Thompson JL, Pandharipande PP, et al. . Clinical phenotypes of delirium during critical illness and severity of subsequent long-term cognitive impairment: a prospective cohort study. Lancet Respir Med. 2018;6(3):213-222. doi:10.1016/S2213-2600(18)30062-6
    1. Giroux M, Sirois MJ, Boucher V, et al. . Frailty assessment to help predict patients at risk of delirium when consulting the emergency department. J Emerg Med. 2018;55(2):157-164. doi:10.1016/j.jemermed.2018.02.032
    1. Goudzwaard JA, de Ronde-Tillmans MJAG, de Jager TAJ, et al. . Incidence, determinants and consequences of delirium in older patients after transcatheter aortic valve implantation. Age Ageing. 2020;49(3):389-394. doi:10.1093/ageing/afaa001
    1. Greene NH, Attix DK, Weldon BC, Smith PJ, McDonagh DL, Monk TG. Measures of executive function and depression identify patients at risk for postoperative delirium. Anesthesiology. 2009;110(4):788-795. doi:10.1097/ALN.0b013e31819b5ba6
    1. Gu WJ, Zhou JX, Ji RQ, Zhou LY, Wang CM. Incidence, risk factors, and consequences of emergence delirium after elective. Surgeon. 2022;20(5):e214-e220. doi:10.1016/j.surge.2021.09.005
    1. Gual N, Morandi A, Pérez LM, et al. . Risk factors and outcomes of delirium in older patients admitted to postacute care with and without dementia. Dement Geriatr Cogn Disord. 2018;45(1-2):121-129. doi:10.1159/000485794
    1. Guo Y, Jia P, Zhang J, Wang X, Jiang H, Jiang W. Prevalence and risk factors of postoperative delirium in elderly hip fracture patients. J Int Med Res. 2016;44(2):317-327. doi:10.1177/0300060515624936
    1. Guo Z, Liu J, Li J, et al. . Postoperative delirium in severely burned patients undergoing early escharotomy: incidence, risk factors, and outcomes. J Burn Care Res. 2017;38(1):e370-e376. doi:10.1097/BCR.0000000000000397
    1. Hall RJ, Watne LO, Idland AV, et al. . Cerebrospinal fluid levels of neopterin are elevated in delirium after hip fracture. J Neuroinflammation. 2016;13(1):170. doi:10.1186/s12974-016-0636-1
    1. Hatta K, Kishi Y, Wada K, et al. . Real-world effectiveness of ramelteon and suvorexant for delirium prevention in 948 patients with delirium risk factors. J Clin Psychiatry. 2019;81(1):19m12865. doi:10.4088/JCP.19m12865
    1. Hayhurst CJ, Patel MB, McNeil JB, et al. . Association of neuronal repair biomarkers with delirium among survivors of critical illness. J Crit Care. 2020;56:94-99. doi:10.1016/j.jcrc.2019.12.010
    1. He R, Wang F, Shen H, Zeng Y, LijuanZhang. Association between increased neutrophil-to-lymphocyte ratio and postoperative delirium in elderly patients with total hip arthroplasty for hip fracture. BMC Psychiatry. 2020;20(1):496. doi:10.1186/s12888-020-02908-2
    1. Heng M, Eagen CE, Javedan H, Kodela J, Weaver MJ, Harris MB. Abnormal mini-cog is associated with higher risk of complications and delirium in geriatric patients with fracture. J Bone Joint Surg Am. 2016;98(9):742-750. doi:10.2106/JBJS.15.00859
    1. Henjum K, Quist-Paulsen E, Zetterberg H, Blennow K, Nilsson LNG, Watne LO. CSF sTREM2 in delirium-relation to Alzheimer’s disease CSF biomarkers Aβ42, t-tau and p-tau. J Neuroinflammation. 2018;15(1):304. doi:10.1186/s12974-018-1331-1
    1. Hirsch J, DePalma G, Tsai TT, Sands LP, Leung JM. Impact of intraoperative hypotension and blood pressure fluctuations on early postoperative delirium after non-cardiac surgery. Br J Anaesth. 2015;115(3):418-426. doi:10.1093/bja/aeu458
    1. Huang HW, Zhang GB, Li HY, et al. . Development of an early prediction model for postoperative delirium in neurosurgical patients admitted to the ICU after elective craniotomy (E-PREPOD-NS): a secondary analysis of a prospective cohort study. J Clin Neurosci. 2021;90:217-224. doi:10.1016/j.jocn.2021.06.004
    1. Hughes CG, Morandi A, Girard TD, et al. . Association between endothelial dysfunction and acute brain dysfunction during critical illness. Anesthesiology. 2013;118(3):631-639. doi:10.1097/ALN.0b013e31827bd193
    1. Hughes CG, Pandharipande PP, Thompson JL, et al. . Endothelial activation and blood-brain barrier injury as risk factors for delirium in critically ill patients. Crit Care Med. 2016;44(9):e809-e817. doi:10.1097/CCM.0000000000001739
    1. Humbert M, Büla CJ, Muller O, Krief H, Monney P. Delirium in older patients undergoing aortic valve replacement: incidence, predictors, and cognitive prognosis. BMC Geriatr. 2021;21(1):153. doi:10.1186/s12877-021-02100-5
    1. Iamaroon A, Wongviriyawong T, Sura-Arunsumrit P, Wiwatnodom N, Rewuri N, Chaiwat O. Incidence of and risk factors for postoperative delirium in older adult patients undergoing noncardiac surgery: a prospective study. BMC Geriatr. 2020;20(1):40. doi:10.1186/s12877-020-1449-8
    1. Idland AV, Wyller TB, Støen R, et al. . Preclinical amyloid-β and axonal degeneration pathology in delirium. J Alzheimers Dis. 2017;55(1):371-379. doi:10.3233/JAD-160461
    1. Inouye SK, Viscoli CM, Horwitz RI, Hurst LD, Tinetti ME. A predictive model for delirium in hospitalized elderly medical patients based on admission characteristics. Ann Intern Med. 1993;119(6):474-481. doi:10.7326/0003-4819-119-6-199309150-00005
    1. Inouye SK, Charpentier PA. Precipitating factors for delirium in hospitalized elderly persons: predictive model and interrelationship with baseline vulnerability. JAMA. 1996;275(11):852-857. doi:10.1001/jama.1996.03530350034031
    1. Inouye SK, Zhang Y, Jones RN, Kiely DK, Yang F, Marcantonio ER. Risk factors for delirium at discharge: development and validation of a predictive model. Arch Intern Med. 2007;167(13):1406-1413. doi:10.1001/archinte.167.13.1406
    1. Jankowski CJ, Trenerry MR, Cook DJ, et al. . Cognitive and functional predictors and sequelae of postoperative delirium in elderly patients undergoing elective joint arthroplasty. Anesth Analg. 2011;112(5):1186-1193. doi:10.1213/ANE.0b013e318211501b
    1. Joosten E, Lemiengre J, Nelis T, Verbeke G, Milisen K. Is anaemia a risk factor for delirium in an acute geriatric population? Gerontology. 2006;52(6):382-385. doi:10.1159/000095126
    1. Joosten E, Demuynck M, Detroyer E, Milisen K. Prevalence of frailty and its ability to predict in hospital delirium, falls, and 6-month mortality in hospitalized older patients. BMC Geriatr. 2014;14:1. doi:10.1186/1471-2318-14-1
    1. Juliebø V, Bjøro K, Krogseth M, Skovlund E, Ranhoff AH, Wyller TB. Risk factors for preoperative and postoperative delirium in elderly patients with hip fracture. J Am Geriatr Soc. 2009;57(8):1354-1361. doi:10.1111/j.1532-5415.2009.02377.x
    1. Kalisvaart KJ, Vreeswijk R, de Jonghe JF, van der Ploeg T, van Gool WA, Eikelenboom P. Risk factors and prediction of postoperative delirium in elderly hip-surgery patients: implementation and validation of a medical risk factor model. J Am Geriatr Soc. 2006;54(5):817-822. doi:10.1111/j.1532-5415.2006.00704.x
    1. Kang T, Park SY, Lee JH, et al. . Incidence & risk factors of postoperative delirium after spinal surgery in older patients. Sci Rep. 2020;10(1):9232. doi:10.1038/s41598-020-66276-3
    1. Kazmierski J, Kowman M, Banach M, et al. ; IPDACS Study . Incidence and predictors of delirium after cardiac surgery: Results from the IPDACS study. J Psychosom Res. 2010;69(2):179-185. doi:10.1016/j.jpsychores.2010.02.009
    1. Kazmierski J, Banys A, Latek J, Bourke J, Jaszewski R. Cortisol levels and neuropsychiatric diagnosis as markers of postoperative delirium: a prospective cohort study. Crit Care. 2013;17(2):R38. doi:10.1186/cc12548
    1. Kazmierski J, Banys A, Latek J, Bourke J, Jaszewski R. Raised IL-2 and TNF-α concentrations are associated with postoperative delirium in patients undergoing coronary-artery bypass graft surgery. Int Psychogeriatr. 2014;26(5):845-855. doi:10.1017/S1041610213002378
    1. Kazmierski J, Banys A, Latek J, et al. . Mild cognitive impairment with associated inflammatory and cortisol alterations as independent risk factor for postoperative delirium. Dement Geriatr Cogn Disord. 2014;38(1-2):65-78. doi:10.1159/000357454
    1. Kazmierski J, Sieruta M, Banys A, et al. . The assessment of the T102C polymorphism of the 5HT2a receptor gene, 3723G/A polymorphism of the NMDA receptor 3A subunit gene (GRIN3A) and 421C/A polymorphism of the NMDA receptor 2B subunit gene (GRIN2B) among cardiac surgery patients with and without delirium. Gen Hosp Psychiatry. 2014;36(6):753-756. doi:10.1016/j.genhosppsych.2014.06.002
    1. Kennedy M, Enander RA, Tadiri SP, Wolfe RE, Shapiro NI, Marcantonio ER. Delirium risk prediction, healthcare use and mortality of elderly adults in the emergency department. J Am Geriatr Soc. 2014;62(3):462-469. doi:10.1111/jgs.12692
    1. Khan BA, Perkins AJ, Prasad NK, et al. . Biomarkers of delirium duration and delirium severity in the ICU. Crit Care Med. 2020;48(3):353-361. doi:10.1097/CCM.0000000000004139
    1. Khan SH, Lindroth H, Hendrie K, et al. . Time trends of delirium rates in the intensive care unit. Heart Lung. 2020;49(5):572-577. doi:10.1016/j.hrtlng.2020.03.006
    1. Kim MY, Park UJ, Kim HT, Cho WH. DeLirium Prediction Based on Hospital Information (Delphi) in general surgery patients. Medicine (Baltimore). 2016;95(12):e3072. doi:10.1097/MD.0000000000003072
    1. Kim Y, Jin Y, Jin T, Lee SM. Risk factors and outcomes of sepsis-associated delirium in intensive care unit patients: a secondary data analysis. Intensive Crit Care Nurs. 2020;59:102844. doi:10.1016/j.iccn.2020.102844
    1. Kong S, Wang J, Xu H, Wang K. Effect of hypertension and medication use regularity on postoperative delirium after maxillofacial tumors radical surgery. Oncotarget. 2021;12(18):1811-1820. doi:10.18632/oncotarget.28048
    1. Korevaar JC, van Munster BC, de Rooij SE. Risk factors for delirium in acutely admitted elderly patients: a prospective cohort study. BMC Geriatr. 2005;5:6. doi:10.1186/1471-2318-5-6
    1. Koskderelioglu A, Onder O, Gucuyener M, Altay T, Kayali C, Gedizlioglu M. Screening for postoperative delirium in patients with acute hip fracture: assessment of predictive factors. Geriatr Gerontol Int. 2017;17(6):919-924. doi:10.1111/ggi.12806
    1. Kostalova M, Bednarik J, Mitasova A, et al. . Towards a predictive model for post-stroke delirium. Brain Inj. 2012;26(7-8):962-971. doi:10.3109/02699052.2012.660510
    1. Kupiec A, Adamik B, Kozera N, Gozdzik W. Elevated procalcitonin as a risk factor for postoperative delirium in the elderly after cardiac surgery—a prospective observational study. J Clin Med. 2020;9(12):3837. doi:10.3390/jcm9123837
    1. Kwizera A, Nakibuuka J, Ssemogerere L, et al. . Incidence and risk factors for delirium among mechanically ventilated patients in an African intensive care setting: an observational multicenter study. Crit Care Res Pract. 2015;2015:491780. doi:10.1155/2015/491780
    1. Lai MM, Wong Tin Niam DM. Intracranial cause of delirium: computed tomography yield and predictive factors. Intern Med J. 2012;42(4):422-427. doi:10.1111/j.1445-5994.2010.02400.x
    1. Lee HB, Mears SC, Rosenberg PB, Leoutsakos JM, Gottschalk A, Sieber FE. Predisposing factors for postoperative delirium after hip fracture repair in individuals with and without dementia. J Am Geriatr Soc. 2011;59(12):2306-2313. doi:10.1111/j.1532-5415.2011.03725.x
    1. Lee KH, Ha YC, Lee YK, Kang H, Koo KH. Frequency, risk factors, and prognosis of prolonged delirium in elderly patients after hip fracture surgery. Clin Orthop Relat Res. 2011;469(9):2612-2620. doi:10.1007/s11999-011-1806-1
    1. Lee SS, Lo Y, Verghese J. Physical activity and risk of postoperative delirium. J Am Geriatr Soc. 2019;67(11):2260-2266. doi:10.1111/jgs.16083
    1. Leung JM, Sands LP, Mullen EA, Wang Y, Vaurio L. Are preoperative depressive symptoms associated with postoperative delirium in geriatric surgical patients? J Gerontol A Biol Sci Med Sci. 2005;60(12):1563-1568. doi:10.1093/gerona/60.12.1563
    1. Leung JM, Sands LP, Wang Y, et al. . Apolipoprotein E e4 allele increases the risk of early postoperative delirium in older patients undergoing noncardiac surgery. Anesthesiology. 2007;107(3):406-411. doi:10.1097/01.anes.0000278905.07899.df
    1. Leung JM, Tsai TL, Sands LP. Brief report: preoperative frailty in older surgical patients is associated with early postoperative delirium. Anesth Analg. 2011;112(5):1199-1201. doi:10.1213/ANE.0b013e31820c7c06
    1. Levkoff SE, Evans DA, Liptzin B, et al. . Delirium: the occurrence and persistence of symptoms among elderly hospitalized patients. Arch Intern Med. 1992;152(2):334-340. doi:10.1001/archinte.1992.00400140082019
    1. Lewis EG, Banks J, Paddick SM, et al. . Risk factors for delirium in older medical inpatients in Tanzania. Dement Geriatr Cogn Disord. 2017;44(3-4):160-170. doi:10.1159/000479058
    1. Li G, Lei X, Ai C, Li T, Chen Z. Low plasma leptin level at admission predicts delirium in critically ill patients: a prospective cohort study. Peptides. 2017;93:27-32. doi:10.1016/j.peptides.2017.05.002
    1. Li X, Zhang L, Gong F, Ai Y. Incidence and risk factors for delirium in older patients following intensive care unit admission: a prospective observational study. J Nurs Res. 2020;28(4):e101. doi:10.1097/jnr.0000000000000384
    1. Liang CK, Chu CL, Chou MY, et al. . Developing a prediction model for post-operative delirium and long-term outcomes among older patients receiving elective orthopedic surgery: a prospective cohort study in Taiwan. Rejuvenation Res. 2015;18(4):347-355. doi:10.1089/rej.2014.1645
    1. Lin Y, Chen Q, Zhang H, et al. . Risk factors for postoperative delirium in patients with triple-branched stent graft implantation. J Cardiothorac Surg. 2020;15(1):171. doi:10.1186/s13019-020-01217-9
    1. Lin X, Tang J, Liu C, et al. . Cerebrospinal fluid cholinergic biomarkers are associated with postoperative delirium in elderly patients undergoing total hip/knee replacement: a prospective cohort study. BMC Anesthesiol. 2020;20(1):246. doi:10.1186/s12871-020-01166-9
    1. Limpawattana P, Panitchote A, Tangvoraphonkchai K, et al. . Delirium in critical care: a study of incidence, prevalence, and associated factors in the tertiary care hospital of older Thai adults. Aging Ment Health. 2016;20(1):74-80. doi:10.1080/13607863.2015.1035695
    1. Lindroth H, Bratzke L, Twadell S, et al. . Predicting postoperative delirium severity in older adults: the role of surgical risk and executive function. Int J Geriatr Psychiatry. 2019;34(7):1018-1028. doi:10.1002/gps.5104
    1. Litaker D, Locala J, Franco K, Bronson DL, Tannous Z. Preoperative risk factors for postoperative delirium. Gen Hosp Psychiatry. 2001;23(2):84-89. doi:10.1016/S0163-8343(01)00117-7
    1. Ma JR, Fan MM, Wang ZS. Age, preoperative higher serum cortisol levels, and lower serum acetylcholine levels predict delirium after percutaneous coronary intervention in acute coronary syndrome patients accompanied with renal dysfunction. Indian J Psychiatry. 2020;62(2):172-177. doi:10.4103/psychiatry.IndianJPsychiatry_37_19
    1. Ma J, Li C, Zhang W, et al. . Preoperative anxiety predicted the incidence of postoperative delirium in patients undergoing total hip arthroplasty: a prospective cohort study. BMC Anesthesiol. 2021;21(1):48. doi:10.1186/s12871-021-01271-3
    1. Mahanna-Gabrielli E, Zhang K, Sieber FE, et al. . Frailty is associated with postoperative delirium but not with postoperative cognitive decline in older noncardiac surgery patients. Anesth Analg. 2020;130(6):1516-1523. doi:10.1213/ANE.0000000000004773
    1. Marcantonio ER, Juarez G, Goldman L, et al. . The relationship of postoperative delirium with psychoactive medications. JAMA. 1994;272(19):1518-1522. doi:10.1001/jama.1994.03520190064036
    1. Marcantonio ER, Goldman L, Orav EJ, Cook EF, Lee TH. The association of intraoperative factors with the development of postoperative delirium. Am J Med. 1998;105(5):380-384. doi:10.1016/S0002-9343(98)00292-7
    1. Martin NJ, Stones MJ, Young JE, Bédard M. Development of delirium: a prospective cohort study in a community hospital. Int Psychogeriatr. 2000;12(1):117-127. doi:10.1017/S1041610200006244
    1. Martinez JA, Belastegui A, Basabe I, et al. . Derivation and validation of a clinical prediction rule for delirium in patients admitted to a medical ward: an observational study. BMJ Open. 2012;2(5):e001599. doi:10.1136/bmjopen-2012-001599
    1. Matsuda Y, Maeda I, Morita T, et al. ; Phase-R Delirium Study Group . Reversibility of delirium in Ill-hospitalized cancer patients: does underlying etiology matter? Cancer Med. 2020;9(1):19-26. doi:10.1002/cam4.2669
    1. Matsuo N, Morita T, Matsuda Y, et al. . Predictors of delirium in corticosteroid-treated patients with advanced cancer: an exploratory, multicenter, prospective, observational study. J Palliat Med. 2017;20(4):352-359. doi:10.1089/jpm.2016.0323
    1. Mazzola P, Ward L, Zazzetta S, et al. . Association between preoperative malnutrition and postoperative delirium after hip fracture surgery in older adults. J Am Geriatr Soc. 2017;65(6):1222-1228. doi:10.1111/jgs.14764
    1. McAvay GJ, Van Ness PH, Bogardus ST Jr, et al. . Depressive symptoms and the risk of incident delirium in older hospitalized adults. J Am Geriatr Soc. 2007;55(5):684-691. doi:10.1111/j.1532-5415.2007.01150.x
    1. McManus J, Pathansali R, Hassan H, et al. . The course of delirium in acute stroke. Age Ageing. 2009;38(4):385-389. doi:10.1093/ageing/afp038
    1. McNicoll L, Pisani MA, Zhang Y, Ely EW, Siegel MD, Inouye SK. Delirium in the intensive care unit: occurrence and clinical course in older patients. J Am Geriatr Soc. 2003;51(5):591-598. doi:10.1034/j.1600-0579.2003.00201.x
    1. McPherson JA, Wagner CE, Boehm LM, et al. . Delirium in the cardiovascular ICU: exploring modifiable risk factors. Crit Care Med. 2013;41(2):405-413. doi:10.1097/CCM.0b013e31826ab49b
    1. Mézière A, Paillaud E, Belmin J, et al. . Delirium in older people after proximal femoral fracture repair: role of a preoperative screening cognitive test. Ann Fr Anesth Reanim. 2013;32(9):e91-e96. doi:10.1016/j.annfar.2013.06.006
    1. Miao S, Shen P, Zhang Q, et al. . Neopterin and mini-mental state examination scores, two independent risk factors for postoperative delirium in elderly patients with open abdominal surgery. J Cancer Res Ther. 2018;14(6):1234-1238. doi:10.4103/0973-1482.192764
    1. Miu DK, Yeung JC. Incidence of post-stroke delirium and 1-year outcome. Geriatr Gerontol Int. 2013;13(1):123-129. doi:10.1111/j.1447-0594.2012.00871.x
    1. Miu DK, Chan CW, Kok C. Delirium among elderly patients admitted to a post-acute care facility and 3-months outcome. Geriatr Gerontol Int. 2016;16(5):586-592. doi:10.1111/ggi.12521
    1. Moorey HC, Zaidman S, Jackson TA. Delirium is not associated with anticholinergic burden or polypharmacy in older patients on admission to an acute hospital: an observational case control study. BMC Geriatr. 2016;16(1):162. doi:10.1186/s12877-016-0336-9
    1. Morandi A, Gunther ML, Pandharipande PP, et al. . Insulin-like growth factor-1 and delirium in critically ill mechanically ventilated patients: a preliminary investigation. Int Psychogeriatr. 2011;23(7):1175-1181. doi:10.1017/S1041610210002486
    1. Morandi A, Barnett N, Miller RR III, et al. . Vitamin D and delirium in critically ill patients: a preliminary investigation. J Crit Care. 2013;28(3):230-235. doi:10.1016/j.jcrc.2012.06.011
    1. Morandi A, Hughes CG, Thompson JL, et al. . Statins and delirium during critical illness: a multicenter, prospective cohort study. Crit Care Med. 2014;42(8):1899-1909. doi:10.1097/CCM.0000000000000398
    1. Mori S, Takeda JRT, Carrara FSA, Cohrs CR, Zanei SSV, Whitaker IY. Incidence and factors related to delirium in an intensive care unit. Rev Esc Enferm USP. 2016;50(4):587-593. doi:10.1590/S0080-623420160000500007
    1. Muangpaisan W, Wongprikron A, Srinonprasert V, Suwanpatoomlerd S, Sutipornpalangkul W, Assantchai P. Incidence and risk factors of acute delirium in older patients with hip fracture in Siriraj Hospital. J Med Assoc Thai. 2015;98(4):423-430.
    1. Neerland BE, Krogseth M, Juliebø V, et al. . Perioperative hemodynamics and risk for delirium and new onset dementia in hip fracture patients; a prospective follow-up study. PLoS One. 2017;12(7):e0180641. doi:10.1371/journal.pone.0180641
    1. Nekrosius D, Kaminskaite M, Jokubka R, et al. . Association of COMT val158met polymorphism with delirium risk and outcomes after traumatic brain injury. J Neuropsychiatry Clin Neurosci. 2019;31(4):298-305. doi:10.1176/appi.neuropsych.18080195
    1. Neufeld KJ, Leoutsakos JS, Sieber FE, et al. . Evaluation of two delirium screening tools for detecting post-operative delirium in the elderly. Br J Anaesth. 2013;111(4):612-618. doi:10.1093/bja/aet167
    1. Ngo LH, Inouye SK, Jones RN, et al. . Methodologic considerations in the design and analysis of nested case-control studies: association between cytokines and postoperative delirium. BMC Med Res Methodol. 2017;17(1):88. doi:10.1186/s12874-017-0359-8
    1. Nie H, Zhao B, Zhang YQ, Jiang YH, Yang YX. Pain and cognitive dysfunction are the risk factors of delirium in elderly hip fracture Chinese patients. Arch Gerontol Geriatr. 2012;54(2):e172-e174. doi:10.1016/j.archger.2011.09.012
    1. Noriega FJ, Vidán MT, Sánchez E, et al. . Incidence and impact of delirium on clinical and functional outcomes in older patients hospitalized for acute cardiac diseases. Am Heart J. 2015;170(5):938-944. doi:10.1016/j.ahj.2015.08.007
    1. O’Regan NA, Fitzgerald J, Adamis D, Molloy DW, Meagher D, Timmons S. Predictors of delirium development in older medical inpatients: readily identifiable factors at admission J Alzheimers Dis. 2018;64(3):775-785. doi:10.3233/JAD-180178
    1. Oh ES, Sieber FE, Leoutsakos JM, Inouye SK, Lee HB. Sex differences in hip fracture surgery: preoperative risk factors for delirium and postoperative outcomes. J Am Geriatr Soc. 2016;64(8):1616-1621. doi:10.1111/jgs.14243
    1. Ojagbemi A, Owolabi M, Bello T, Baiyewu O. Stroke severity predicts poststroke delirium and its association with dementia: longitudinal observation from a low income setting. J Neurol Sci. 2017;375:376-381. doi:10.1016/j.jns.2017.02.039
    1. Oldham MA, Hawkins KA, Lin IH, et al. . 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. Am J Geriatr Psychiatry. 2019;27(5):476-486. doi:10.1016/j.jagp.2018.12.025
    1. Pandharipande P, Shintani A, Peterson J, et al. . Lorazepam is an independent risk factor for transitioning to delirium in intensive care unit patients. Anesthesiology. 2006;104(1):21-26. doi:10.1097/00000542-200601000-00005
    1. Pandharipande PP, Morandi A, Adams JR, et al. . Plasma tryptophan and tyrosine levels are independent risk factors for delirium in critically ill patients. Intensive Care Med. 2009;35(11):1886-1892. doi:10.1007/s00134-009-1573-6
    1. Park H, Kim KW, Yoon IY. Smoking cessation and the risk of hyperactive delirium in hospitalized patients: a retrospective study. Can J Psychiatry. 2016;61(10):643-651. doi:10.1177/0706743716652401
    1. Pasinska P, Kowalska K, Klimiec E, Szyper-Maciejowska A, Wilk A, Klimkowicz-Mrowiec A. Frequency and predictors of post-stroke delirium in Prospective Observational Polish Study (PROPOLIS). J Neurol. 2018;265(4):863-870. doi:10.1007/s00415-018-8782-2
    1. Patrono D, Rigo F, Bormida S, et al. . Graft factors as determinants of postoperative delirium after liver transplantation. Updates Surg. 2020;72(4):1053-1063. doi:10.1007/s13304-020-00887-3
    1. Pedemonte JC, Plummer GS, Chamadia S, et al. . Electroencephalogram burst-suppression during cardiopulmonary bypass in elderly patients mediates postoperative delirium. Anesthesiology. 2020;133(2):280-292. doi:10.1097/ALN.0000000000003328
    1. Pendlebury ST, Lovett NG, Smith SC, et al. . Observational, longitudinal study of delirium in consecutive unselected acute medical admissions: age-specific rates and associated factors, mortality and re-admission. BMJ Open. 2015;5(11):e007808. doi:10.1136/bmjopen-2015-007808
    1. Peng J, Wu G, Chen J, Chen H. Preoperative C-reactive protein/albumin ratio, a risk factor for postoperative delirium in elderly patients after total joint arthroplasty. J Arthroplasty. 2019;34(11):2601-2605. doi:10.1016/j.arth.2019.06.042
    1. Pérez-Ros P, Martínez-Arnau FM, Baixauli-Alacreu S, Caballero-Pérez M, García-Gollarte JF, Tarazona-Santabalbina F. Delirium predisposing and triggering factors in nursing home residents: a cohort trial-nested case-control study. J Alzheimers Dis. 2019;70(4):1113-1122. doi:10.3233/JAD-190391
    1. Pioli G, Bendini C, Giusti A, et al. . Surgical delay is a risk factor of delirium in hip fracture patients with mild-moderate cognitive impairment. Aging Clin Exp Res. 2019;31(1):41-47. doi:10.1007/s40520-018-0985-y
    1. Pipanmekaporn T, Punjasawadwong Y, Wongpakaran N, et al. . Risk factors and adverse clinical outcomes of postoperative delirium in Thai elderly patients: a prospective cohort study. Perspect Psychiatr Care. 2021;57(3):1073-1082. doi:10.1111/ppc.12658
    1. Pollmann CT, Mellingsæter MR, Neerland BE, Straume-Næsheim T, Årøen A, Watne LO. Orthogeriatric co-management reduces incidence of delirium in hip fracture patients. Osteoporos Int. 2021;32(11):2225-2233. doi:10.1007/s00198-021-05974-8
    1. Pompei P, Foreman M, Rudberg MA, Inouye SK, Braund V, Cassel CK. Delirium in hospitalized older persons: outcomes and predictors. J Am Geriatr Soc. 1994;42(8):809-815. doi:10.1111/j.1532-5415.1994.tb06551.x
    1. Qi J, Liu C, Chen L, Chen J. Postoperative serum albumin decrease independently predicts delirium in the elderly subjects after total joint arthroplasty. Curr Pharm Des. 2020;26(3):386-394. doi:10.2174/1381612826666191227153150
    1. Qu J, Chen Y, Luo G, Zhong H, Xiao W, Yin H. Delirium in the acute phase of ischemic stroke: incidence, risk factors, and effects on functional outcome. J Stroke Cerebrovasc Dis. 2018;27(10):2641-2647. doi:10.1016/j.jstrokecerebrovasdis.2018.05.034
    1. Racine AM, Fong TG, Travison TG, et al. . Alzheimer’s-related cortical atrophy is associated with postoperative delirium severity in persons without dementia. Neurobiol Aging. 2017;59:55-63. doi:10.1016/j.neurobiolaging.2017.07.010
    1. Radinovic K, Markovic-Denic L, Dubljanin-Raspopovic E, Marinkovic J, Milan Z, Bumbasirevic V. Estimating the effect of incident delirium on short-term outcomes in aged hip fracture patients through propensity score analysis. Geriatr Gerontol Int. 2015;15(7):848-855. doi:10.1111/ggi.12358
    1. Radinovic K, Markovic Denic L, Milan Z, Cirkovic A, Baralic M, Bumbasirevic V. Impact of intraoperative blood pressure, blood pressure fluctuation, and pulse pressure on postoperative delirium in elderly patients with hip fracture: a prospective cohort study. Injury. 2019;50(9):1558-1564. doi:10.1016/j.injury.2019.06.026
    1. Ranhoff AH, Rozzini R, Sabatini T, Cassinadri A, Boffelli S, Trabucchi M. Delirium in a sub-intensive care unit for the elderly: occurrence and risk factors. Aging Clin Exp Res. 2006;18(5):440-445. doi:10.1007/BF03324841
    1. Rao A, Shi SM, Afilalo J, et al. . Physical performance and risk of postoperative delirium in older adults undergoing aortic valve replacement. Clin Interv Aging. 2020;15(15):1471-1479. doi:10.2147/CIA.S257079
    1. Ren Q, Wen YZ, Wang J, et al. . Elevated level of serum C-reactive protein predicts postoperative delirium among patients receiving cervical or lumbar surgery. Biomed Res Int. 2020;2020:5480148. doi:10.1155/2020/5480148
    1. Ritchie CW, Newman TH, Leurent B, Sampson EL. The association between C-reactive protein and delirium in 710 acute elderly hospital admissions. Int Psychogeriatr. 2014;26(5):717-724. doi:10.1017/S1041610213002433
    1. Rizzi MA, Torres Bonafonte OH, Alquezar A, et al. . Prognostic value and risk factors of delirium in emergency patients with decompensated heart failure. J Am Med Dir Assoc. 2015;16(9):799.e1-799.e6. doi:10.1016/j.jamda.2015.06.006
    1. Robinson TN, Raeburn CD, Tran ZV, Angles EM, Brenner LA, Moss M. Postoperative delirium in the elderly: risk factors and outcomes. Ann Surg. 2009;249(1):173-178. doi:10.1097/SLA.0b013e31818e4776
    1. Rudolph JL, Jones RN, Grande LJ, et al. . Impaired executive function is associated with delirium after coronary artery bypass graft surgery. J Am Geriatr Soc. 2006;54(6):937-941. doi:10.1111/j.1532-5415.2006.00735.x
    1. Rudolph JL, Babikian VL, Treanor P, et al. . Microemboli are not associated with delirium after coronary artery bypass graft surgery. Perfusion. 2009;24(6):409-415. doi:10.1177/0267659109358207
    1. Sánchez-Hurtado LA, Hernández-Sánchez N, Del Moral-Armengol M, et al. . Incidence of delirium in critically ill cancer patients. Pain Res Manag. 2018;2018:4193275. doi:10.1155/2018/4193275
    1. Schoen J, Meyerrose J, Paarmann H, Heringlake M, Hueppe M, Berger KU. Preoperative regional cerebral oxygen saturation is a predictor of postoperative delirium in on-pump cardiac surgery patients: a prospective observational trial. Crit Care. 2011;15(5):R218. doi:10.1186/cc10454
    1. Schor JD, Levkoff SE, Lipsitz LA, et al. . Risk factors for delirium in hospitalized elderly. JAMA. 1992;267(6):827-831. doi:10.1001/jama.1992.03480060073033
    1. Schreiber MP, Colantuoni E, Bienvenu OJ, et al. . Corticosteroids and transition to delirium in patients with acute lung injury. Crit Care Med. 2014;42(6):1480-1486. doi:10.1097/CCM.0000000000000247
    1. Serafim RB, Dutra MF, Saddy F, et al. . Delirium in postoperative nonventilated intensive care patients: risk factors and outcomes. Ann Intensive Care. 2012;2(1):51. doi:10.1186/2110-5820-2-51
    1. Seymour CW, Pandharipande PP, Koestner T, et al. . Diurnal sedative changes during intensive care: impact on liberation from mechanical ventilation and delirium. Crit Care Med. 2012;40(10):2788-2796. doi:10.1097/CCM.0b013e31825b8ade
    1. Shen H, Shao Y, Chen J, Guo J. Insulin-like growth factor-1, a potential predicative biomarker for postoperative delirium among elderly patients with open abdominal surgery. Curr Pharm Des. 2016;22(38):5879-5883. doi:10.2174/1381612822666160813234311
    1. Sheng AZ, Shen Q, Cordato D, Zhang YY, Yin Chan DK. Delirium within three days of stroke in a cohort of elderly patients. J Am Geriatr Soc. 2006;54(8):1192-1198. doi:10.1111/j.1532-5415.2006.00806.x
    1. Shim J, DePalma G, Sands LP, Leung JM. Prognostic significance of postoperative subsyndromal delirium. Psychosomatics. 2015;56(6):644-651. doi:10.1016/j.psym.2015.05.002
    1. Shin JE, Kyeong S, Lee JS, et al. . A personality trait contributes to the occurrence of postoperative delirium: a prospective study. BMC Psychiatry. 2016;16(1):371. doi:10.1186/s12888-016-1079-z
    1. Shioiri A, Kurumaji A, Takeuchi T, Matsuda H, Arai H, Nishikawa T. White matter abnormalities as a risk factor for postoperative delirium revealed by diffusion tensor imaging. Am J Geriatr Psychiatry. 2010;18(8):743-753. doi:10.1097/JGP.0b013e3181d145c5
    1. Shioiri A, Kurumaji A, Takeuchi T, Nemoto K, Arai H, Nishikawa T. A decrease in the volume of gray matter as a risk factor for postoperative delirium revealed by an Atlas-based method. Am J Geriatr Psychiatry. 2016;24(7):528-536. doi:10.1016/j.jagp.2015.09.002
    1. Sieber FE, Mears S, Lee H, Gottschalk A. Postoperative opioid consumption and its relationship to cognitive function in older adults with hip fracture. J Am Geriatr Soc. 2011;59(12):2256-2262. doi:10.1111/j.1532-5415.2011.03729.x
    1. Siew ED, Fissell WH, Tripp CM, et al. . Acute kidney injury as a risk factor for delirium and coma during critical illness. Am J Respir Crit Care Med. 2017;195(12):1597-1607. doi:10.1164/rccm.201603-0476OC
    1. Singler K, Thiem U, Christ M, et al. . Aspects and assessment of delirium in old age: first data from a German interdisciplinary emergency department. Z Gerontol Geriatr. 2014;47(8):680-685. doi:10.1007/s00391-014-0615-z
    1. Slor CJ, de Jonghe JF, Vreeswijk R, et al. . Anesthesia and postoperative delirium in older adults undergoing hip surgery. J Am Geriatr Soc. 2011;59(7):1313-1319. doi:10.1111/j.1532-5415.2011.03452.x
    1. Slor CJ, Witlox J, Adamis D, et al. . The trajectory of C-reactive protein serum levels in older hip fracture patients with postoperative delirium. Int J Geriatr Psychiatry. 2019;34(10):1438-1446. doi:10.1002/gps.5139
    1. Smulter N, Lingehall HC, Gustafson Y, et al. . Disturbances in oxygen balance during cardiopulmonary bypass: a risk factor for postoperative delirium. J Cardiothorac Vasc Anesth. 2018;32(2):684-690. doi:10.1053/j.jvca.2017.08.035
    1. Soehle M, Dittmann A, Ellerkmann RK, Baumgarten G, Putensen C, Guenther U. Intraoperative burst suppression is associated with postoperative delirium following cardiac surgery: a prospective, observational study. BMC Anesthesiol. 2015;15(Apr):61. doi:10.1186/s12871-015-0051-7
    1. Soh S, Shim JK, Song JW, Choi N, Kwak YL. Preoperative transcranial Doppler and cerebral oximetry as predictors of delirium following valvular heart surgery: a case-control study. J Clin Monit Comput. 2020;34(4):715-723. doi:10.1007/s10877-019-00385-x
    1. Sosa FA, Roberti J, Franco MT, Kleinert MM, Patrón AR, Osatnik J. Assessment of delirium using the PRE-DELIRIC model in an intensive care unit in Argentina. Avaliação de delirium com uso do modelo PRE-DELIRIC em uma unidade de terapia intensiva na Argentina. Rev Bras Ter Intensiva. 2018;30(1):50-56. doi:10.5935/0103-507X.20180010
    1. Srinonprasert V, Pakdeewongse S, Assanasen J, et al. . Risk factors for developing delirium in older patients admitted to general medical wards. J Med Assoc Thai. 2011;94(suppl 1):S99-S104.
    1. Štubljar D, Štefin M, Tacar MP, Cerović O, Grosek Š. Prolonged hospitalization is a risk factor for delirium onset: one-day prevalence study in Slovenian intensive care units. Acta Clin Croat. 2019;58(2):265-273. doi:10.20471/acc.2019.58.02.09
    1. Styra R, Larsen E, Dimas MA, et al. . The effect of preoperative cognitive impairment and type of vascular surgery procedure on postoperative delirium with associated cost implications. J Vasc Surg. 2019;69(1):201-209. doi:10.1016/j.jvs.2018.05.001
    1. Susano MJ, Grasfield RH, Friese M, et al. . Brief preoperative screening for frailty and cognitive impairment predicts delirium after spine surgery. Anesthesiology. 2020;133(6):1184-1191. doi:10.1097/ALN.0000000000003523
    1. Taipale PG, Ratner PA, Galdas PM, et al. . The association between nurse-administered midazolam following cardiac surgery and incident delirium: an observational study. Int J Nurs Stud. 2012;49(9):1064-1073. doi:10.1016/j.ijnurstu.2012.03.008
    1. Tan MC, Felde A, Kuskowski M, et al. . Incidence and predictors of post-cardiotomy delirium. Am J Geriatr Psychiatry. 2008;16(7):575-583. doi:10.1097/JGP.0b013e318172b418
    1. Tao L, Xiaodong X, Qiang M, Jiao L, Xu Z. Prediction of postoperative delirium by comprehensive geriatric assessment among elderly patients with hip fracture. Ir J Med Sci. 2019;188(4):1311-1315. doi:10.1007/s11845-019-02011-w
    1. Thillainadesan J, Mudge AM, Aitken SJ, et al. . The prognostic performance of frailty for delirium and functional decline in vascular surgery patients. J Am Geriatr Soc. 2021;69(3):688-695. doi:10.1111/jgs.16907
    1. Thisayakorn P, Tangwongchai S, Tantavisut S, et al. . Immune, blood cell, and blood gas biomarkers of delirium in elderly individuals with hip fracture surgery. Dement Geriatr Cogn Disord. 2021;50(2):161-169. doi:10.1159/000517510
    1. Theologou S, Giakoumidakis K, Charitos C. Perioperative predictors of delirium and incidence factors in adult patients post cardiac surgery. Pragmat Obs Res. 2018;9:11-19. doi:10.2147/POR.S157909
    1. Tiwary N, Treggiari MM, Yanez ND, et al. . Agreement between the mini-cog in the preoperative clinic and on the day of surgery and association with postanesthesia care unit delirium: a cohort study of cognitive screening in older adults. Anesth Analg. 2021;132(4):1112-1119. doi:10.1213/ANE.0000000000005197
    1. Tong C, Huang C, Wu J, Xu M, Cao H. The prevalence and impact of undiagnosed mild cognitive impairment in elderly patients undergoing thoracic surgery: a prospective cohort study. J Cardiothorac Vasc Anesth. 2020;34(9):2413-2418. doi:10.1053/j.jvca.2020.03.011
    1. Tripp BA, Dillon ST, Yuan M, et al. . Targeted metabolomics analysis of postoperative delirium. Sci Rep. 2021;11(1):1521. doi:10.1038/s41598-020-80412-z
    1. Tsuruta R, Oda Y, Shintani A, et al. ; Japanese Epidemiology of Delirium in ICUs (JEDI) Study Investigators . Delirium and coma evaluated in mechanically ventilated patients in the intensive care unit in Japan: a multi-institutional prospective observational study. J Crit Care. 2014;29(3):472.e1-472.e5. doi:10.1016/j.jcrc.2014.01.021
    1. Tully PJ, Baker RA, Winefield HR, Turnbull DA. Depression, anxiety disorders and type D personality as risk factors for delirium after cardiac surgery. Aust N Z J Psychiatry. 2010;44(11):1005-1011.
    1. Uchida M, Okuyama T, Ito Y, et al. . Prevalence, course and factors associated with delirium in elderly patients with advanced cancer: a longitudinal observational study. Jpn J Clin Oncol. 2015;45(10):934-940. doi:10.1093/jjco/hyv100
    1. Uguz F, Kayrak M, Cíçek E, Kayhan F, Ari H, Altunbas G. Delirium following acute myocardial infarction: incidence, clinical profiles, and predictors. Perspect Psychiatr Care. 2010;46(2):135-142. doi:10.1111/j.1744-6163.2010.00249.x
    1. van der Mast RC, van den Broek WW, Fekkes D, Pepplinkhuizen L, Habbema JD. Is delirium after cardiac surgery related to plasma amino acids and physical condition? J Neuropsychiatry Clin Neurosci. 2000;12(1):57-63. doi:10.1176/jnp.12.1.57
    1. van der Wulp K, van Wely M, van Heijningen L, et al. . Delirium after transcatheter aortic valve implantation under general anesthesia: incidence, predictors, and relation to long-term survival. J Am Geriatr Soc. 2019;67(11):2325-2330. doi:10.1111/jgs.16087
    1. Van Grootven B, Detroyer E, Devriendt E, et al. . Is preoperative state anxiety a risk factor for postoperative delirium among elderly hip fracture patients? Geriatr Gerontol Int. 2016;16(8):948-955. doi:10.1111/ggi.12581
    1. van Munster BC, Korevaar JC, Zwinderman AH, Levi M, Wiersinga WJ, De Rooij SE. Time-course of cytokines during delirium in elderly patients with hip fractures. J Am Geriatr Soc. 2008;56(9):1704-1709. doi:10.1111/j.1532-5415.2008.01851.x
    1. van Munster BC, Korevaar JC, Korse CM, Bonfrer JM, Zwinderman AH, de Rooij SE. Serum S100B in elderly patients with and without delirium. Int J Geriatr Psychiatry. 2010;25(3):234-239. doi:10.1002/gps.2326
    1. van Munster BC, Yazdanpanah M, Tanck MW, et al. . Genetic polymorphisms in the DRD2, DRD3, and SLC6A3 gene in elderly patients with delirium. Am J Med Genet B Neuropsychiatr Genet. 2010;153B(1):38-45. doi:10.1002/ajmg.b.30943
    1. van Munster BC, Bisschop PH, Zwinderman AH, et al. . Cortisol, interleukins and S100B in delirium in the elderly. Brain Cogn. 2010;74(1):18-23. doi:10.1016/j.bandc.2010.05.010
    1. van Munster BC, Thomas C, Kreisel SH, et al. . Longitudinal assessment of serum anticholinergic activity in delirium of the elderly. J Psychiatr Res. 2012;46(10):1339-1345. doi:10.1016/j.jpsychires.2012.06.015
    1. Vasunilashorn SM, Dillon ST, Inouye SK, et al. . High C-reactive protein predicts delirium incidence, duration, and feature severity after major noncardiac surgery. J Am Geriatr Soc. 2017;65(8):e109-e116. doi:10.1111/jgs.14913
    1. Vasunilashorn SM, Ngo LH, Jones RN, et al. . The Association between C-reactive protein and postoperative delirium differs by catechol-o-methyltransferase genotype. Am J Geriatr Psychiatry. 2019;27(1):1-8. doi:10.1016/j.jagp.2018.09.007
    1. Vaurio LE, Sands LP, Wang Y, Mullen EA, Leung JM. Postoperative delirium: the importance of pain and pain management. Anesth Analg. 2006;102(4):1267-1273. doi:10.1213/
    1. Veliz-Reissmüller G, Agüero Torres H, van der Linden J, Lindblom D, Eriksdotter Jönhagen M. Pre-operative mild cognitive dysfunction predicts risk for post-operative delirium after elective cardiac surgery. Aging Clin Exp Res. 2007;19(3):172-177. doi:10.1007/BF03324686
    1. Verloo H, Goulet C, Morin D, von Gunten A. Association between frailty and delirium in older adult patients discharged from hospital. Clin Interv Aging. 2016;11:55-63. doi:10.2147/CIA.S100576
    1. Villalpando-Berumen JM, Pineda-Colorado AM, Palacios P, Reyes-Guerrero J, Villa AR, Gutiérrez-Robledo LM. Incidence of delirium, risk factors, and long-term survival of elderly patients hospitalized in a medical specialty teaching hospital in Mexico City. Int Psychogeriatr. 2003;15(4):325-336. doi:10.1017/S104161020300958X
    1. Vondeling AM, Knol W, Egberts TCG, Slooter AJC. Anticholinergic drug exposure at intensive care unit admission affects the occurrence of delirium: a prospective cohort study. Eur J Intern Med. 2020;78:121-126. doi:10.1016/j.ejim.2020.04.062
    1. Wada S, Inoguchi H, Sadahiro R, et al. . Preoperative anxiety as a predictor of delirium in cancer patients: a prospective observational cohort study. World J Surg. 2019;43(1):134-142. doi:10.1007/s00268-018-4761-0
    1. Wan T, Wei P, Yao Y, Liu H, Li J. Association of carotid plaque and serum lipoprotein-associated phospholipase A2 (LP-PLA2) with postoperative delirium in geriatric patients undergoing hip replacement: a prospective cohort study. Med Sci Monit. 2020;26:e927763. doi:10.12659/MSM.927763
    1. Wang J, Ji Y, Wang N, et al. . Risk factors for the incidence of delirium in cerebrovascular patients in a neurosurgery intensive care unit: a prospective study. J Clin Nurs. 2018;27(1-2):407-415. doi:10.1111/jocn.13943
    1. Wang CM, Huang HW, Wang YM, et al. . Incidence and risk factors of postoperative delirium in patients admitted to the ICU after elective intracranial surgery: a prospective cohort study. Eur J Anaesthesiol. 2020;37(1):14-24. doi:10.1097/EJA.0000000000001074
    1. Wang J, Ji Y, Wang N, et al. . Establishment and validation of a delirium prediction model for neurosurgery patients in intensive care. Int J Nurs Pract. 2020;26(4):e12818. doi:10.1111/ijn.12818
    1. Wang G, Zhang L, Qi Y, et al. . Development and validation of a postoperative delirium prediction model for elderly orthopedic patients in the intensive care unit. J Healthc Eng. 2021;2021:9959077. doi:10.1155/2021/9959077
    1. Wang ML, Min J, Sands LP, Leung JM; Perioperative Medicine Research Group . Midazolam premedication immediately before surgery is not associated with early postoperative delirium. Anesth Analg. 2021;133(3):765-771. doi:10.1213/ANE.0000000000005482
    1. Watne LO, Hall RJ, Molden E, et al. . Anticholinergic activity in cerebrospinal fluid and serum in individuals with hip fracture with and without delirium. J Am Geriatr Soc. 2014;62(1):94-102. doi:10.1111/jgs.12612
    1. Watne LO, Idland AV, Fekkes D, et al. . Increased CSF levels of aromatic amino acids in hip fracture patients with delirium suggests higher monoaminergic activity. BMC Geriatr. 2016;16:149. doi:10.1186/s12877-016-0324-0
    1. Wesselink EM, Kappen TH, van Klei WA, Dieleman JM, van Dijk D, Slooter AJC. Intraoperative hypotension and delirium after on-pump cardiac surgery. Br J Anaesth. 2015;115(3):427-433. doi:10.1093/bja/aev256
    1. Wilson K, Broadhurst C, Diver M, Jackson M, Mottram P. Plasma insulin growth factor-1 and incident delirium in older people. Int J Geriatr Psychiatry. 2005;20(2):154-159. doi:10.1002/gps.1265
    1. Witlox J, Kalisvaart KJ, de Jonghe JF, et al. . Cerebrospinal fluid β-amyloid and tau are not associated with risk of delirium: a prospective cohort study in older adults with hip fracture. J Am Geriatr Soc. 2011;59(7):1260-1267. doi:10.1111/j.1532-5415.2011.03482.x
    1. Witlox J, Adamis D, Koenderman L, et al. . Preoperative cerebrospinal fluid cortisol and the risk of postoperative delirium: a prospective study of older hip fracture patients. Dement Geriatr Cogn Disord. 2020;49(6):604-610. doi:10.1159/000512984
    1. Wood MD, Maslove DM, Muscedere JG, Day AG, Gordon Boyd J; Cerebral Oxygenation and Neurological Outcomes Following Critical Illness (CONFOCAL) Research Group; Canadian Critical Care Trials Group . Low brain tissue oxygenation contributes to the development of delirium in critically ill patients: a prospective observational study. J Crit Care. 2017;41:289-295. doi:10.1016/j.jcrc.2017.06.009
    1. Wu J, Gao S, Zhang S, et al. . Perioperative risk factors for recovery room delirium after elective non-cardiovascular surgery under general anaesthesia. Perioper Med (Lond). 2021;10(1):3. doi:10.1186/s13741-020-00174-0
    1. Xie Z, Swain CA, Ward SA, et al. . Preoperative cerebrospinal fluid β-amyloid/tau ratio and postoperative delirium. Ann Clin Transl Neurol. 2014;1(5):319-328. doi:10.1002/acn3.58
    1. Xing J, Yuan Z, Jie Y, Liu Y, Wang M, Sun Y. Risk factors for delirium: are therapeutic interventions part of it? Neuropsychiatr Dis Treat. 2019;15:1321-1327. doi:10.2147/NDT.S192836
    1. Xu W, Ma H, Li W, Zhang C. The risk factors of postoperative delirium in patients with hip fracture: implication for clinical management. BMC Musculoskelet Disord. 2021;22(1):254. doi:10.1186/s12891-021-04091-1
    1. Yam KK, Shea YF, Chan TC, et al. . Prevalence and risk factors of delirium and subsyndromal delirium in Chinese older adults. Geriatr Gerontol Int. 2018;18(12):1625-1628. doi:10.1111/ggi.13545
    1. Yoshimura Y, Kubo S, Shirata K, et al. . Risk factors for postoperative delirium after liver resection for hepatocellular carcinoma. World J Surg. 2004;28(10):982-986. doi:10.1007/s00268-004-7344-1
    1. Yuan Y, Li Z, Yang N, et al. . Exosome α-synuclein release in plasma may be associated with postoperative delirium in hip fracture patients. Front Aging Neurosci. 2020;12:67. doi:10.3389/fnagi.2020.00067
    1. Zaal IJ, Spruyt CF, Peelen LM, et al. . Intensive care unit environment may affect the course of delirium. Intensive Care Med. 2013;39(3):481-488. doi:10.1007/s00134-012-2726-6
    1. Zhang DF, Su X, Meng ZT, et al. . Preoperative severe hypoalbuminemia is associated with an increased risk of postoperative delirium in elderly patients: results of a secondary analysis. J Crit Care. 2018;44:45-50. doi:10.1016/j.jcrc.2017.09.182
    1. Zhang Y, He ST, Nie B, Li XY, Wang DX. Emergence delirium is associated with increased postoperative delirium in elderly: a prospective observational study. J Anesth. 2020;34(5):675-687. doi:10.1007/s00540-020-02805-8
    1. Zhang F, He ST, Zhang Y, Mu DL, Wang DX. Malnutrition is not related with emergence delirium in older patients after noncardiac surgery. BMC Geriatr. 2021;21(1):319. doi:10.1186/s12877-021-02270-2
    1. Zhang R, Bai L, Han X, Huang S, Zhou L, Duan J. Incidence, characteristics, and outcomes of delirium in patients with noninvasive ventilation: a prospective observational study. BMC Pulm Med. 2021;21(1):157. doi:10.1186/s12890-021-01517-3
    1. Zhao Y, Xia X, Xie D, et al. . Geriatric Nutritional Risk Index can predict postoperative delirium and hospital length of stay in elderly patients undergoing non-cardiac surgery. Geriatr Gerontol Int. 2020;20(8):759-764. doi:10.1111/ggi.13963
    1. Zhao Y, Yue J, Lei P, et al. . Neutrophil-lymphocyte ratio as a predictor of delirium in older internal medicine patients: a prospective cohort study. BMC Geriatr. 2021;21(1):334. doi:10.1186/s12877-021-02284-w
    1. Zipprich HM, Arends MC, Schumacher U, et al. . Outcome of older patients with acute neuropsychological symptoms not fulfilling criteria of delirium. J Am Geriatr Soc. 2020;68(7):1469-1475. doi:10.1111/jgs.16422
    1. Zrour C, Haddad R, Zoghbi M, Kharsa Z, Hijazi M, Naja W. Prospective, multi-centric benchmark study assessing delirium: prevalence, incidence and its correlates in hospitalized elderly Lebanese patients. Aging Clin Exp Res. 2020;32(4):689-697. doi:10.1007/s40520-019-01242-2
    1. Ryan DJ, O’Regan NA, Caoimh RO, et al. . Delirium in an adult acute hospital population: predictors, prevalence and detection. BMJ Open. 2013;3(1):e001772. doi:10.1136/bmjopen-2012-001772
    1. Inouye SK. Prevention of delirium in hospitalized older patients: risk factors and targeted intervention strategies. Ann Med. 2000;32(4):257-263. doi:10.3109/07853890009011770
    1. Lahariya S, Grover S, Bagga S, Sharma A. Delirium in patients admitted to a cardiac intensive care unit with cardiac emergencies in a developing country: incidence, prevalence, risk factor and outcome. Gen Hosp Psychiatry. 2014;36(2):156-164. doi:10.1016/j.genhosppsych.2013.10.010
    1. FitzGerald JM. Delirium clinical motor subtypes: a narrative review of the literature and insights from neurobiology. Aging Ment Health. 2018;22(4):431-443. doi:10.1080/13607863.2017.1310802
    1. Boettger S, Breitbart W. Phenomenology of the subtypes of delirium: phenomenological differences between hyperactive and hypoactive delirium. Palliat Support Care. 2011;9(2):129-135. doi:10.1017/S1478951510000672
    1. Liptzin B, Levkoff SE. An empirical study of delirium subtypes. Br J Psychiatry. 1992;161:843-845. doi:10.1192/bjp.161.6.843
    1. Stagno D, Gibson C, Breitbart W. The delirium subtypes: a review of prevalence, phenomenology, pathophysiology, and treatment response. Palliat Support Care. 2004;2(2):171-179. doi:10.1017/S1478951504040234
    1. American Psychiatric Association . Diagnostic and Statistical Manual of Mental Disorders. 5th ed. American Psychiatric Association; 2013.
    1. Grover S, Ghosh A, Sarkar S, Desouza A, Yaddanapudi LN, Basu D. Delirium in intensive care unit: phenomenology, subtypes, and factor structure of symptoms. Indian J Psychol Med. 2018;40(2):169-177. doi:10.4103/IJPSYM.IJPSYM_274_17
    1. Mattoo SK, Grover S, Chakravarty K, Trzepacz PT, Meagher DJ, Gupta N. Symptom profile and etiology of delirium in a referral population in northern india: factor analysis of the DRS-R98. J Neuropsychiatry Clin Neurosci. 2012;24(1):95-101. doi:10.1176/appi.neuropsych.11010009
    1. Leonard M, Donnelly S, Conroy M, Trzepacz P, Meagher DJ. Phenomenological and neuropsychological profile across motor variants of delirium in a palliative-care unit. J Neuropsychiatry Clin Neurosci. 2011;23(2):180-188. doi:10.1176/jnp.23.2.jnp180
    1. Leentjens AF, Schieveld JN, Leonard M, Lousberg R, Verhey FR, Meagher DJ. A comparison of the phenomenology of pediatric, adult, and geriatric delirium. J Psychosom Res. 2008;64(2):219-223. doi:10.1016/j.jpsychores.2007.11.003
    1. Krewulak KD, Stelfox HT, Leigh JP, Ely EW, Fiest KM. Incidence and prevalence of delirium subtypes in an adult ICU: a systematic review and meta-analysis. Crit Care Med. 2018;46(12):2029-2035. doi:10.1097/CCM.0000000000003402
    1. O’Keeffe ST, Lavan JN. Clinical significance of delirium subtypes in older people. Age Ageing. 1999;28(2):115-119. doi:10.1093/ageing/28.2.115
    1. Gual N, Inzitari M, Carrizo G, et al. . Delirium subtypes and associated characteristics in older patients with exacerbation of chronic conditions. Am J Geriatr Psychiatry. 2018;26(12):1204-1212. doi:10.1016/j.jagp.2018.07.003
    1. Leonard M, Adamis D, Saunders J, Trzepacz P, Meagher D. A longitudinal study of delirium phenomenology indicates widespread neural dysfunction. Palliat Support Care. 2015;13(2):187-196. doi:10.1017/S147895151300093X
    1. Shafi MM, Santarnecchi E, Fong TG, et al. . Advancing the neurophysiological understanding of delirium. J Am Geriatr Soc. 2017;65(6):1114-1118. doi:10.1111/jgs.14748
    1. Maldonado JR. Acute brain failure: pathophysiology, diagnosis, management, and sequelae of delirium. Crit Care Clin. 2017;33(3):461-519. doi:10.1016/j.ccc.2017.03.013
    1. Khan BA, Zawahiri M, Campbell NL, Boustani MA. Biomarkers for delirium—a review. J Am Geriatr Soc. 2011;59(0 2)(suppl 2):S256-S261. doi:10.1111/j.1532-5415.2011.03702.x
    1. Jalleh R, Koh K, Choi B, Liu E, Maddison J, Hutchinson MR. Role of microglia and toll-like receptor 4 in the pathophysiology of delirium. Med Hypotheses. 2012;79(6):735-739. doi:10.1016/j.mehy.2012.08.013
    1. Hshieh TT, Yue J, Oh E, et al. . Effectiveness of multicomponent nonpharmacological delirium interventions: a meta-analysis. JAMA Intern Med. 2015;175(4):512-520. doi:10.1001/jamainternmed.2014.7779
    1. LaHue SC, Maselli J, Rogers S, et al. . Outcomes following implementation of a hospital-wide, multicomponent delirium care pathway. J Hosp Med. 2021;16(7):397-403. doi:10.12788/jhm.3604

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