Desa UN (2019) United Nations Department of Economic and Social Affairs. Population Division World Population Prospects
Kalseth J, Halvorsen T (2020) Health and care service utilisation and cost over the life-span: a descriptive analysis of population data. BMC Health Serv Res 20:435
PubMed
PubMed Central
Article
Google Scholar
Bressler HB, Keyes WJ, Rochon PA, Badley E (1999) The prevalence of low back pain in the elderly: a systematic review of the literature. Spine 24:1813
CAS
PubMed
Article
Google Scholar
Rudy TE, Weiner DK, Lieber SJ et al (2007) The impact of chronic low back pain on older adults: a comparative study of patients and controls. Pain 131:293–301
PubMed
PubMed Central
Article
Google Scholar
Dieleman JL, Baral R, Birger M et al (2016) US spending on personal health care and public health, 1996–2013. JAMA 316:2627–2646
PubMed
PubMed Central
Article
Google Scholar
Epstein NE (2011) Spine surgery in geriatric patients: sometimes unnecessary, too much, or too little. Surg Neurol Int 2:188
PubMed
PubMed Central
Article
Google Scholar
Wong AY, Karppinen J, Samartzis D (2017) Low back pain in older adults: risk factors, management options and future directions. Scoliosis Spinal Disord 12:14
PubMed
PubMed Central
Article
Google Scholar
Verla T, Adogwa O, Toche U et al (2016) Impact of increasing age on outcomes of spinal fusion in adult idiopathic scoliosis. World Neurosurg 87:591–597
PubMed
Article
Google Scholar
Polanczyk CA, Marcantonio E, Goldman L et al (2001) Impact of age on perioperative complications and length of stay in patients undergoing noncardiac surgery. Ann Intern Med 134:637–643
CAS
PubMed
Article
Google Scholar
Reid PC, Morr S, Kaiser MG (2019) State of the union: a review of lumbar fusion indications and techniques for degenerative spine disease: JNSPG 75th anniversary invited review article. J Neurosurg Spine 31:1–14
PubMed
Article
Google Scholar
Cloyd JM, Acosta FL, Ames CP (2008) Complications and outcomes of lumbar spine surgery in elderly people: a review of the literature. J Am Geriatr Soc 56:1318–1327
PubMed
Article
Google Scholar
Raffo CS, Lauerman WC (2006) Predicting morbidity and mortality of lumbar spine arthrodesis in patients in their ninth decade. Spine 31:99–103
PubMed
Article
Google Scholar
Shahrestani S, Ton A, Chen XT et al (2021) The influence of frailty on postoperative complications in geriatric patients receiving single-level lumbar fusion surgery. Eur Spine J. https://doi.org/10.1007/s00586-021-06960-8
Article
PubMed
Google Scholar
Sun W, Lu S, Kong C et al (2020) Frailty and post-operative outcomes in the older patients undergoing elective posterior thoracolumbar fusion surgery. Clin Interv Aging 15:1141–1150
PubMed
PubMed Central
Article
Google Scholar
The Johns Hopkins Adjusted Clinical Groups Technical Reference Guide (2009), version 9.0. Johns Hopkins University, Baltimore, MD
De la Garza RR, Goodwin CR, Jain A et al (2016) Development of a metastatic spinal tumor frailty index (MSTFI) using a nationwide database and its association with inpatient morbidity, mortality, and length of stay after spine surgery. World Neurosurg 95:548-555.e4
Article
Google Scholar
Bakhsheshian J, Shahrestani S, Buser Z et al (2021) The performance of frailty in predictive modeling of short-term outcomes in the surgical management of metastatic tumors to the spine. Spine J. https://doi.org/10.1016/j.spinee.2021.11.015
Article
PubMed
Google Scholar
Hannah TC, Neifert SN, Caridi JM et al (2020) Utility of the hospital frailty risk score for predicting adverse outcomes in degenerative spine surgery cohorts. Neurosurgery 87:1223–1230
PubMed
Article
Google Scholar
Sirven N, Rapp T (2017) The cost of frailty in France. Eur J Health Econ 18:243–253
PubMed
Article
Google Scholar
Gobbens RJJ, van Assen MALM, Luijkx KG, Schols JMGA (2012) The predictive validity of the Tilburg Frailty Indicator: disability, health care utilization, and quality of life in a population at risk. Gerontologist 52:619–631
PubMed
Article
Google Scholar
García-Nogueras I, Aranda-Reneo I, Peña-Longobardo LM et al (2017) Use of health resources and healthcare costs associated with frailty: the FRADEA study. J Nutr Health Aging 21:207–214
PubMed
Article
Google Scholar
Kim DH, Glynn RJ, Avorn J et al (2019) Validation of a claims-based frailty index against physical performance and adverse health outcomes in the health and retirement study. J Gerontol A Biol Sci Med Sci 74:1271–1276
PubMed
Article
Google Scholar
Goldfarb M, Bendayan M, Rudski LG et al (2017) Cost of cardiac surgery in frail compared with nonfrail older adults. Can J Cardiol 33:1020–1026
PubMed
Article
Google Scholar
De Giorgi S, De Giorgi G, Borracci C et al (2014) Adult scoliosis: age-related deformity and surgery. Eur Spine J 23(Suppl 6):597–603
PubMed
Article
Google Scholar
Kobayashi K, Imagama S, Ando K et al (2017) Complications associated with spine surgery in patients aged 80 years or older: Japan association of spine surgeons with ambition (JASA) multicenter study. Global Spine J 7:636–641
PubMed
PubMed Central
Article
Google Scholar
Mitnitski A, Collerton J, Martin-Ruiz C et al (2015) Age-related frailty and its association with biological markers of ageing. BMC Med 13:161
PubMed
PubMed Central
Article
CAS
Google Scholar
Oskutis MQ, Lauerman MH, Kufera JA et al (2016) Are frailty markers associated with serious thoracic and spinal injuries among motor vehicle crash occupants? J Trauma Acute Care Surg 81:156–161
PubMed
Article
Google Scholar
Joseph B, Pandit V, Zangbar B et al (2014) Superiority of frailty over age in predicting outcomes among geriatric trauma patients: a prospective analysis. JAMA Surg 149:766–772
PubMed
Article
Google Scholar
Bourassa-Moreau É, Versteeg A, Moskven E et al (2020) Sarcopenia, but not frailty, predicts early mortality and adverse events after emergent surgery for metastatic disease of the spine. Spine J 20:22–31
PubMed
Article
Google Scholar
Makary MA, Segev DL, Pronovost PJ et al (2010) Frailty as a predictor of surgical outcomes in older patients. J Am Coll Surg 210:901–908
PubMed
Article
Google Scholar
Farhat JS, Velanovich V, Falvo AJ et al (2012) Are the frail destined to fail? Frailty index as predictor of surgical morbidity and mortality in the elderly. J Trauma Acute Care Surg 72:1526–1530
PubMed
Article
Google Scholar
Robinson TN, Wu DS, Stiegmann GV, Moss M (2011) Frailty predicts increased hospital and six-month healthcare cost following colorectal surgery in older adults. Am J Surg 202:511–514
PubMed
PubMed Central
Article
Google Scholar
Charest-Morin R, Street J, Zhang H et al (2018) Frailty and sarcopenia do not predict adverse events in an elderly population undergoing non-complex primary elective surgery for degenerative conditions of the lumbar spine. Spine J 18:245–254
PubMed
Article
Google Scholar
Carreon LY, Puno RM, Dimar JR 2nd et al (2003) Perioperative complications of posterior lumbar decompression and arthrodesis in older adults. J Bone Joint Surg Am 85:2089–2092
PubMed
Article
Google Scholar
Silvers HR, Lewis PJ, Asch HL, Clabeaux D (1997) Lumbar microdiscectomy in the elderly patient. Br J Neurosurg 11:16–24
CAS
PubMed
Article
Google Scholar
Miller EK, Ailon T, Neuman BJ et al (2018) Assessment of a novel adult cervical deformity frailty index as a component of preoperative risk stratification. World Neurosurg 109:e800–e806
PubMed
Article
Google Scholar
Zileli M, Dursun E (2020) How to improve outcomes of spine surgery in geriatric patients. World Neurosurg 140:519–526
PubMed
Article
Google Scholar
Stenvers E, Mars RC, Zuurmond RG (2019) Frail patients benefit from less invasive procedures. Geriatr Orthop Surg Rehabil 10:2151459319885283
PubMed
PubMed Central
Article
Google Scholar
Haque RM, Mundis GM Jr, Ahmed Y et al (2014) Comparison of radiographic results after minimally invasive, hybrid, and open surgery for adult spinal deformity: a multicenter study of 184 patients. Neurosurg Focus 36:E13
PubMed
Article
Google Scholar
Shabat S, Arinzon Z, Folman Y et al (2008) Long-term outcome of decompressive surgery for lumbar spinal stenosis in octogenarians. Eur Spine J 17:193–198
PubMed
Article
Google Scholar
Chen C-L, Chen C-M, Wang C-Y et al (2019) Frailty is associated with an increased risk of major adverse outcomes in elderly patients following surgical treatment of hip fracture. Sci Rep 9:19135
CAS
PubMed
PubMed Central
Article
Google Scholar
Ko FC (2019) Preoperative frailty evaluation: a promising risk-stratification tool in older adults undergoing general surgery. Clin Ther 41:387–399
PubMed
PubMed Central
Article
Google Scholar
Kweh B, Lee H, Tan T, et al (2020) Spinal surgery in patients aged 80 years and older: risk stratification using the modified frailty index. Global Spine J 2192568220914877
Lieberman R, Abrams C, Weiner J (2003) Development and evaluation of the Johns Hopkins University risk adjustment models for Medicare+ Choice plan payment. Johns Hopkins University, Baltimore
Google Scholar
Sternberg SA, Bentur N, Abrams C et al (2012) Identifying frail older people using predictive modeling. Am J Manag Care 18:e392–e397
PubMed
Google Scholar
Shahrestani S, Bakhsheshian J, Solaru S et al (2021) Inclusion of frailty improves predictive modeling for postoperative outcomes in surgical management of primary and secondary lumbar spine tumors. World Neurosurg 153:e454–e463
PubMed
Article
Google Scholar
McIsaac DI, Bryson GL, van Walraven C (2016) Association of frailty and 1-year postoperative mortality following major elective noncardiac surgery: a population-based cohort study. JAMA Surg 151:538–545
PubMed
Article
Google Scholar