Skip to main content
Top
Published in: BMC Health Services Research 1/2012

Open Access 01-12-2012 | Research article

Is patient-grouping on basis of condition on admission indicative for discharge destination in geriatric stroke patients after rehabilitation in skilled nursing facilities? The results of a cluster analysis

Authors: Bianca I Buijck, Sytse U Zuidema, Monica Spruit-van Eijk, Hans Bor, Debby L Gerritsen, Raymond TCM Koopmans

Published in: BMC Health Services Research | Issue 1/2012

Login to get access

Abstract

Background

Geriatric stroke patients are generally frail, have an advanced age and co-morbidity. It is yet unclear whether specific groups of patients might benefit differently from structured multidisciplinary rehabilitation programs. Therefore, the aims of our study are 1) to determine relevant patient characteristics to distinguish groups of patients based on their admission scores in skilled nursing facilities (SNFs), and (2) to study the course of these particular patient-groups in relation to their discharge destination.

Methods

This is a longitudinal, multicenter, observational study. We collected data on patient characteristics, balance, walking ability, arm function, co-morbidity, activities of daily living (ADL), neuropsychiatric symptoms, and depressive complaints of 127 geriatric stroke patients admitted to skilled nursing facilities with specific units for geriatric rehabilitation after stroke.

Results

Cluster analyses revealed two groups: cluster 1 included patients in poor condition upon admission (n = 52), and cluster 2 included patients in fair/good condition upon admission (n = 75). Patients in both groups improved in balance, walking abilities, and arm function. Patients in cluster 1 also improved in ADL. Depressive complaints decreased significantly in patients in cluster 1 who were discharged to an independent- or assisted-living situation. Compared to 80% of the patients in cluster 2, a lower proportion (46%) of the patients in cluster 1 were discharged to an independent- or assisted-living situation.

Conclusion

Stroke patients referred for rehabilitation to SNFs could be clustered on the basis of their condition upon admission. Although patients in poor condition on admission were more likely to be referred to a facility for long-term care, this was certainly not the case in all patients. Almost half of them could be discharged to an independent or assisted living situation, which implied that also in patients in poor condition on admission, discharge to an independent or assisted living situation was an attainable goal. It is important to put substantial effort into the rehabilitation of patients in poor condition at admission.
Literature
1.
go back to reference Mackay J, Mensah GA: The atlas of heart disease and stroke. 2004, Geneva: WHO Mackay J, Mensah GA: The atlas of heart disease and stroke. 2004, Geneva: WHO
2.
go back to reference Struijs JN, van Genugten ML, Evers SM, Ament AJ, Baan CA, van den Bos GA: Modeling the future burden of stroke in The Netherlands: impact of aging, smoking, and hypertension. Stroke. 2005, 36: 1648-1655. 10.1161/01.STR.0000173221.37568.d2.CrossRefPubMed Struijs JN, van Genugten ML, Evers SM, Ament AJ, Baan CA, van den Bos GA: Modeling the future burden of stroke in The Netherlands: impact of aging, smoking, and hypertension. Stroke. 2005, 36: 1648-1655. 10.1161/01.STR.0000173221.37568.d2.CrossRefPubMed
3.
go back to reference Vaartjes I, Reitsma JB, Berger-van Sijl M, Bots ML: Gender differences in mortality after hospital admission for stroke. Cerebrovasc Dis. 2009, 28: 564-571. 10.1159/000247600.CrossRefPubMed Vaartjes I, Reitsma JB, Berger-van Sijl M, Bots ML: Gender differences in mortality after hospital admission for stroke. Cerebrovasc Dis. 2009, 28: 564-571. 10.1159/000247600.CrossRefPubMed
4.
go back to reference van Heugten C, Benjaminsen S: Samenwerking in de CVA zorgketen: een uniek duo onderzocht. Tijdschrift voor Verpleeghuisgeneeskunde. 2005, 30 (4): 5-7. Published in DutchCrossRef van Heugten C, Benjaminsen S: Samenwerking in de CVA zorgketen: een uniek duo onderzocht. Tijdschrift voor Verpleeghuisgeneeskunde. 2005, 30 (4): 5-7. Published in DutchCrossRef
5.
go back to reference Koopmans RT, Lavrijsen JC, Hoek JF, Went PB, Schols JM: Dutch elderly care physician: a new generation of nursing home physician specialists. J Am Geriatr Soc. 2010, 58: 1807-1809. 10.1111/j.1532-5415.2010.03043.x.CrossRefPubMed Koopmans RT, Lavrijsen JC, Hoek JF, Went PB, Schols JM: Dutch elderly care physician: a new generation of nursing home physician specialists. J Am Geriatr Soc. 2010, 58: 1807-1809. 10.1111/j.1532-5415.2010.03043.x.CrossRefPubMed
7.
go back to reference Ottenbacher KJ, Jannell S: The results of clinical trials in stroke rehabilitation research. Arch Neurol. 1993, 50 (1): 37-44. 10.1001/archneur.1993.00540010033014.CrossRefPubMed Ottenbacher KJ, Jannell S: The results of clinical trials in stroke rehabilitation research. Arch Neurol. 1993, 50 (1): 37-44. 10.1001/archneur.1993.00540010033014.CrossRefPubMed
8.
go back to reference Agarwal V, McRae MP, Bhardwaj A, Teasell RW: A model to aid in the prediction of discharge location for stroke rehabilitation patients. Arch Phys Med Rehabil. 2003, 84: 1703-1709. 10.1053/S0003-9993(03)00362-9.CrossRefPubMed Agarwal V, McRae MP, Bhardwaj A, Teasell RW: A model to aid in the prediction of discharge location for stroke rehabilitation patients. Arch Phys Med Rehabil. 2003, 84: 1703-1709. 10.1053/S0003-9993(03)00362-9.CrossRefPubMed
9.
go back to reference Denti L, Agosti M, Franceschini M: Outcome predictors of rehabilitation for first stroke in the elderly. Eur J Phys Rehabil Med. 2008, 44: 3-11.PubMed Denti L, Agosti M, Franceschini M: Outcome predictors of rehabilitation for first stroke in the elderly. Eur J Phys Rehabil Med. 2008, 44: 3-11.PubMed
10.
go back to reference Paolucci S, Antonucci G, Pratesi L, Traballesi M, Lubich S, Grasso MG: Functional outcome in stroke inpatient rehabilitation: predicting no, low and high response patients. Cerebrovasc Dis. 1998, 8: 228-234. 10.1159/000015856.CrossRefPubMed Paolucci S, Antonucci G, Pratesi L, Traballesi M, Lubich S, Grasso MG: Functional outcome in stroke inpatient rehabilitation: predicting no, low and high response patients. Cerebrovasc Dis. 1998, 8: 228-234. 10.1159/000015856.CrossRefPubMed
11.
go back to reference Smith PM, Ottenbacher KJ, Cranley M, Dittmar SS, Illig SB, Granger CV: Predicting follow-up living setting in patients with stroke. Arch Phys Med Rehabil. 2002, 83: 764-770. 10.1053/apmr.2002.32736.CrossRefPubMed Smith PM, Ottenbacher KJ, Cranley M, Dittmar SS, Illig SB, Granger CV: Predicting follow-up living setting in patients with stroke. Arch Phys Med Rehabil. 2002, 83: 764-770. 10.1053/apmr.2002.32736.CrossRefPubMed
12.
go back to reference Hoek JF, Ribbe MW, Hertogh CM, van der Vleuten CP: The role of the specialist physician in nursing homes: the Netherlands’ experience. Int J Geriatr Psychiatry. 2003, 18: 244-249. 10.1002/gps.816.CrossRefPubMed Hoek JF, Ribbe MW, Hertogh CM, van der Vleuten CP: The role of the specialist physician in nursing homes: the Netherlands’ experience. Int J Geriatr Psychiatry. 2003, 18: 244-249. 10.1002/gps.816.CrossRefPubMed
13.
go back to reference Bernhardt J, Chitravas N, Meslo IL, Thrift AG, Indredavik B: Not all stroke units are the same: a comparison of physical activity patterns in Melbourne, Australia, and Trondheim, Norway. Stroke. 2008, 39: 2059-2065. 10.1161/STROKEAHA.107.507160.CrossRefPubMed Bernhardt J, Chitravas N, Meslo IL, Thrift AG, Indredavik B: Not all stroke units are the same: a comparison of physical activity patterns in Melbourne, Australia, and Trondheim, Norway. Stroke. 2008, 39: 2059-2065. 10.1161/STROKEAHA.107.507160.CrossRefPubMed
14.
go back to reference Kwakkel G: Impact of intensity of practice after stroke: issues for consideration. Disabil Rehabil. 2006, 28: 823-830. 10.1080/09638280500534861.CrossRefPubMed Kwakkel G: Impact of intensity of practice after stroke: issues for consideration. Disabil Rehabil. 2006, 28: 823-830. 10.1080/09638280500534861.CrossRefPubMed
15.
go back to reference Buijck BI, Zuidema SU, Spruit-van Eijk M, Geurts AC, Koopmans RT: Neuropsychiatric symptoms in geriatric patients admitted to skilled nursing facilities in nursing homes for rehabilitation after stroke: a longitudinal multicenter study. Int J Geriatr Psychiatry. 2012, 27: 734-741. 10.1002/gps.2781.CrossRefPubMed Buijck BI, Zuidema SU, Spruit-van Eijk M, Geurts AC, Koopmans RT: Neuropsychiatric symptoms in geriatric patients admitted to skilled nursing facilities in nursing homes for rehabilitation after stroke: a longitudinal multicenter study. Int J Geriatr Psychiatry. 2012, 27: 734-741. 10.1002/gps.2781.CrossRefPubMed
16.
go back to reference Spruit-van Eijk M, Buijck BI, Zuidema SU, Voncken FL, geurts AC, Koopmans RT: Geriatric rehabilitation of stroke patients in nursing homes: a study protocol. BMC Geriatr. 2010, 10: 15-10.1186/1471-2318-10-15.CrossRefPubMedPubMedCentral Spruit-van Eijk M, Buijck BI, Zuidema SU, Voncken FL, geurts AC, Koopmans RT: Geriatric rehabilitation of stroke patients in nursing homes: a study protocol. BMC Geriatr. 2010, 10: 15-10.1186/1471-2318-10-15.CrossRefPubMedPubMedCentral
17.
go back to reference Charlson ME, Pompei P, Ales KL, MacKenzie CR: A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987, 40: 373-383. 10.1016/0021-9681(87)90171-8.CrossRefPubMed Charlson ME, Pompei P, Ales KL, MacKenzie CR: A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987, 40: 373-383. 10.1016/0021-9681(87)90171-8.CrossRefPubMed
18.
go back to reference Goldstein LB, Samsa GP, Matchar DB, Horner RD: Charlson Index comorbidity adjustment for ischemic stroke outcome studies. Stroke. 2004, 35: 1941-1945. 10.1161/01.STR.0000135225.80898.1c.CrossRefPubMed Goldstein LB, Samsa GP, Matchar DB, Horner RD: Charlson Index comorbidity adjustment for ischemic stroke outcome studies. Stroke. 2004, 35: 1941-1945. 10.1161/01.STR.0000135225.80898.1c.CrossRefPubMed
19.
go back to reference Collin C, Wade DT, Davies S, Horne V: The Barthel ADL Index: a reliability study. Int Disabil Stud. 1988, 10: 61-63. 10.3109/09638288809164103.CrossRefPubMed Collin C, Wade DT, Davies S, Horne V: The Barthel ADL Index: a reliability study. Int Disabil Stud. 1988, 10: 61-63. 10.3109/09638288809164103.CrossRefPubMed
20.
go back to reference Wade DT, Hewer RL: Functional abilities after stroke: measurement, natural history and prognosis. J Neurol Neurosurg Psychiatry. 1987, 50: 177-182. 10.1136/jnnp.50.2.177.CrossRefPubMedPubMedCentral Wade DT, Hewer RL: Functional abilities after stroke: measurement, natural history and prognosis. J Neurol Neurosurg Psychiatry. 1987, 50: 177-182. 10.1136/jnnp.50.2.177.CrossRefPubMedPubMedCentral
21.
go back to reference Heller A, Wade DT, Wood VA, Sunderland A, Hewer RL, Ward E: Arm function after stroke: measurement and recovery over the first three months. J Neurol Neurosurg Psychiatry. 1987, 50: 714-719. 10.1136/jnnp.50.6.714.CrossRefPubMedPubMedCentral Heller A, Wade DT, Wood VA, Sunderland A, Hewer RL, Ward E: Arm function after stroke: measurement and recovery over the first three months. J Neurol Neurosurg Psychiatry. 1987, 50: 714-719. 10.1136/jnnp.50.6.714.CrossRefPubMedPubMedCentral
22.
go back to reference Berg K, Wood-Dauphinee S, Williams JI: The Balance Scale: reliability assessment with elderly residents and patients with an acute stroke. Scand J Rehabil Med. 1995, 27: 27-36.PubMed Berg K, Wood-Dauphinee S, Williams JI: The Balance Scale: reliability assessment with elderly residents and patients with an acute stroke. Scand J Rehabil Med. 1995, 27: 27-36.PubMed
23.
go back to reference Berg KO, Wood-Dauphinee SL, Williams JI, Maki B: Measuring balance in the elderly: validation of an instrument. Can J Public Health. 1992, 83 (Suppl 2): S7-S11.PubMed Berg KO, Wood-Dauphinee SL, Williams JI, Maki B: Measuring balance in the elderly: validation of an instrument. Can J Public Health. 1992, 83 (Suppl 2): S7-S11.PubMed
24.
go back to reference Holden MK, Gill KM, Magliozzi MR, Nathan J, Piehl-Baker L: Clinical gait assessment in the neurologically impaired. Reliability and meaningfulness. Phys Ther. 1984, 64: 35-40.PubMed Holden MK, Gill KM, Magliozzi MR, Nathan J, Piehl-Baker L: Clinical gait assessment in the neurologically impaired. Reliability and meaningfulness. Phys Ther. 1984, 64: 35-40.PubMed
25.
go back to reference Cummings JL: The Neuropsychiatric Inventory: assessing psychopathology in dementia patients. Neurology. 1997, 48: S10-S16.CrossRefPubMed Cummings JL: The Neuropsychiatric Inventory: assessing psychopathology in dementia patients. Neurology. 1997, 48: S10-S16.CrossRefPubMed
26.
go back to reference Cummings JL, Mega M, Gray K, Rosenberg-Thompson S, Carusi DA, Gornbein J: The Neuropsychiatric Inventory: comprehensive assessment of psychopathology in dementia. Neurology. 1994, 44: 2308-2314. 10.1212/WNL.44.12.2308.CrossRefPubMed Cummings JL, Mega M, Gray K, Rosenberg-Thompson S, Carusi DA, Gornbein J: The Neuropsychiatric Inventory: comprehensive assessment of psychopathology in dementia. Neurology. 1994, 44: 2308-2314. 10.1212/WNL.44.12.2308.CrossRefPubMed
27.
go back to reference de Jonghe JF, Kat MG, Kalisvaart CJ, Boelaarts L: Neuropsychiatric inventory questionnaire (NPI-Q): a validity study of the Dutch form. Tijdschr Gerontol Geriatr. 2003, 34: 74-77.PubMed de Jonghe JF, Kat MG, Kalisvaart CJ, Boelaarts L: Neuropsychiatric inventory questionnaire (NPI-Q): a validity study of the Dutch form. Tijdschr Gerontol Geriatr. 2003, 34: 74-77.PubMed
28.
go back to reference Gerritsen DL, Jongenelis K, Pot AM, Beekman ATF, Eisses AMH, Kluiter H, Ribbe MW: The GDS-8; a short, client- and user-friendly shortened version of the Geriatric Depression Scale for nursing homes. Tijdschr Gerontol Geriatr. 2007, 38: 298-304.CrossRefPubMed Gerritsen DL, Jongenelis K, Pot AM, Beekman ATF, Eisses AMH, Kluiter H, Ribbe MW: The GDS-8; a short, client- and user-friendly shortened version of the Geriatric Depression Scale for nursing homes. Tijdschr Gerontol Geriatr. 2007, 38: 298-304.CrossRefPubMed
29.
go back to reference Jongenelis K, Gerritsen DL, Pot AM, Beekman ATF, Eisses AMH, Kluiter H, Ribbe MW: Construction and validation of a patient- and user-friendly nursing home version of the Geriatric Depression Scale. Int J Geriatr Psychiatry. 2007, 22: 837-842. 10.1002/gps.1748.CrossRefPubMed Jongenelis K, Gerritsen DL, Pot AM, Beekman ATF, Eisses AMH, Kluiter H, Ribbe MW: Construction and validation of a patient- and user-friendly nursing home version of the Geriatric Depression Scale. Int J Geriatr Psychiatry. 2007, 22: 837-842. 10.1002/gps.1748.CrossRefPubMed
31.
go back to reference Spruit-van Eijk M, Zuidema SU, Buijck BI, Koopmans RT, Geurts AC: Determinants of rehabilitation outcome in geriatric patients admitted to skilled nursing facilities after stroke: a Dutch multi-centre cohort study. Age and Ageing. 2012, 41: 746-752. 10.1093/ageing/afs105.CrossRefPubMed Spruit-van Eijk M, Zuidema SU, Buijck BI, Koopmans RT, Geurts AC: Determinants of rehabilitation outcome in geriatric patients admitted to skilled nursing facilities after stroke: a Dutch multi-centre cohort study. Age and Ageing. 2012, 41: 746-752. 10.1093/ageing/afs105.CrossRefPubMed
32.
go back to reference Balaban B, Tok F, Yavuz F, Yasar E, Alaca R: Early rehabilitation outcome in patients with middle cerebral artery stroke. Neurosci Lett. 2011, 498: 204-207. 10.1016/j.neulet.2011.05.009.CrossRefPubMed Balaban B, Tok F, Yavuz F, Yasar E, Alaca R: Early rehabilitation outcome in patients with middle cerebral artery stroke. Neurosci Lett. 2011, 498: 204-207. 10.1016/j.neulet.2011.05.009.CrossRefPubMed
33.
go back to reference Kwakkel G, Wagenaar RC: Effect of duration of upper- and lower-extremity rehabilitation sessions and walking speed on recovery of interlimb coordination in hemiplegic gait. Phys Ther. 2002, 82: 432-448.PubMed Kwakkel G, Wagenaar RC: Effect of duration of upper- and lower-extremity rehabilitation sessions and walking speed on recovery of interlimb coordination in hemiplegic gait. Phys Ther. 2002, 82: 432-448.PubMed
34.
go back to reference Barreca S, Wolf SL, Fasoli S, Bohannon R: Treatment interventions for the paretic upper limb of stroke survivors: a critical review. Neurorehabil Neural Repair. 2003, 17: 220-226. 10.1177/0888439003259415.CrossRefPubMed Barreca S, Wolf SL, Fasoli S, Bohannon R: Treatment interventions for the paretic upper limb of stroke survivors: a critical review. Neurorehabil Neural Repair. 2003, 17: 220-226. 10.1177/0888439003259415.CrossRefPubMed
35.
go back to reference Kalra L, Eade J: Role of stroke rehabilitation units in managing severe disability after stroke. Stroke. 1995, 26: 2031-2034. 10.1161/01.STR.26.11.2031.CrossRefPubMed Kalra L, Eade J: Role of stroke rehabilitation units in managing severe disability after stroke. Stroke. 1995, 26: 2031-2034. 10.1161/01.STR.26.11.2031.CrossRefPubMed
36.
go back to reference Wodchis WP, Teare GF, Naglie G, Bronskill SE, Gill SS, Hillmer MP, Anderson GM, Rochon PA, Fries BE: Skilled nursing facility rehabilitation and discharge to home after stroke. Arch Phys Med Rehabil. 2005, 86: 442-448. 10.1016/j.apmr.2004.06.067.CrossRefPubMed Wodchis WP, Teare GF, Naglie G, Bronskill SE, Gill SS, Hillmer MP, Anderson GM, Rochon PA, Fries BE: Skilled nursing facility rehabilitation and discharge to home after stroke. Arch Phys Med Rehabil. 2005, 86: 442-448. 10.1016/j.apmr.2004.06.067.CrossRefPubMed
37.
go back to reference Henderson VA: Preserving the essence of nursing in a technological age. J Adv Nurs. 1980, 5: 245-260. 10.1111/j.1365-2648.1980.tb03350.x.CrossRefPubMed Henderson VA: Preserving the essence of nursing in a technological age. J Adv Nurs. 1980, 5: 245-260. 10.1111/j.1365-2648.1980.tb03350.x.CrossRefPubMed
Metadata
Title
Is patient-grouping on basis of condition on admission indicative for discharge destination in geriatric stroke patients after rehabilitation in skilled nursing facilities? The results of a cluster analysis
Authors
Bianca I Buijck
Sytse U Zuidema
Monica Spruit-van Eijk
Hans Bor
Debby L Gerritsen
Raymond TCM Koopmans
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2012
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/1472-6963-12-443

Other articles of this Issue 1/2012

BMC Health Services Research 1/2012 Go to the issue