What Factors Predict Adverse Discharge Disposition in Patients Older Than 60 Years Undergoing Lower-extremity Surgery? The Adverse Discharge in Older Patients after Lower-extremity Surgery (ADELES) Risk Score.


Journal

Clinical orthopaedics and related research
ISSN: 1528-1132
Titre abrégé: Clin Orthop Relat Res
Pays: United States
ID NLM: 0075674

Informations de publication

Date de publication:
01 Mar 2021
Historique:
received: 27 03 2020
accepted: 21 09 2020
pubmed: 17 11 2020
medline: 11 8 2021
entrez: 16 11 2020
Statut: ppublish

Résumé

Adverse discharge disposition, which is discharge to a long-term nursing home or skilled nursing facility is frequent and devastating in older patients after lower-extremity orthopaedic surgery. Predicting individual patient risk allows for preventive interventions to address modifiable risk factors and helps managing expectations. Despite a variety of risk prediction tools for perioperative morbidity in older patients, there is no tool available to predict successful recovery of a patient's ability to live independently in this highly vulnerable population. In this study, we asked: (1) What factors predict adverse discharge disposition in patients older than 60 years after lower-extremity surgery? (2) Can a prediction instrument incorporating these factors be applied to another patient population with reasonable accuracy? (3) How does the instrument compare with other predictions scores that account for frailty, comorbidities, or procedural risk alone? In this retrospective study at two competing New England university hospitals and Level 1 trauma centers with 673 and 1017 beds, respectively; 83% (19,961 of 24,095) of patients 60 years or older undergoing lower-extremity orthopaedic surgery were included. In all, 5% (1316 of 24,095) patients not living at home and 12% (2797 of 24,095) patients with missing data were excluded. All patients were living at home before surgery. The mean age was 72 ± 9 years, 60% (11,981 of 19,961) patients were female, 21% (4155 of 19,961) underwent fracture care, and 34% (6882 of 19,961) underwent elective joint replacements. Candidate predictors were tested in a multivariable logistic regression model for adverse discharge disposition in a development cohort of all 14,123 patients from the first hospital, and then included in a prediction instrument that was validated in all 5838 patients from the second hospital by calculating the area under the receiver operating characteristics curve (ROC-AUC).Thirty-eight percent (5360 of 14,262) of patients in the development cohort and 37% (2184 of 5910) of patients in the validation cohort had adverse discharge disposition. Score performance in predicting adverse discharge disposition was then compared with prediction scores considering frailty (modified Frailty Index-5 or mFI-5), comorbidities (Charlson Comorbidity Index or CCI), and procedural risks (Procedural Severity Scores for Morbidity and Mortality or PSS). After controlling for potential confounders like BMI, cardiac, renal and pulmonary disease, we found that the most prominent factors were age older than 90 years (10 points), hip or knee surgery (7 or 8 points), fracture management (6 points), dementia (5 points), unmarried status (3 points), federally provided insurance (2 points), and low estimated household income based on ZIP code (1 point). Higher score values indicate a higher risk of adverse discharge disposition. The score comprised 19 variables, including socioeconomic characteristics, surgical management, and comorbidities with a cutoff value of ≥ 23 points. Score performance yielded an ROC-AUC of 0.85 (95% confidence interval 0.84 to 0.85) in the development and 0.72 (95% CI 0.71 to 0.73) in the independent validation cohort, indicating excellent and good discriminative ability. Performance of the instrument in predicting adverse discharge in the validation cohort was superior to the mFI-5, CCI, and PSS (ROC-AUC 0.72 versus 0.58, 0.57, and 0.57, respectively). The Adverse Discharge in Older Patients after Lower Extremity Surgery (ADELES) score predicts adverse discharge disposition after lower-extremity surgery, reflecting loss of the ability to live independently. Its discriminative ability is better than instruments that consider frailty, comorbidities, or procedural risk alone. The ADELES score identifies modifiable risk factors, including general anesthesia and prolonged preoperative hospitalization, and should be used to streamline patient and family expectation management and improve shared decision making. Future studies need to evaluate the score in community hospitals and in institutions with different rates of adverse discharge disposition and lower income. A non-commercial calculator can be accessed at www.adeles-score.org. Level III, diagnostic study.

Sections du résumé

BACKGROUND
Adverse discharge disposition, which is discharge to a long-term nursing home or skilled nursing facility is frequent and devastating in older patients after lower-extremity orthopaedic surgery. Predicting individual patient risk allows for preventive interventions to address modifiable risk factors and helps managing expectations. Despite a variety of risk prediction tools for perioperative morbidity in older patients, there is no tool available to predict successful recovery of a patient's ability to live independently in this highly vulnerable population.
QUESTIONS/PURPOSES
In this study, we asked: (1) What factors predict adverse discharge disposition in patients older than 60 years after lower-extremity surgery? (2) Can a prediction instrument incorporating these factors be applied to another patient population with reasonable accuracy? (3) How does the instrument compare with other predictions scores that account for frailty, comorbidities, or procedural risk alone?
METHODS
In this retrospective study at two competing New England university hospitals and Level 1 trauma centers with 673 and 1017 beds, respectively; 83% (19,961 of 24,095) of patients 60 years or older undergoing lower-extremity orthopaedic surgery were included. In all, 5% (1316 of 24,095) patients not living at home and 12% (2797 of 24,095) patients with missing data were excluded. All patients were living at home before surgery. The mean age was 72 ± 9 years, 60% (11,981 of 19,961) patients were female, 21% (4155 of 19,961) underwent fracture care, and 34% (6882 of 19,961) underwent elective joint replacements. Candidate predictors were tested in a multivariable logistic regression model for adverse discharge disposition in a development cohort of all 14,123 patients from the first hospital, and then included in a prediction instrument that was validated in all 5838 patients from the second hospital by calculating the area under the receiver operating characteristics curve (ROC-AUC).Thirty-eight percent (5360 of 14,262) of patients in the development cohort and 37% (2184 of 5910) of patients in the validation cohort had adverse discharge disposition. Score performance in predicting adverse discharge disposition was then compared with prediction scores considering frailty (modified Frailty Index-5 or mFI-5), comorbidities (Charlson Comorbidity Index or CCI), and procedural risks (Procedural Severity Scores for Morbidity and Mortality or PSS).
RESULTS
After controlling for potential confounders like BMI, cardiac, renal and pulmonary disease, we found that the most prominent factors were age older than 90 years (10 points), hip or knee surgery (7 or 8 points), fracture management (6 points), dementia (5 points), unmarried status (3 points), federally provided insurance (2 points), and low estimated household income based on ZIP code (1 point). Higher score values indicate a higher risk of adverse discharge disposition. The score comprised 19 variables, including socioeconomic characteristics, surgical management, and comorbidities with a cutoff value of ≥ 23 points. Score performance yielded an ROC-AUC of 0.85 (95% confidence interval 0.84 to 0.85) in the development and 0.72 (95% CI 0.71 to 0.73) in the independent validation cohort, indicating excellent and good discriminative ability. Performance of the instrument in predicting adverse discharge in the validation cohort was superior to the mFI-5, CCI, and PSS (ROC-AUC 0.72 versus 0.58, 0.57, and 0.57, respectively).
CONCLUSION
The Adverse Discharge in Older Patients after Lower Extremity Surgery (ADELES) score predicts adverse discharge disposition after lower-extremity surgery, reflecting loss of the ability to live independently. Its discriminative ability is better than instruments that consider frailty, comorbidities, or procedural risk alone. The ADELES score identifies modifiable risk factors, including general anesthesia and prolonged preoperative hospitalization, and should be used to streamline patient and family expectation management and improve shared decision making. Future studies need to evaluate the score in community hospitals and in institutions with different rates of adverse discharge disposition and lower income. A non-commercial calculator can be accessed at www.adeles-score.org.
LEVEL OF EVIDENCE
Level III, diagnostic study.

Identifiants

pubmed: 33196587
pii: 00003086-202103000-00022
doi: 10.1097/CORR.0000000000001532
pmc: PMC7899493
doi:

Types de publication

Journal Article Multicenter Study

Langues

eng

Sous-ensembles de citation

IM

Pagination

546-547

Commentaires et corrections

Type : CommentIn

Informations de copyright

Copyright © 2020 by the Association of Bone and Joint Surgeons.

Déclaration de conflit d'intérêts

All ICMJE Conflict of Interest Forms for authors and Clinical Orthopaedics and Related Research® editors and board members are on file with the publication and can be viewed on request. Each remaining author certifies that neither he or she, nor any member of his or her immediate family, has funding or commercial associations (consultancies, stock ownership, equity interest, patent/licensing arrangements, etc.) that might pose a conflict of interest in connection with the submitted article.

Références

J Orthop Trauma. 2016 Feb;30(2):71-7
pubmed: 26817573
Clin Orthop Relat Res. 2019 Apr;477(4):881-890
pubmed: 30614913
World Health Organ Tech Rep Ser. 1995;854:1-452
pubmed: 8594834
BMJ. 2009 Mar 31;338:b604
pubmed: 19336487
Am J Med. 2018 Apr;131(4):395-407.e35
pubmed: 29180024
Eur Urol. 2018 Dec;74(6):796-804
pubmed: 30241973
NCHS Data Brief. 2015 Aug;(210):1-8
pubmed: 26375255
J Gerontol A Biol Sci Med Sci. 2019 Sep 15;74(10):1679-1685
pubmed: 30517613
Ann Surg. 2019 Jul;270(1):102-108
pubmed: 29672410
JAMA Surg. 2016 Feb;151(2):194-6
pubmed: 26509594
NCHS Data Brief. 2015 Feb;(186):1-8
pubmed: 25714040
JAMA Surg. 2017 Feb 1;152(2):175-182
pubmed: 27893030
Clin Orthop Relat Res. 2014 Mar;472(3):1010-7
pubmed: 24166073
J Surg Res. 2013 Jul;183(1):104-10
pubmed: 23415494
Clin Orthop Relat Res. 2020 Jan;478(1):80-87
pubmed: 31389887
Anesth Analg. 2020 Aug;131(2):497-507
pubmed: 32427660
Natl Health Stat Report. 2010 Oct 26;(29):1-20, 24
pubmed: 21086860
J Am Coll Surg. 2020 Jan;230(1):64-75.e2
pubmed: 31672678
Anesthesiology. 2011 Jun;114(6):1336-44
pubmed: 21519230
J Arthroplasty. 2006 Sep;21(6 Suppl 2):151-6
pubmed: 16950078
Int Psychogeriatr. 2017 Mar;29(3):517-527
pubmed: 27852339
J Am Coll Surg. 2013 Nov;217(5):833-42.e1-3
pubmed: 24055383
Ann Intern Med. 2019 Feb 19;170(4):248-256
pubmed: 30690646
JAMA Surg. 2015 May;150(5):480-4
pubmed: 25806660
Am J Epidemiol. 2006 Apr 1;163(7):670-5
pubmed: 16410346
Clin Orthop Relat Res. 2020 May;478(5):979-989
pubmed: 32310622
BMC Public Health. 2019 Jun 7;19(1):709
pubmed: 31174515
Clin Orthop Relat Res. 2018 Dec;476(12):2301-2308
pubmed: 30303879
J Am Coll Surg. 2014 Feb;218(2):226-36
pubmed: 24440065
Biom J. 2008 Jun;50(3):419-30
pubmed: 18435502
J Am Geriatr Soc. 2018 Jan;66(1):100-105
pubmed: 29072783
J Chronic Dis. 1987;40(5):373-83
pubmed: 3558716
Clin Orthop Relat Res. 2011 Feb;469(2):339-47
pubmed: 20717856
J Am Med Dir Assoc. 2019 Apr;20(4):456-461
pubmed: 30287263
J Surg Res. 2020 Dec;256:397-403
pubmed: 32777556
Anaesthesia. 2019 Apr;74(4):457-467
pubmed: 30632138
JAMA Surg. 2014 Aug;149(8):766-72
pubmed: 24920308
J Am Geriatr Soc. 2008 Jun;56(6):1075-9
pubmed: 18422945
BMC Musculoskelet Disord. 2011 May 20;12:105
pubmed: 21599967
JAMA Surg. 2014 Jul;149(7):633-40
pubmed: 24804971
J Am Coll Surg. 2018 Feb;226(2):173-181.e8
pubmed: 29155268
Natl Health Stat Report. 2008 Jul 30;(5):1-20
pubmed: 18841653
J Cardiothorac Vasc Anesth. 2021 Feb;35(2):482-489
pubmed: 32893054
BMC Anesthesiol. 2017 May 30;17(1):71
pubmed: 28558716
BMC Geriatr. 2016 Sep 02;16:158
pubmed: 27590604
Clin Orthop Relat Res. 2017 Jul;475(7):1809-1815
pubmed: 27995560
J Gerontol B Psychol Sci Soc Sci. 2010 May;65B(3):370-80
pubmed: 20371551
Clin Orthop Relat Res. 2019 Jul;477(7):1531-1536
pubmed: 31210644
J Gerontol A Biol Sci Med Sci. 2001 Mar;56(3):M146-56
pubmed: 11253156
J Arthroplasty. 2018 Dec;33(12):3642-3648
pubmed: 30201213
Br J Anaesth. 2008 Oct;101(4):511-7
pubmed: 18723517
J Am Coll Surg. 2016 Aug;223(2):231-9
pubmed: 27212006
Lancet. 2016 Oct 1;388(10052):1377-1388
pubmed: 27707496
Intensive Care Med. 2019 Feb;45(2):201-210
pubmed: 30666366
J Huntingtons Dis. 2018;7(3):251-257
pubmed: 30103341
Age Ageing. 2006 Sep;35(5):526-9
pubmed: 16757522

Auteurs

Maximilian S Schaefer (MS)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Maximilian Hammer (M)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Katharina Platzbecker (K)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Peter Santer (P)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Stephanie D Grabitz (SD)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Kadhiresan R Murugappan (KR)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Tim Houle (T)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Sheila Barnett (S)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Edward K Rodriguez (EK)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Matthias Eikermann (M)

M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, S. Barnett, M. Eikermann, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. S. Schaefer, M. Hammer, K. Platzbecker, P. Santer, S. D. Grabitz, K. R. Murugappan, T. Houle, S. Barnett, E. K. Rodriguez, M. Eikermann Harvard Medical School, Boston, MA, USA.
M. S. Schaefer, Department of Anesthesiology, Duesseldorf University Hospital, Duesseldorf, Germany.
P. Santer, T. Houle, Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA, USA.
E. K. Rodriguez, Department of Orthopedic Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M. Eikermann, Essen-Duisburg University, Medical Faculty, Klinik fuer Anaesthesiologie und Intensivtherapie, Essen, Germany.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH