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Original Investigation |

Risk of Musculoskeletal Injuries, Fractures, and Falls in Medicare Beneficiaries With Disorders of Binocular Vision FREE

Stacy L. Pineles, MD, MS1; Michael X. Repka, MD, MBA2; Fei Yu, PhD1; Flora Lum, MD3; Anne L. Coleman, MD, PhD1,4
[+] Author Affiliations
1Jules Stein Eye Institute, Department of Ophthalmology, UCLA (University of California, Los Angeles)
2Wilmer Eye Institute, the Johns Hopkins University School of Medicine, Baltimore, Maryland
3H. Dunbar Hoskins Jr, MD Center for Quality Eye Care, Foundation of the American Academy of Ophthalmology, San Francisco, California
4Fielding School of Public Health, Department of Epidemiology, UCLA
JAMA Ophthalmol. 2015;133(1):60-65. doi:10.1001/jamaophthalmol.2014.3941.
Text Size: A A A
Published online

Importance  Disorders of binocular vision are increasingly prevalent among fee-for-service Medicare beneficiaries 65 years or older. Visual impairment is a recognized risk factor for fractures. Despite the association of visual impairment and fracture risk, to our knowledge, no study has examined the influence that disorders of binocular vision (strabismus, amblyopia, diplopia, and nystagmus) may have on musculoskeletal injury and fracture risk in the elderly population.

Objective  To evaluate associations between disorders of binocular vision and musculoskeletal injury, fracture, and falls in the elderly.

Design, Setting, and Participants  A retrospective study of 10-year (2002-2011) musculoskeletal injury, fracture, or fall prevalence in a 5% random sample of Medicare Part B fee-for-service claims for beneficiaries with disorders of binocular vision. Participants included Medicare beneficiaries living in the general community who were 65 years or older with at least 1 year of Medicare Part B enrollment.

Exposures  Diagnosis of a disorder of binocular vision.

Main Outcomes and Measures  Ten-year prevalence of musculoskeletal injury, fracture, or fall in individuals with and without disorders of binocular vision. Analyses were adjusted for age, sex, race/ethnicity, region of residence, systemic and ocular comorbidities, and duration of follow-up.

Results  There were 2 196 881 Medicare beneficiaries identified. Of these, 99 525 (4.5%) had at least 1 reported disorder of binocular vision (strabismus, 2.3%; diplopia, 2.2%; amblyopia, 0.9%; and nystagmus, 0.2%). During the 10-year study period, there were 1 272 948 (57.9%) patients with documented musculoskeletal injury, fracture, or fall. The unadjusted odds ratio (OR) for the association between disorders of binocular vision and any of the 3 injury types was 2.23 (95% CI, 2.20-2.27; P < .001). The adjusted OR was 1.27 (95% CI, 1.25-1.29; P < .001).

Conclusions and Relevance  Medicare beneficiaries with a disorder of binocular vision have significantly higher odds of sustaining a musculoskeletal injury, fracture, or fall. This finding is an important step forward in understanding and developing strategies to prevent these injuries, which are associated with high morbidity in the elderly.

Musculoskeletal injuries, fractures, and falls are a significant cause of morbidity and mortality in elderly individuals.1,2 Visual impairment has been shown37 to be associated with an increased risk of fractures in this population. Although studies have demonstrated an increased risk of fractures in older patients with visually significant cataract,8 glaucoma,7 and age-related macular degeneration (AMD),9 to our knowledge, there has not been a study evaluating whether disorders of binocular vision may be associated with increased risk of musculoskeletal injuries, fractures, or falls.

There are several reasons why disorders of binocular vision may be associated with an increased risk of musculoskeletal injuries, fractures, or falls. First, disorders of binocular vision are often associated with diminished depth perception and could therefore contribute to falls and resultant injuries. In addition, the presence of diplopia or visual confusion can place patients at risk for injuries owing to their difficulty in fixating on an object, in pursuing moving objects, and in perceiving spatial relationships.

Given that the prevalence of strabismus has been increasing over the past decade in the Medicare-aged population,10 it is important to evaluate whether disorders of binocular vision may be associated with an increased risk of musculoskeletal injury, fractures, or falls in elderly patients. The purpose of this study was to examine the association between a disorder of binocular vision and musculoskeletal injury, fractures, and falls among Medicare-aged beneficiaries.

This study was approved by the institutional review board at UCLA. A waiver of informed consent was provided as part of the institutional review board process. All research procedures adhered to the tenets of the Declaration of Helsinki. The 2002-2011 Denominator and Physician/Supplier Medicare Part B files for a 5% random sample of beneficiaries were obtained from the Centers for Medicare & Medicaid Services. Only patients who had at least 1 year of coverage were included in this study. The following additional exclusion criteria were applied: age younger than 65 years, residence outside the United States, lack of Medicare Part B fee-for-service coverage, and Medicare Advantage (Part C) coverage. Claims data under Medicare Advantage (Part C) are not collected by the Centers for Medicare & Medicaid Services; therefore, these data are not available for analysis. To capture the full medical history of each beneficiary, patients with Medicare Advantage coverage were excluded from this analysis regardless of their available data in the Medicare Part B database. Within the random 5% sample of patients, those with diagnosis codes for disorders of binocular vision were extracted from the Physician/Supplier Medicare Part B files using the International Classification of Disease, Ninth Revision, Clinical Modification (ICD-9-CM)11 diagnosis codes. Patients with the following diagnoses were considered to have disorders of binocular vision: strabismus (378.0X, 378.1X, 378.2X, 378.3X, 378.5X, 378.6X, 378.7X, 378.8X, and 378.9), amblyopia (368.0X), diplopia (368.2), other disorders of binocular vision (368.3X), nystagmus (379.5X), and ocular motor cranial nerve injuries (951.0, 951.1, and 951.3). To determine the prevalence of musculoskeletal injury, fractures, and falls, the occurrence of these injuries was identified by ICD-9-CM diagnosis codes and Current Procedural Terminology12 codes for surgical services (eTable 1 in the Supplement).

Other baseline characteristics were enumerated and evaluated as potential confounding variables for the association between disorders of binocular vision and musculoskeletal injury, fractures, and falls. Hip fractures were specifically examined given the likelihood that they are associated with falls in the elderly. Demographic information included age, sex, self-reported race/ethnicity, and US region of residence. Overall systemic health was determined by the Charlson Comorbidity Index (CCI) score,13 which assigns patients a score between 0 and 6 on the basis of the likelihood of mortality secondary to age and the presence or absence of selected systemic diseases during the subsequent 10 years. The CCI stratification was based on the original CCI study analysis,13 which classified 1-year mortality based on CCI subgroups of 0, 1 or 2, 3 or 4, and 5 or greater. A higher score is associated with an increased risk of mortality. The following diseases are included in the CCI: myocardial infarction, congestive heart failure, peripheral vascular disease, cerebrovascular disease, dementia, chronic pulmonary disease, rheumatologic disease, peptic ulcer disease, cirrhosis, hepatic failure, immunosuppression, diabetes mellitus, hemiplegia or paraplegia, chronic renal disease, malignant neoplasms, multiple myeloma or leukemia, lymphoma, metastatic solid tumors, and AIDS. In addition to these diseases included in the CCI, there are other systemic conditions that would reasonably be associated with musculoskeletal injury, fracture, or fall risk. These conditions were also included: osteoporosis, hyperthyroidism, hyperparathyroidism, glaucoma, cataract, AMD, diabetes with ophthalmic manifestations, Parkinson disease, and the presence of a physically limiting condition. These comorbidities were identified using the relevant ICD-9-CM codes (eTable 2 in the Supplement). All comorbidities were considered potential covariates and were included in the statistical analysis.

Descriptive statistics were used for the baseline characteristics of the Medicare-aged fee-for-service population with at least 1 year of follow-up, as well as for individuals with the diagnosis of a disorder of binocular vision. Beneficiaries with a diagnosed disorder of binocular vision were compared with those without these diagnoses, using χ2 tests to evaluate the differences in age, sex, race, ethnicity, and US region of residence.

A multivariable logistic regression model was used to estimate the association between a disorder of binocular vision and musculoskeletal injuries, fractures, or falls at any time during the 10-year follow-up, adjusting for the following potential confounders: age, sex, race/ethnicity, US region of residence, CCI score, osteoporosis, hyperthyroidism, hyperparathyroidism, glaucoma, cataract, AMD, diabetes with ophthalmic manifestations, Parkinson disease, presence of a physically limiting condition, and duration of follow-up. To account for possible confounding from multiple diagnoses (ie, strabismus and diplopia or strabismus and amblyopia), a second multivariable logistic regression was performed similarly to the model described above but with the inclusion of the following diagnoses as independent variables: any form of strabismus (ie, esotropia, exotropia, and hypertropia), diplopia, nystagmus, amblyopia, and disorders of binocular vision. All statistical analyses were conducted using SAS, version 9.3 (SAS Institute Inc).

A total of 2 196 881 Medicare beneficiaries with at least 1 year of coverage were included in the 5% sample in 2002-2011 (Table 1). The median duration of Part B coverage during the study period was 6 years (range, 1-10 years). Of the cohort, 42.4% were male (n = 932 207). Most were white (1 895 012 [86.3%]). The median age was 70 years, with the largest group aged 65 to 69 years (1 081 421 [49.2%]). A disorder of binocular vision was present in 99 525 (4.5%) of the patients. Table 2 reports the diagnoses and distribution of those subtypes of disorders of binocular vision. Strabismus and diplopia were the most common disorders. Comparisons of demographic characteristics of patients with and without a diagnosed disorder of binocular vision are reported in Table 3. The patients with disorders of binocular vision were older, were more often male, were more often white, and had more comorbidities than did those without disorders of binocular vision. Disorders of binocular vision were also found more commonly in the East and Midwest compared with the South and West.

Table Graphic Jump LocationTable 1.  Demographic Characteristics of 2 196 881 Eligible Individualsa
Table Graphic Jump LocationTable 2.  Diagnoses Reported for Patients With Disorders of Binocular Vision
Table Graphic Jump LocationTable 3.  Comparison of Demographic Characteristics Between Beneficiaries With and Without Disorders of Binocular Visiona

Overall, the 10-year prevalence of any musculoskeletal injury, fracture, or fall was 57.9% for the entire sample (1 272 948 of 2 196 881). The prevalence of any musculoskeletal injury, fracture, or fall was 74.9% (74 504 of 99 525) in patients with disorders of binocular vision and 57.1% (1 198 444 of 2 097 356) in patients without disorders of binocular vision (Table 4).

Table Graphic Jump LocationTable 4.  Ten-Year Prevalence of Fractures, Falls, or Musculoskeletal Injuries Among Beneficiaries With Disorders of Binocular Visiona

The unadjusted and adjusted odds ratios (ORs) for an association between musculoskeletal injury, fracture, or fall and the presence of a disorder of binocular vision were calculated (Table 4). After accounting for confounding variables, a significant association remained between disorders of binocular vision and musculoskeletal injuries, fractures, and/or falls.

Table 5 reports the adjusted ORs for the 10-year prevalence of musculoskeletal injury, fracture, or fall for commonly diagnosed disorders of binocular vision. We found significant associations between each diagnosis of disorder of binocular vision and musculoskeletal injury, fracture, or fall. A frequent type of disorder of binocular vision was diplopia, which had a higher risk (OR, 1.36), than did many other disorders of binocular vision.

Table Graphic Jump LocationTable 5.  Ten-Year Prevalence of Fractures, Falls, and Musculoskeletal Injuries Among Beneficiaries According to Disorders of Binocular Visiona

We reviewed a 5% random sample of fee-for-service Medicare beneficiaries 65 years or older to determine whether there was an association between the presence of a disorder of binocular vision and musculoskeletal injury, fracture, or fall. We found a 27% higher risk of musculoskeletal injury, fracture, or fall in patients with a disorder of binocular vision after accounting for potential confounders. This statistically, as well as clinically, significant association remained when each type of injury was evaluated separately.

Impaired binocular vision may diminish patients’ ability to avoid or negotiate obstacles or hazards in their environment while walking, thus leading to musculoskeletal injury, fracture, or fall. This finding agrees with those of several smaller studies6,14,15 that have reported associations between poor depth perception and fractures or falls in the elderly. When evaluating risk by the type of disorder of binocular vision, the strongest association with a risk of musculoskeletal injury, fracture, and fall was in patients with a diagnosis of diplopia. This association is reasonable because double vision implies a lack or reduction of depth perception and the presence of visual confusion, which likely leads to difficulty with visuospatial perception. The disorder of binocular vision with the weakest association was amblyopia. This observation is reasonable because the diagnosis of amblyopia includes a wide range of visual acuities, and therefore many of these beneficiaries have only mild to moderate unilateral vision loss. In addition, amblyopia is a life-long diagnosis; the other disorders of binocular vision, such as diplopia, are more often acute. For this reason, patients with amblyopia may have adapted to their deficit and have less significant disability.

Finding a significant association between disorders of binocular vision and the risk of musculoskeletal injuries, fractures, or falls is consistent with other studies5,79 that have shown vision disorders, such as glaucoma and AMD, increase the risk of fracture or fall. The adjusted OR of musculoskeletal injuries, fractures, or falls with disorders of binocular vision in the present study was 1.27. Using similar analyses, the reported OR for patients with exudative AMD was 1.03 for hip fracture only and for patients with atrophic AMD was 1.11 for hip fracture only; patients with binocular visual field loss associated with glaucoma had a higher OR (1.50 for frequent falls).9,16 Although these results are similar to those of the present study, they cannot be directly compared given the differences in primary outcome and study methods. However, our findings suggest that disorders of binocular vision contribute to morbidity similar to that associated with other ophthalmic diseases that result in loss of visual acuity or visual field.

Interestingly, we had fewer than expected beneficiaries with cranial nerve palsies. We hypothesize that this may be a result of the study methods, which used claims data and are subject to diagnostic coding preferences of treating physicians. More patients may have had cranial nerve palsies but were coded with other diagnostic codes, such as diplopia, esotropia, exotropia, or hypertropia.

The results of this study of physician administrative claims data must be interpreted within the context of its inherent limitations. First, this study has identified associations, which does not prove causation. Using claims data with diagnostic and procedural coding, we do not know the temporal aspect of the association between a patient’s disorder of binocular vision and the reported injury and whether the disorder of binocular vision was diagnosed after the injury. Second, although the study is a large sample of more than 2 million individuals, it is limited to aged beneficiaries enrolled in Medicare fee-for-service benefits with at least 1 year of coverage. Therefore, the results may not be generalizable to other aged populations, other insurance programs, races/ethnicities including Asian and Hispanic, and regions of the world. For example, compared with US census data, we had less representation of Hispanics and Asians.17 These findings cannot be extrapolated to include the effect of disorders of binocular vision on risk in adults younger than 65 years. In addition, any study using claims data is limited by the completeness of diagnostic and procedural coding and reliable criteria for making specific diagnoses. Although our sample is limited by variable follow-up since we included all patients who had data available for a range of 1 to 10 years, the duration of follow-up was included in our adjusted analysis. In addition, since this study was based on claims codes, a patient with more than 1 diagnosis (eg, fracture and fall) may have only had 1 diagnosis reported. This type of error would bias to an underestimate for the individual secondary outcomes (ie, musculoskeletal injury, fracture, or fall). Finally, we do not know whether the patients used in our data analysis received treatment for their disorder of binocular vision (eg, prisms or surgery) and how this treatment affected our outcome measures.

There is an important advantage to our approach. Our study benefits from the use of the Medicare physician claims database, which is the largest and most comprehensive medical database in the United States and is representative of a large proportion of the population of the United States.

We found that disorders of binocular vision may represent an important risk factor for injuries in adults 65 years or older. Further studies are indicated to determine whether prevention, as well as optical, medical, and surgical interventions, targeting disorders of binocular vision diminishes the risk of musculoskeletal injuries, fractures, and falls in the elderly population.

Submitted for Publication: May 22, 2014; final revision received August 13, 2014; accepted August 18, 2014.

Corresponding Author: Anne L. Coleman, MD, PhD, Jules Stein Eye Institute, Department of Ophthalmology, UCLA, 100 Stein Plaza, Los Angeles, CA 90095 (colemana@ucla.edu).

Published Online: October 23, 2014. doi:10.1001/jamaophthalmol.2014.3941.

Author Contributions: Drs Pineles and Coleman had full access to all the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.

Study concept and design: Pineles, Repka, Yu, Coleman.

Acquisition, analysis, or interpretation of data: Repka, Yu, Lum, Coleman.

Drafting of the manuscript: Pineles, Repka.

Critical revision of the manuscript for important intellectual content: Repka, Yu, Lum, Coleman.

Statistical analysis: Pineles, Yu.

Administrative, technical, or material support: Pineles, Repka, Lum.

Study supervision: Repka, Coleman.

Conflict of Interest Disclosures: All authors have completed and submitted the ICMJE Form for Disclosure of Potential Conflicts of Interest. Dr Repka is Medical Director for Governmental Affairs, American Academy of Ophthalmology. No other disclosures were reported.

Funding/Support: This study was supported in part by grant K23EY021762 from the National Institutes of Health/National Eye Institute (Dr Pineles).

Role of the Funder/Sponsor: The funder had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.

Previous Presentations: The study was presented at the American Association for Pediatric Ophthalmology and Strabismus meeting; April 26, 2014; Palm Springs, California, and at the North American Neuro-Ophthalmology Society meeting; March 3, 2014; Rio Grande, Puerto Rico.

Cummings  SR, Melton  LJ.  Epidemiology and outcomes of osteoporotic fractures. Lancet. 2002;359(9319):1761-1767.
PubMed   |  Link to Article
Bliuc  D, Nguyen  ND, Milch  VE, Nguyen  TV, Eisman  JA, Center  JR.  Mortality risk associated with low-trauma osteoporotic fracture and subsequent fracture in men and women. JAMA. 2009;301(5):513-521.
PubMed   |  Link to Article
Grisso  JA, Kelsey  JL, Strom  BL,  et al; Northeast Hip Fracture Study Group.  Risk factors for falls as a cause of hip fracture in women. N Engl J Med. 1991;324(19):1326-1331.
PubMed   |  Link to Article
Dargent-Molina  P, Favier  F, Grandjean  H,  et al.  Fall-related factors and risk of hip fracture: the EPIDOS prospective study. Lancet. 1996;348(9021):145-149.
PubMed   |  Link to Article
Felson  DT, Anderson  JJ, Hannan  MT, Milton  RC, Wilson  PW, Kiel  DP.  Impaired vision and hip fracture: the Framingham Study. J Am Geriatr Soc. 1989;37(6):495-500.
PubMed
Cummings  SR, Nevitt  MC, Browner  WS,  et al; Study of Osteoporotic Fractures Research Group.  Risk factors for hip fracture in white women. N Engl J Med. 1995;332(12):767-773.
PubMed   |  Link to Article
Coleman  AL, Cummings  SR, Ensrud  KE,  et al; Study of Osteoporotic Fractures.  Visual field loss and risk of fractures in older women. J Am Geriatr Soc. 2009;57(10):1825-1832.
PubMed   |  Link to Article
Cox  A, Blaikie  A, MacEwen  CJ,  et al.  Visual impairment in elderly patients with hip fracture: causes and associations. Eye (Lond). 2005;19(6):652-656.
PubMed   |  Link to Article
Anastasopoulos  E, Yu  F, Coleman  AL.  Age-related macular degeneration is associated with an increased risk of hip fractures in the Medicare database. Am J Ophthalmol. 2006;142(6):1081-1083.
PubMed   |  Link to Article
Repka  MX, Yu  F, Coleman  A.  Strabismus among aged fee-for-service Medicare beneficiaries. J AAPOS. 2012;16(6):495-500.
PubMed   |  Link to Article
American Medical Association. International Classification of Diseases, Ninth Revision, Clinical Modification. Chicago, IL: American Medical Association Press; 2012.
Beebe  M, Dalton  JA, Espanceda  M, Evans  DD. Current Procedural Terminology: CPT 2008 Professional Edition.4th ed. Chicago, IL: American Medical Association; 2007.
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(5):373-383.
PubMed   |  Link to Article
Nevitt  MC, Cummings  SR, Kidd  S, Black  D.  Risk factors for recurrent nonsyncopal falls: a prospective study. JAMA. 1989;261(18):2663-2668.
PubMed   |  Link to Article
Ivers  RQ, Norton  R, Cumming  RG, Butler  M, Campbell  AJ.  Visual impairment and risk of hip fracture. Am J Epidemiol. 2000;152(7):633-639.
PubMed   |  Link to Article
Coleman  AL, Cummings  SR, Yu  F,  et al; Study Group of Osteoporotic Fractures.  Binocular visual-field loss increases the risk of future falls in older white women. J Am Geriatr Soc. 2007;55(3):357-364.
PubMed   |  Link to Article
Administration on Aging; US Department of Health and Human Services. A profile of older Americans; 2012. http://www.aoa.gov/Aging_Statistics/Profile/2012/docs/2012profile.pdf. Accessed July 23, 2014.

Figures

Tables

Table Graphic Jump LocationTable 1.  Demographic Characteristics of 2 196 881 Eligible Individualsa
Table Graphic Jump LocationTable 2.  Diagnoses Reported for Patients With Disorders of Binocular Vision
Table Graphic Jump LocationTable 3.  Comparison of Demographic Characteristics Between Beneficiaries With and Without Disorders of Binocular Visiona
Table Graphic Jump LocationTable 4.  Ten-Year Prevalence of Fractures, Falls, or Musculoskeletal Injuries Among Beneficiaries With Disorders of Binocular Visiona
Table Graphic Jump LocationTable 5.  Ten-Year Prevalence of Fractures, Falls, and Musculoskeletal Injuries Among Beneficiaries According to Disorders of Binocular Visiona

References

Cummings  SR, Melton  LJ.  Epidemiology and outcomes of osteoporotic fractures. Lancet. 2002;359(9319):1761-1767.
PubMed   |  Link to Article
Bliuc  D, Nguyen  ND, Milch  VE, Nguyen  TV, Eisman  JA, Center  JR.  Mortality risk associated with low-trauma osteoporotic fracture and subsequent fracture in men and women. JAMA. 2009;301(5):513-521.
PubMed   |  Link to Article
Grisso  JA, Kelsey  JL, Strom  BL,  et al; Northeast Hip Fracture Study Group.  Risk factors for falls as a cause of hip fracture in women. N Engl J Med. 1991;324(19):1326-1331.
PubMed   |  Link to Article
Dargent-Molina  P, Favier  F, Grandjean  H,  et al.  Fall-related factors and risk of hip fracture: the EPIDOS prospective study. Lancet. 1996;348(9021):145-149.
PubMed   |  Link to Article
Felson  DT, Anderson  JJ, Hannan  MT, Milton  RC, Wilson  PW, Kiel  DP.  Impaired vision and hip fracture: the Framingham Study. J Am Geriatr Soc. 1989;37(6):495-500.
PubMed
Cummings  SR, Nevitt  MC, Browner  WS,  et al; Study of Osteoporotic Fractures Research Group.  Risk factors for hip fracture in white women. N Engl J Med. 1995;332(12):767-773.
PubMed   |  Link to Article
Coleman  AL, Cummings  SR, Ensrud  KE,  et al; Study of Osteoporotic Fractures.  Visual field loss and risk of fractures in older women. J Am Geriatr Soc. 2009;57(10):1825-1832.
PubMed   |  Link to Article
Cox  A, Blaikie  A, MacEwen  CJ,  et al.  Visual impairment in elderly patients with hip fracture: causes and associations. Eye (Lond). 2005;19(6):652-656.
PubMed   |  Link to Article
Anastasopoulos  E, Yu  F, Coleman  AL.  Age-related macular degeneration is associated with an increased risk of hip fractures in the Medicare database. Am J Ophthalmol. 2006;142(6):1081-1083.
PubMed   |  Link to Article
Repka  MX, Yu  F, Coleman  A.  Strabismus among aged fee-for-service Medicare beneficiaries. J AAPOS. 2012;16(6):495-500.
PubMed   |  Link to Article
American Medical Association. International Classification of Diseases, Ninth Revision, Clinical Modification. Chicago, IL: American Medical Association Press; 2012.
Beebe  M, Dalton  JA, Espanceda  M, Evans  DD. Current Procedural Terminology: CPT 2008 Professional Edition.4th ed. Chicago, IL: American Medical Association; 2007.
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(5):373-383.
PubMed   |  Link to Article
Nevitt  MC, Cummings  SR, Kidd  S, Black  D.  Risk factors for recurrent nonsyncopal falls: a prospective study. JAMA. 1989;261(18):2663-2668.
PubMed   |  Link to Article
Ivers  RQ, Norton  R, Cumming  RG, Butler  M, Campbell  AJ.  Visual impairment and risk of hip fracture. Am J Epidemiol. 2000;152(7):633-639.
PubMed   |  Link to Article
Coleman  AL, Cummings  SR, Yu  F,  et al; Study Group of Osteoporotic Fractures.  Binocular visual-field loss increases the risk of future falls in older white women. J Am Geriatr Soc. 2007;55(3):357-364.
PubMed   |  Link to Article
Administration on Aging; US Department of Health and Human Services. A profile of older Americans; 2012. http://www.aoa.gov/Aging_Statistics/Profile/2012/docs/2012profile.pdf. Accessed July 23, 2014.

Correspondence

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eTable 1.International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) and Current Procedural Terminology (CPT) codes included in definition of fractures with and without surgical repair, musculoskeletal injury and falls

eTable 2.International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes included in definition of comorbidities and ocular comorbidities

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