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Whitney DG, Whyte NSB, Caird MS. The association between fracture and short-term adverse health outcomes among children with cerebral palsy. Bone 2024; 189:117267. [PMID: 39366537 DOI: 10.1016/j.bone.2024.117267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 09/05/2024] [Accepted: 10/01/2024] [Indexed: 10/06/2024]
Abstract
BACKGROUND Children with cerebral palsy (CP) have a high risk of fracture; yet, little is known about their post-fracture health outcomes. A fracture is an unplanned event in contrast to surgeries or procedures where there is a pre-operative period to optimize body composition and health and planned post-operative follow-up care. Fractures may be associated with significant outcomes due to the unplannable nature and reactionary care. The objective of this study was to determine if fractures were associated with an increased rate of short-term adverse health outcomes among children with CP, and if these associations were dependent on age. METHODS This retrospective cohort study used commercial claims from 01/01/2001-12/31/2018. The primary cohort was children 2-18 years old with CP and an incident fracture (CP + Fx). Comparison cohorts were propensity score matched 1:1 to CP + Fx on demographic and health-related indicators: CP without fractures (CPw/oFx); without CP with (w/oCP + Fx) or without (w/oCPw/oFx) a fracture. The incidence rate (IR) and IR ratios (IRR) of 30-day and 31-90-day pneumonia and 90-day emergency department (ED) visit were estimated. Cox regression tested for effect modification by age and sex. RESULTS The CP + Fx cohort (n = 1670) had higher IRs of 30-day pneumonia (IRR range, 1.53-4.54) and 90-day ED visit (IRR range, 1.45-2.37) (all P < 0.05), and higher IRs of 31-90-day pneumonia but this did not reach statistical significance (IRR, 1.41 to 2.32, all P > 0.05). Notably, there was evidence of effect modification by age. The rate of 30-day pneumonia became more problematic for CP + Fx with older age relative to comparison cohorts and for 90-day ED visit compared to CPw/oFx. The rate of 90-day ED visit for CP + Fx was more problematic at younger ages compared to w/oCP + Fx. CONCLUSIONS Fractures among children with CP were associated with an increased rate of short-term pneumonia and ED visit, which was more problematic with older age.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
| | - Noelle S B Whyte
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Michelle S Caird
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
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Ayoubi L, Pruente J, Daunter AK, Erickson SR, Whibley D, Whitney DG. Opioid prescription patterns among commercially insured children with and without cerebral palsy. J Pediatr Rehabil Med 2024; 17:47-56. [PMID: 38489199 PMCID: PMC10977359 DOI: 10.3233/prm-230009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 02/15/2024] [Indexed: 03/17/2024] Open
Abstract
PURPOSE This study aimed to describe opioid prescription patterns for children with vs. without cerebral palsy (CP). METHODS This cohort study used commercial claims from 01/01/2015-12/31/2016 and included children aged 2-18 years old with and without CP. Opioid prescription patterns (proportion exposed, number of days supplied) were described. A zero-inflated generalized linear model compared the proportion exposed to opioids in the follow-up year (2016) and, among those exposed, the number of days supplied opioids between cohorts before and after adjusting for age, gender, race, U.S. region of residence, and the number of co-occurring neurological/neurodevelopmental disabilities (NDDs). RESULTS A higher proportion of children with (n = 1,966) vs. without (n = 1,219,399) CP were exposed to opioids (12.1% vs. 5.3%), even among the youngest age group (2-4 years: 9.6% vs. 1.8%), and had a greater number of days supplied (median [interquartile range], 8 [5-13] vs. 6 [4-9] days; P < 0.05). Comparing children with opioid exposure with vs. without CP, a greater number of days supplied was identified for older age, Asian race/ethnicity, and without co-occurring NDDs, and a lower number of days supplied was observed for Black race/ethnicity and with ≥1 co-occurring NDDs. CONCLUSION Children with CP are more likely to be exposed to opioids and have a higher number of days supplied.
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Affiliation(s)
- Lubna Ayoubi
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
| | - Jessica Pruente
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
| | - Alecia K. Daunter
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
| | - Steven R. Erickson
- Department of Clinical Pharmacy, College of Pharmacy, University of Michigan, Ann Arbor, MI, USA
| | - Daniel Whibley
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
| | - Daniel G. Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
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Whitney DG, Hurvitz EA. The age-related association between serum creatinine and cardiorespiratory morbidity and mortality and fractures among adults with cerebral palsy. Adv Med Sci 2023; 68:249-257. [PMID: 37473639 DOI: 10.1016/j.advms.2023.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 05/16/2023] [Accepted: 07/12/2023] [Indexed: 07/22/2023]
Abstract
PURPOSE Serum creatinine may be an objective biomarker of salient health issues in adults with cerebral palsy (CP). The objective was to assess the age-related association between serum creatinine with 3-year risk of cardiorespiratory morbidity/mortality and fracture among adults with CP. PATIENTS AND METHODS This retrospective cohort study used medical records between Jan. 1, 2012 and Oct. 2, 2022 from adults ≥18 years old with CP. The association between baseline serum creatinine with the 3-year risk of all-cause mortality, respiratory/cardiovascular morbidity/mortality, and fracture was assessed by age and sex using logistic regression. The discriminative ability of serum creatinine alone and in conjunction with other variables was assessed. RESULTS Over the 3-year follow-up, 8.3% of 1368 adults with CP had all-cause mortality, 25.6% had respiratory morbidity/mortality, 12.4% had cardiovascular morbidity/mortality, and 8.9% sustained a fracture. The association between serum creatinine with outcomes was dependent on age. For younger adults, lower creatinine had a higher odds ratio (OR) for all-cause mortality, respiratory morbidity/mortality, and fracture. For 51-60 year olds, higher creatinine had a higher OR for cardiovascular morbidity/mortality. Serum creatinine alone had modest prediction of outcomes, and generally improved prediction when added to models that included sex and co-occurring intellectual disabilities and epilepsy (c-statistic range, 0.54-0.84). CONCLUSIONS Lower serum creatinine may reflect frailty while higher levels may reflect kidney dysfunction, helping to explain the differential associations by age. Serum creatinine may be a useful biomarker as part of risk prediction models for these salient health issues for adults with CP.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, USA.
| | - Edward A Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, USA
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Gottlieb REW, Panzer KV, Wang M, Leis AM, Whitney DG. Longitudinal Patterns of Postfracture Outpatient Physical Therapy and Occupational Therapy Use and Its Association With 3-Year Mortality Among Adults With Cerebral Palsy. Phys Ther 2023; 103:pzad090. [PMID: 37440438 PMCID: PMC10471154 DOI: 10.1093/ptj/pzad090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Revised: 03/30/2023] [Accepted: 05/23/2023] [Indexed: 07/15/2023]
Abstract
OBJECTIVE Fragility fractures are common among adults with cerebral palsy (CP), but clinical rehabilitation use after fracture and its effect on long-term health outcomes have not been sufficiently studied. The objectives of this study were to identify patterns of the use of physical therapy, occupational therapy, or both in the 6-month postfracture period and the association with 3-year mortality in adults with CP. METHODS This retrospective cohort study included adults who were ≥18 years old, had CP, and had sustained an incident fragility fracture between January 1, 2014, and December 31, 2016, as identified from a random 20% Medicare fee-for-service dataset. Six-month outpatient physical therapy or occupational therapy use patterns after fracture were identified using group-based trajectory modeling. Cox regression determined the association between physical therapy or occupational therapy use trajectory patterns and mortality from 6 months to 3 years after fracture, adjusting for confounders. Effect modification by key characteristics was tested, including age, sex, and the modified Whitney Comorbidity Index (mWCI), which is a CP-specific comorbidity index that better captures overall medical complexity. RESULTS Of the 2429 participants included, the majority (73.2%) were characterized as having little to no probability of physical therapy or occupational therapy use, whereas 16.0 and 10.7% were characterized as having early initiation and later initiation, respectively. Compared to the mortality rate for the little to no physical therapy or occupational therapy group, the mortality rates were 26% lower for the early physical therapy or occupational therapy initiation group (hazard ratio [HR] = 0.74; 95% CI = 0.55-1.00) and were 20% lower for the later initiation group (HR = 0.80; 95% CI = 0.57-1.12). There was effect modification by the mWCI. The mortality rate was lower when the early initiation and later initiation groups were compared to the little to no initiation group across all mWCI values examined (median and interquartile range), but the effect was stronger (ie, lower mortality rate) for lower mWCI values for both early initiation and later initiation groups. CONCLUSION Most adults with CP underutilize outpatient physical therapy or occupational therapy services within 6 months postfracture. Early or later initiation versus little to no physical therapy or occupational therapy use was associated with a lower HR of mortality, although the effect was stronger and statistically significant among those with less medical complexity. IMPACT Throughout their lives, the use of rehabilitation services in individuals with CP, including physical therapy and occupational therapy, dramatically declines despite the need for continued rehabilitation across their lifespans. This study characterized longitudinal physical therapy or occupational therapy use patterns in the 6 months following a fragility fracture among adults with CP and found that nearly 3 in 4 adults with CP had little to no physical therapy or occupational therapy use during this critical window to optimize postfracture health and function. Further, those who more regularly used physical therapy or occupational therapy services, regardless of the timing of initiation (early vs later), had significantly improved survival up to 3 years after fracture, suggesting the need for greater access to and delivery of clinical rehabilitation services.
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Affiliation(s)
- Rachel E W Gottlieb
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, Michigan, USA
| | - Kate V Panzer
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, Michigan, USA
| | - Mia Wang
- School of Public Health, Kidney Epidemiology and Cost Center, University of Michigan, Ann Arbor, Michigan, USA
| | - Aleda M Leis
- Epidemiology Department, University of Michigan, Ann Arbor, Michigan, USA
| | - Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, Michigan, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan, USA
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Sattoe JNT, Hilberink SR. Impairments and comorbidities in adults with cerebral palsy and spina bifida: a meta-analysis. Front Neurol 2023; 14:1122061. [PMID: 37533474 PMCID: PMC10390785 DOI: 10.3389/fneur.2023.1122061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 06/30/2023] [Indexed: 08/04/2023] Open
Abstract
Introduction Aging with a childhood-onset disability, such as cerebral palsy (CP), spina bifida (SB), and muscular diseases (MD), comes along with significant impairments and comorbidities. Despite the increasing evidence an overall picture is lacking. This study aimed to review the literature about adults with CP/SB/MD and impairments and comorbidities to perform a meta-analysis. Materials and methods Embase, PubMed, Cinahl, and Google Scholar were searched (2000-2020). Search terms included adults with one of the aforementioned disabilities combined with impairments and comorbidities. If specific impairments or comorbidities were reported by at least four studies, these were included in the study. Pooled prevalence (95% Confidence Interval) of impairments/comorbidities were calculated. Results The search yielded 7,054 studies of which 95 were included in the meta-analysis (64 CP, 31 SB, 0 MD). In total estimates were calculated for 26 (CP) and 11 (SB) outcomes. In adults with CP, pain [56.4% (95%CI 48.8-63.8)], deformities [44.2% (95%CI 12.9-78.4)], intellectual disability [37.2% (95%CI 26.7-48.3)], and fatigue [36.9% (95%CI 24.6-50.1)] were most prevalent; renal disease [3.0% (95%CI 2.1-4.2)] and stroke/rheumatic diseases {4.8% (95%CI 3.4-6.5; 4.8% (95%CI 1.5-9.9)] respectively} were least prevalent. For adults with SB, bladder incontinence [60.0% (95%CI 50.5-69.2)], bowel incontinence [49.2% (95%CI 34.5-64.0)], pain [44.1% (95%CI 27.4-61.5)], and sleeping problems [30.3% (95%CI 4.7-65.8)] were most prevalent; diabetes [4.8% (95%CI 2.8-7.3)] and renal disease [8.7% (95%CI 2.0-19.9)] were least prevalent. The included studies showed large heterogeneity. Conclusions More research is needed to study health issues in adults with MD. Adults with CP or SB deal with a variety of health issues. More attention for the mental health of these adults is needed. There also is a need for accessible and adequate screening, preventive measures and clinical follow-up.
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Whitney DG. 5-year fracture risk among children with cerebral palsy. Pediatr Res 2023; 93:996-1002. [PMID: 35854092 DOI: 10.1038/s41390-022-02207-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 06/10/2022] [Accepted: 06/28/2022] [Indexed: 11/09/2022]
Abstract
BACKGROUND Epidemiologic evidence documenting fracture risk as children with cerebral palsy (CP) age throughout growth is lacking to inform on when to implement fracture prevention strategies. The objective was to characterize the 5-year risk of fractures by each year of age among <1-13 year olds with CP and effects by patient-level factors. METHODS This retrospective cohort study used commercial administrative claims from 01/01/2001 to 12/31/2018 from children <1-13 years old with ≥5 years of insurance enrollment. Fractures were examined during the 5-year follow-up. For the CP cohort, the association between 5-year fracture rate and patient-level factors was assessed using Cox regression. RESULTS Children with (n = 5559) vs. without (n = 2.3 million) CP had a higher 5-year fracture risk at the vertebral column, hip, and lower extremities at almost each year of age, but lower 5-year fracture risk at the upper extremities after 6 years old (all P < 0.05). Among children with CP, the 5-year fracture rate was elevated for co-occurring neurological conditions and non-ambulatory status at the vertebral column, hip, and lower extremities (hazard ratio [HR] range, 1.44-2.39), and higher for males at the upper extremities (HR = 1.29) (all P < 0.05). CONCLUSIONS This study provides novel epidemiologic evidence of 5-year fracture risk for each year of age for children with CP. IMPACT This study provides novel epidemiologic evidence of 5-year fracture risk for each year of age across important developmental stages for children with vs. without cerebral palsy (CP). Children with vs. without CP were more likely to fracture at the vertebral column, hip, lower extremities, and humerus and less likely to fracture at the forearm and hands. The age-related 5-year fracture risk was associated with clinically relevant patient-level factors, but in different ways by fracture region. Study findings may be used to enhance clinical detection of at-risk children and strategize when to implement fracture prevention efforts for children with CP.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA.
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
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Ryan JM, Albairami F, Hamilton T, Cope N, Amirmudin NA, Manikandan M, Kilbride C, Stevenson VL, Livingstone E, Fortune J. Prevalence and incidence of chronic conditions among adults with cerebral palsy: A systematic review and meta-analysis. Dev Med Child Neurol 2023. [PMID: 36807150 DOI: 10.1111/dmcn.15526] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 12/16/2022] [Accepted: 12/21/2022] [Indexed: 02/22/2023]
Abstract
AIM To assess the prevalence and incidence of chronic conditions among adults with cerebral palsy (CP) and compare them to the prevalence and incidence among adults without CP. METHOD We searched MEDLINE and Embase for studies reporting the prevalence or incidence of one or more chronic conditions among adults with CP. Two independent reviewers screened titles, abstracts, and full-text articles. Two independent reviewers extracted data relating to prevalence and incidence and appraised study quality. We performed random-effects meta-analyses to pool prevalence and incidence. RESULTS We identified 69 studies; 65 reported the prevalence of 53 conditions and 13 reported the incidence of 21 conditions. At least 20% of adults had the following conditions: depression (21%); anxiety (21%); mood affective disorders (23%); asthma (24%); hypertension (26%); epilepsy (28%); urinary incontinence (32%); malnutrition (38%); and scoliosis (46%). Adults with CP were more likely to have type 2 diabetes, anxiety, bipolar disorder, depression, schizophrenia, hypertension, ischaemic heart disease, stroke, cerebrovascular disease, asthma, liver disease, osteoarthritis, osteoporosis, underweight, and chronic kidney disease than adults without CP. INTERPRETATION These data from 18 countries, which provide an international perspective, may be used to promote awareness, identify targets for intervention, and inform the development of appropriate supports for adults with CP.
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Affiliation(s)
- Jennifer M Ryan
- Department of Public Health and Epidemiology, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Fatemah Albairami
- Department of Physical Therapy, Ahmadi Hospital, Kuwait Oil Company, Kuwait.,College of Health, Medicine and Life Sciences, Brunel University, London, UK
| | - Thomas Hamilton
- Faculty of Life Sciences and Medicine, King's College London, London, UK
| | - Nigel Cope
- Physiotherapy Department, Royal Free Hospital, Royal Free London NHS Foundation Trust, London, UK
| | | | - Manjula Manikandan
- Department of Public Health and Epidemiology, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Cherry Kilbride
- College of Health, Medicine and Life Sciences, Brunel University, London, UK
| | - Valerie L Stevenson
- The National Hospital for Neurology and Neurosurgery, UCLH Foundation Trust, London, UK
| | | | - Jennifer Fortune
- Department of Public Health and Epidemiology, Royal College of Surgeons in Ireland, Dublin, Ireland
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Wang Z, Mosconi MW. Editorial: Aging with neurodevelopmental disorders (NDD). Front Integr Neurosci 2023; 17:1167014. [PMID: 36937781 PMCID: PMC10018133 DOI: 10.3389/fnint.2023.1167014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 02/17/2023] [Indexed: 03/06/2023] Open
Affiliation(s)
- Zheng Wang
- Department of Applied Physiology and Kinesiology, University of Florida, Gainesville, FL, United States
| | - Matthew W Mosconi
- Clinical Child Psychology Program, University of Kansas, Lawrence, KS, United States
- Life Span Institute, University of Kansas, Lawrence, KS, United States
- Kansas Center for Autism Research and Training, University of Kansas, Lawrence, KS, United States
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Whitney DG, Clines GA, Leis AM, Caird MS, Hurvitz EA. Five-year risk of fracture and subsequent fractures among adults with cerebral palsy. Bone Rep 2022; 17:101613. [PMID: 36052289 PMCID: PMC9424353 DOI: 10.1016/j.bonr.2022.101613] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Revised: 08/17/2022] [Accepted: 08/18/2022] [Indexed: 11/16/2022] Open
Abstract
Background Epidemiologic evidence documenting the incidence of fracture and subsequent fractures among adults with cerebral palsy (CP) is lacking, which could inform fracture prevention efforts. The objective was to characterize the 5-year rate of initial and subsequent fragility fractures among adults with CP. Methods This retrospective cohort study used Medicare claims from 01/01/2008–12/31/2019 from adults ≥18 years old with CP (n = 44,239) and elderly ≥65 years old without CP (n = 2,176,463) as a comparison. The incidence rate (IR), IR ratio (IRR), and site distribution were estimated for the initial and subsequent fragility fractures over 5-years by sex and age. Results The IR of fragility fracture at any site over the 5-year follow-up was similar for 18–30-year-old men with CP (IR = 5.2; 95%CI = 4.4–5.9) and 30–34-year-old women with CP (IR = 6.3; 95%CI = 5.3–7.2) compared to the same sex youngest-old (65–74 years old) without CP (IRR = 1.09 and 0.94, respectively, both P > 0.05), and increased with older age for those with CP. The number of fragility fractures and IR of subsequent fragility fractures was similar for young men and middle-aged women with CP compared to elderly without CP, and increased with older age for those with CP. The proportion of fragility fracture at the tibia/fibula decreased while the vertebral column and multiple simultaneous sites (most involved hip/lower extremities) increased with older age. Conclusion Young and middle-aged adults with CP had similar-to-worse initial and subsequent fragility fracture profiles compared to the general elderly population- a well characterized group for bone fragility. Findings emphasize the need for fracture prevention efforts at younger ages for CP, possibly by ~5 decades younger. Fracture prevention efforts are focused on the elderly and postmenopausal women. Fragility fracture risk is elevated for those with CP across the adult lifespan. For men, the risk for 18–29 year olds (CP) was on par with 65–74 year olds (no CP). For women, risk for 30–34 year olds (CP) was on par with 65–74 year olds (no CP). CP had a higher risk of subsequent fragility fractures that was also premature.
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Affiliation(s)
- Daniel G. Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
- Corresponding author at: Department of Physical Medicine and Rehabilitation, University of Michigan, 325 E. Eisenhower, Ann Arbor, MI, USA.
| | - Gregory A. Clines
- Division of Metabolism, Endocrinology & Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- Endocrinology Section, Ann Arbor VA Medical Center, Ann Arbor, MI, USA
| | - Aleda M. Leis
- Epidemiology Department, University of Michigan, Ann Arbor, MI, USA
| | - Michelle S. Caird
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Edward A. Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
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Whitney DG. Mediating effects of post-fracture cardiorespiratory disease on mortality for adults with cerebral palsy: A cohort study. Ann Phys Rehabil Med 2022; 65:101661. [PMID: 35351653 PMCID: PMC9613788 DOI: 10.1016/j.rehab.2022.101661] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 02/18/2022] [Accepted: 03/02/2022] [Indexed: 11/25/2022]
Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, 325 E. Eisenhower, Ann Arbor, MI 48108, USA; Institute for Healthcare Policy and Innovation, University of Michigan, 2800 Plymouth Rd., Ann Arbor, MI 48109, USA.
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Whitney DG, Xu T, Whibley D, Ryan D, Caird MS, Hurvitz EA, Haapala H. Post-Fracture Inpatient and Outpatient Physical/Occupational Therapy and Its Association with Survival among Adults with Cerebral Palsy. J Clin Med 2022; 11:jcm11195561. [PMID: 36233436 PMCID: PMC9570908 DOI: 10.3390/jcm11195561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/15/2022] [Accepted: 09/20/2022] [Indexed: 11/16/2022] Open
Abstract
Physical and/or occupational therapy (PT/OT) may improve post-fracture health and survival among adults with cerebral palsy (CP), but this has not been studied in the inpatient setting. The objective was to quantify the association between acute inpatient and outpatient PT/OT use with 1-year mortality among adults with CP. This was a retrospective cohort study of adults with CP with an incident fragility fracture admitted to an acute care or rehabilitation facility using a random 20% Medicare fee-for-service dataset. Acute care/rehabilitation PT/OT was measured as the average PT/OT cost/day for the length of stay (LOS). Weekly exposure to outpatient PT/OT was examined up to 6 months post-fracture. Cox regression examined the adjusted association between the interaction of acute care/rehabilitation average PT/OT cost/day and LOS with 1-year mortality. A separate Cox model added time-varying outpatient PT/OT. Of 649 adults with CP, average PT/OT cost/day was associated with lower mortality rate for LOS < 17 days (HR range = 0.78−0.93), and increased mortality rate for LOS > 27 days (HR ≥ 1.08) (all, p < 0.05). After acute care/rehabilitation, 44.5% initiated outpatient PT/OT, which was associated with lower mortality rate (HR = 0.52; 95% CI = 0.27−1.01). Post-fracture inpatient and outpatient PT/OT were associated with improved 1-year survival among adults with CP admitted to acute care/rehabilitation facilities.
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Affiliation(s)
- Daniel G. Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI 48109, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI 48109, USA
- Correspondence:
| | - Tao Xu
- Kidney Epidemiology and Cost Center, School of Public Health, University of Michigan, Ann Arbor, MI 48109, USA
| | - Daniel Whibley
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI 48109, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI 48109, USA
| | - Dayna Ryan
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI 48109, USA
| | - Michelle S. Caird
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI 48109, USA
| | - Edward A. Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI 48109, USA
| | - Heidi Haapala
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI 48109, USA
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Whitney DG, Xu T, Ryan D, Whibley D, Caird MS, Hurvitz EA, Haapala H. Post-fracture rehabilitation pathways and association with mortality among adults with cerebral palsy. Clin Rehabil 2022; 37:119-131. [PMID: 36039504 PMCID: PMC10150496 DOI: 10.1177/02692155221123544] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE Rehabilitation may mitigate the high mortality rates and health declines post-fracture for adults with cerebral palsy, but this is understudied. The objectives were to characterize the post-fracture rehabilitation pathways and identify their association with 1-year survival among adults with cerebral palsy. METHODS A retrospective cohort study of adults with cerebral palsy with a fragility fracture with continuous health plan enrollment ≥1-year prior to and ≥1 day after their fracture date was performed using a random 20% Medicare fee-for-service dataset. Participants were categorized as a home discharge or inpatient rehabilitation admission post-fracture. For the home discharge cohort, weekly exposure to outpatient physical/occupational therapy (PT/OT) was examined up to 6-month post-fracture. Cox regression examined the association between time-varying PT/OTuse within 6-month post-fracture and mortality from 30 days to 1-year post-fracture before and after adjusting for confounders (e.g. medical complexity). RESULTS Of 3598 adults with cerebral palsy with an incident fragility fracture, 74% were discharged home without inpatient rehabilitation; they were younger, but more medically complex compared to the 26% admitted to inpatient rehabilitation. Among the home discharge cohort (n = 2662), 43.1% initiated PT/OTwithin 6-month post-fracture, and cumulative PT/OTexposure post-fracture was associated with improved survival; for example, per 3 weeks of PT/OTexposure, the adjusted mortality rate was 40% lower (95% confidence interval (CI) = 0.41-0.89). CONCLUSIONS Most adults with cerebral palsy with a fragility fracture were discharged home rather than to inpatient rehabilitation, and only 43.1% of that group initiated outpatient PT/OTwithin 6 months post-fracture. Receiving outpatient PT/OTwas associated with improved 1-year survival.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, 1259University of Michigan, Ann Arbor, MI, USA.,Institute for Healthcare Policy and Innovation, 1259University of Michigan, Ann Arbor, MI, USA
| | - Tao Xu
- Kidney Epidemiology and Cost Center, School of Public Health, 1259University of Michigan, Ann Arbor, MI, USA
| | - Dayna Ryan
- Department of Physical Medicine and Rehabilitation, 1259University of Michigan, Ann Arbor, MI, USA
| | - Daniel Whibley
- Department of Physical Medicine and Rehabilitation, 1259University of Michigan, Ann Arbor, MI, USA.,Institute for Healthcare Policy and Innovation, 1259University of Michigan, Ann Arbor, MI, USA
| | - Michelle S Caird
- Department of Orthopaedic Surgery, 1259University of Michigan, Ann Arbor, MI, USA
| | - Edward A Hurvitz
- Department of Physical Medicine and Rehabilitation, 1259University of Michigan, Ann Arbor, MI, USA
| | - Heidi Haapala
- Department of Physical Medicine and Rehabilitation, 1259University of Michigan, Ann Arbor, MI, USA
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Whitney DG, Xu T, Berri M. Post-fracture pneumonia risk and association with health and survival outcomes for adults with cerebral palsy: A retrospective cohort study. Bone 2022; 159:116390. [PMID: 35307581 PMCID: PMC9148428 DOI: 10.1016/j.bone.2022.116390] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Revised: 03/01/2022] [Accepted: 03/14/2022] [Indexed: 12/11/2022]
Abstract
BACKGROUND For adults with cerebral palsy (CP), fragility fractures may be a risk factor for pneumonia, a leading cause of death for this population; yet, the timing and complications are unknown. The objectives were to determine the 30-day pneumonia rate post-fracture and its association with mortality and incident cardiovascular events among adults with CP. METHODS This retrospective cohort study used nationwide administrative claims data from 01/01/2012-12/31/2017 from a random 20% sample of the Medicare fee-for-service and Optum Clinformatics® Data Mart. Cohorts included ≥18 years of age with CP with an incident fragility fracture (CP + Fx) and comparison cohorts: CP without fractures (CPw/oFx) and without CP with an incident fragility fracture (w/oCP + Fx). Incidence rate (IR) of pneumonia 30-days post-fracture and IR ratios were estimated by age group: 18-40, 41-64, and ≥ 65 years. For CP + Fx, Cox regression examined the association between time-varying pneumonia (within 30-days post-fracture) with mortality and incidence of cardiovascular events 0-30-days and 31-365-days post-fracture. RESULTS There were 3688 CP + Fx (mean [SD] age, 58.2 [14.9]; 56.4% women), 29,429 CPw/oFx (50.3 [15.8]; 45.9% women), and 363,995 w/oCP + Fx (65.9 [18.3]; 65.5% women). The IR of 30-day pneumonia for CP + Fx was similar across age groups (IR per 100 person-months, 8.4-11.0) and 1.77-16.18-fold higher (all P < 0.05) than comparison cohorts. Peri/post-fracture pneumonia was associated with an increased rate of mortality (30-day-adjusted HR [aHR] = 5.89, 95%CI = 3.54-9.81; 31-365-day aHR = 2.89, 95%CI = 2.13-3.92), congestive heart failure 0-30-days (aHR = 3.64, 95%CI = 2.01-6.57) and 31-365-days (time-dependent), myocardial infarction 31-365-days (aHR = 2.03, 95%CI = 1.11-3.71), and cerebrovascular disease 0-30-days (time-dependent), without evidence of effect modification by age, sex, or fracture site. CONCLUSIONS Adults with CP are particularly vulnerable to 30-day risk of post-fracture pneumonia and its complications across the adult lifespan and not just in the elderly years.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
| | - Tao Xu
- Kidney Epidemiology and Cost Center, School of Public Health, University of Michigan, Ann Arbor, USA
| | - Maryam Berri
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
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14
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Whitney DG, Rabideau ML, McKee M, Hurvitz EA. Preventive Care for Adults With Cerebral Palsy and Other Neurodevelopmental Disabilities: Are We Missing the Point? Front Integr Neurosci 2022; 16:866765. [PMID: 35464602 PMCID: PMC9021436 DOI: 10.3389/fnint.2022.866765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 03/11/2022] [Indexed: 11/29/2022] Open
Abstract
Preventive care techniques are cornerstones of primary care for people with neurodevelopmental disabilities such as cerebral palsy (CP). However, well-established methods evaluating health constructs may not be applied in the same way for adults with CP, as compared to the general population, due to differences in anatomy/physiology, leading to missed opportunities for interventions, medication modifications, and other primary/secondary prevention goals. One barrier to care prevention comes from misinterpretation of values to capture health constructs, even when measurements are accurate. In this Perspective, we emphasize the need for differential interpretation of values from commonly used clinical measures that assess for well-known medical issues among adults with CP obesity risk, bone health, and kidney health. We provide technical, but simple, evidence to showcase why the underlying assumptions of how some measures relate to the health construct being assessed may not be appropriate for adults with CP, which may apply to other neurodevelopmental conditions across the lifespan.
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Affiliation(s)
- Daniel G. Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, United States
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, United States
- *Correspondence: Daniel G. Whitney
| | - Michelle L. Rabideau
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Michael McKee
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Edward A. Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, United States
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15
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Whitney DG, Caird MS, Jepsen KJ, Hurvitz EA, Hirth RA. Excess healthcare spending associated with fractures among adults with cerebral palsy. Disabil Health J 2022; 15:101315. [DOI: 10.1016/j.dhjo.2022.101315] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 02/08/2022] [Accepted: 02/23/2022] [Indexed: 12/11/2022]
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16
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Physical and occupational therapy utilization and associated factors among adults with cerebral palsy: Longitudinal modelling to capture distinct utilization groups. Disabil Health J 2022; 15:101279. [DOI: 10.1016/j.dhjo.2022.101279] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 01/13/2022] [Accepted: 02/08/2022] [Indexed: 11/20/2022]
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17
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Whitney DG, Schmidt M, Hurvitz EA. Shared Physiologic Pathways Among Comorbidities for Adults With Cerebral Palsy. Front Neurol 2021; 12:742179. [PMID: 34671312 PMCID: PMC8520916 DOI: 10.3389/fneur.2021.742179] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 09/07/2021] [Indexed: 11/23/2022] Open
Abstract
Objective: Aging with cerebral palsy is accompanied by a declining health and function status across neurological and non-neurological systems. There is a need to understand the shared pathophysiology among comorbidities for adults with cerebral palsy, to inform clinical assessment and guidelines for interventions to improve healthful aging. To begin defining multimorbidity, this study identified the most common comorbidity combinations and their association with mortality among a representative sample of adults with cerebral palsy. Methods: Data from 2016 to 2018 were used from a random 20% sample from the fee-for-service Medicare database. Adults ≥18 years with cerebral palsy and 25 neurological and non-neurological comorbidities were obtained from 2016. Principal component (PC) analysis identified the most common comorbidity combinations, defined as individual PCs. Cox regression estimated the hazard ratio (HR) of 2-year mortality including all PCs and demographics in a single model. To facilitate comparisons, PC scores were transformed into quintiles (reference: lowest quintile). Results: Among the 16,728 adults with cerebral palsy, the most common comorbidity combinations (PCs) in order were: cardiorespiratory diseases, dysphagia, and fluid/electrolyte disorders; metabolic disorders (e.g., diabetes, renal disease, hypertension); neurologic-related disorders (e.g., dementia, cerebrovascular disease); gastrointestinal issues; and orthopedic-related disorders. During the 2-year follow-up, 1,486 (8.9%) died. In the adjusted model, most PCs were associated with an elevated mortality rate, especially the first PC (5th quintile HR = 3.91; 95%CI = 3.29–4.65). Discussion: This study identified the most common comorbidity combinations for adults with cerebral palsy, many of them were deadly, which may inform on the underlying pathophysiology or shared characteristics of multimorbidity for this population.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, United States.,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, United States
| | - Mary Schmidt
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, United States
| | - Edward A Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, United States
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18
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Whitney DG, Hurvitz EA, Caird MS. Critical periods of bone health across the lifespan for individuals with cerebral palsy: Informing clinical guidelines for fracture prevention and monitoring. Bone 2021; 150:116009. [PMID: 34020079 DOI: 10.1016/j.bone.2021.116009] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Revised: 04/26/2021] [Accepted: 05/14/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Skeletal fragility is a major burden for individuals with cerebral palsy (CP), but little is known clinically about when to prevent fractures or monitor bone health for this population. Critical periods of bone health (CPBH) are important windows for intervention to augment bone growth or mitigate bone loss. However, CPBH from the general population may not align with the needs or timing of skeletal fragility for individuals with CP. The objective of this study was to identify discrepancies when evaluating individuals with CP using CPBH across the lifespan from the general population, and propose new CP-specific CPBH. METHODS Data from 2016 administrative claims databases were used, including the Optum's De-identified Clinformatics® Data Mart Database and a random 20% sample of the Medicare fee-for-service database from the Centers for Medicare and Medicaid Services. Sex-stratified fracture prevalence was compared between individuals with and without CP across the lifespan starting at 2 years of age using age groups to capture important stages of development and 3-4-year age bands in adulthood (up to >80 years). Sex-specific CPBH from the general population included: rapid bone accrual, peak bone mass, menopause, and elderly. RESULTS There were 23,861 individuals with CP and 9,976,161 individuals without CP. CPBH from the general population did not align with the timing of skeletal fragility for CP. For example, fractures were rare and decreased throughout the CPBH of peak bone mass for males without CP, but males with CP had a greater relative fracture risk (2.9-5.6-fold higher) and a substantially increased rate of fracture (CP-slope 14× higher than non-CP-slope). For females with CP, fracture risk was increased by 18-21 years, with additional inflection points (e.g., decade before menopause and again by 57-60 years). For males with CP, fracture risk in mid-life exhibited a pattern similar to elderly males without CP. CONCLUSIONS This study identified discrepancies in evaluating fracture risk for individuals with CP if using established CPBH from the general population. We therefore propose new CP- and sex-specific CPBH for fracture monitoring and prevention.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
| | - Edward A Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
| | - Michelle S Caird
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
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19
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Whitney DG. Osteoporosis medication is associated with mortality risk reduction among adults with epilepsy: An observational study. Bone 2021; 150:116003. [PMID: 33984552 DOI: 10.1016/j.bone.2021.116003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 03/31/2021] [Accepted: 05/05/2021] [Indexed: 11/16/2022]
Abstract
BACKGROUND Adults with epilepsy have an increased risk of fragility fractures, which contributes to an accelerated rate of premature morbidity and mortality. In the general population, osteoporosis treatment has shown improvements in health and survival, possibly through improving skeletal robustness; however, the effect of osteoporosis medication on survival among adults with epilepsy has not been investigated. The purpose of this propensity score-matched, observational cohort study was to determine if osteoporosis medication was associated with mortality risk among adults with epilepsy. An exploratory analysis then examined the association between the type of osteoporosis medication with mortality. METHODS Data from 01/01/2012-09/30/2017 was extracted from Optum Clinformatics® Data Mart. Adults ≥50 years of age with epilepsy that were treatment naïve for and initiated osteoporosis medication (EP new users) were the primary group of interest, and were compared to adults with epilepsy that were not prescribed osteoporosis medication (EP no users) and adults without epilepsy that were treatment naïve for and initiated osteoporosis medication (w/o EP new users). Comparison groups were matched 1:4 to EP new users (n = 733; comparison groups, n = 2932) for demographics, glucocorticoid and antiseizure medication, prior 12-month fracture, and the Elixhauser comorbidity index. Crude incidence rate (IR) and IR ratio (IRR and 95% confidence intervals [CI]) was estimated for mortality for up to 3 years of follow-up. For new users, the association between type of osteoporosis medication (bisphosphonates vs. others) and mortality was explored using Cox proportional hazards regression after adjusting for all covariates. RESULTS For new users, the majority of the prescribed osteoporosis medications were bisphosphonates (~83%). The incidence of mortality for EP new users was lower compared to EP no users (IRR = 0.69; 95%CI = 0.52-0.93), but elevated compared to w/o EP new users (IRR = 1.42; 95%CI = 1.04-1.94). Comparing bisphosphonates to other medications for new users (P for EP group interaction = 0.089), EP new users showed a lower fully adjusted hazard ratio for mortality (HR = 0.56; 95%CI = 0.30-1.04), but was marginally insignificant (P = 0.066), while w/o EP new users showed no evidence of an association (HR = 1.09; 95%CI = 0.72-1.65). CONCLUSIONS Osteoporosis medication initiation was associated with a lower 3-year risk of mortality among adults with epilepsy. The exploratory analysis revealed potential evidence of a unique protective effect of bisphosphonates as compared to other osteoporosis medications on 3-year mortality for adults with epilepsy.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
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20
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Whitney DG, Kalia V, Rajapakse CS, Fedak Romanowski EM, Caird MS, Hurvitz EA, Jepsen KJ. The effect of age when initiating anti-seizure medication therapy on fragility fracture risk for children with epilepsy. Bone 2021; 149:115996. [PMID: 33962082 DOI: 10.1016/j.bone.2021.115996] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 04/26/2021] [Accepted: 04/29/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND Anti-seizure medication (ASM) is necessary to manage epilepsy and often prescribed to children and adolescents, but can lead to iatrogenic effects, including bone fragility by altering bone metabolism. Disrupting bone metabolism during crucial developmental stages could have a lasting adverse effect on bone health. Therefore, the objective of this propensity score-matched, observational cohort study was to determine if age when initiating ASM therapy across developmental stages (from pre- to post-puberty) for individuals with epilepsy was associated with an increased risk of fragility fracture. METHODS Data from 01/01/2011 to 12/31/2018 were extracted from Optum Clinformatics® Data Mart. Children aged 4-21 years at baseline with at least 5 years of continuous health plan enrollment were included to allow for a 1-year baseline and 4-years of follow-up. The primary group of interest included new ASM users (i.e., treatment naïve) with epilepsy. The comparison group, no ASM users without epilepsy, was matched 1:14 to new ASM users with epilepsy for demographics and baseline fracture. To provide a proxy for developmental stages, age was categorized as 4-6 (pre-puberty), 7-10 (early puberty), 11-13 (mid-puberty), 14-17 (late puberty), and 18-21 (post-puberty). Crude incidence rate (IR; per 1000 person years) and IR ratio (IRR and 95% confidence intervals [CI]) were estimated for non-trauma fracture (NTFx) for up to 4-years of follow-up. RESULTS Prior to stratifying by age group, the crude NTFx IR (95% CI) of 20.6 (16.5-24.8) for new ASM users with epilepsy (n = 1205) was 34% higher (IRR = 1.34; 95% CI = 1.09-1.66) than the crude NTFx IR (95% CI) of 15.4 (14.4-16.3) for no ASM users without epilepsy. The groups exhibited a different pattern of NTFx incidence with age, with new ASM users showing a more dramatic increase and peaking at 11-13 years, then decreasing with the older age groups. The crude IR and IRR were elevated for new ASM users with epilepsy compared to no ASM users without epilepsy for each age group (10% to 55% higher), but was only statistically significant for 11-13 years (IRR = 1.55; 95% CI = 1.02-2.36). CONCLUSIONS Children with epilepsy initiating ASM therapy may be vulnerable to fragility fracture, especially when initiating ASM around the time of puberty. Clinicians should be aware of this age-related association and consider age-appropriate adjunct bone fragility therapies.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.
| | - Vivek Kalia
- Department of Radiology, University of Michigan, Ann Arbor, MI, USA
| | - Chamith S Rajapakse
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA; Department of Orthopaedic Surgery, University of Pennsylvania, Philadelphia, PA, USA
| | - Erin M Fedak Romanowski
- Department of Pediatrics, Division of Pediatric Neurology, University of Michigan, Ann Arbor, MI, USA
| | - Michelle S Caird
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Edward A Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
| | - Karl J Jepsen
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
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21
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McNeish BL, Richardson JK, Bell SG, Whitney DG. Chemotherapy-induced peripheral neuropathy increases nontraumatic fracture risk in breast cancer survivors. JBMR Plus 2021; 5:e10519. [PMID: 34368609 PMCID: PMC8328798 DOI: 10.1002/jbm4.10519] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 04/29/2021] [Accepted: 05/19/2021] [Indexed: 12/16/2022] Open
Abstract
Chemotherapy is a common treatment for breast cancer (BrCa) and can cause chemotherapy‐induced peripheral neuropathy (CIPN). CIPN contributes to falls, and is thus a potential risk factor for nontraumatic fractures (NTFx); yet, the effect of CIPN on NTFx risk has not been examined for BrCa survivors. We therefore investigated the association between CIPN and NTFx in BrCa survivors. Data were extracted from Optum's Deidentified Clinformatics® Data Mart Database years 2010–2015 in this retrospective cohort study. Among women, three groups were derived based on BrCa and CIPN status: BrCa+/CIPN+ (primary group of interest), BrCa+/CIPN− (first comparison group), and BrCa−/CIPN− (second comparison group). After propensity score matching the comparison groups to BrCa+/CIPN+ at a ratio of 1:11 (BrCa:control) for demographics, osteoporosis, glucocorticoid medication, comorbidities, and cancer‐related variables for BrCa+/CIPN−, 1‐year incidence rate (IR) of NTFx was determined for each group. The incident rate ratio (IRR) determined if the IR for NTFx was different for BrCa+/CIPN+ compared to BrCa+/CIPN− and BrCa−/CIPN−. Cox proportional hazards regression models estimated the hazard ratios (HRs) after adjusting for covariates that were unable to be matched for. The crude IR (95% confidence interval [CI]) of NTFx was 4.54 (2.32–6.77) for BrCa+/CIPN+ (n = 359), 2.53 (2.03–3.04) for BrCa+/CIPN− (n = 3949), and 1.76 (1.35–2.18) for BrCa−/CIPN− (n = 3949). The crude IRR of NTFx was significantly elevated for BrCa+/CIPN+ as compared to BrCa+/CIPN− (IRR = 1.80; 95% CI, 1.06–3.05) and BrCa−/CIPN− (IRR = 2.58; 95% CI, 1.50–4.44). The elevated rate of NTFx for BrCa+/CIPN+ remained unchanged after adjusting for aromatase inhibitors compared to BrCa+/CIPN− (HR = 1.79; 95% CI, 1.06–3.04). Female BrCa survivors have an increased 1‐year IR of NTFx after the onset of CIPN, suggesting that CIPN is an additive burden on NTFx risk among BrCa survivors. © 2021 The Authors. JBMR Plus published by Wiley Periodicals LLC on behalf of American Society for Bone and Mineral Research.
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Affiliation(s)
- Brendan L McNeish
- Department of Physical Medicine and Rehabilitation Michigan Medicine Ann Arbor Michigan USA
| | - James K Richardson
- Department of Physical Medicine and Rehabilitation Michigan Medicine Ann Arbor Michigan USA
| | - Sarah G Bell
- Department of Obstetrics and Gynecology University of Michigan Ann Arbor Michigan USA
| | - Daniel G Whitney
- Department of Physical Medicine and Rehabilitation Michigan Medicine Ann Arbor Michigan USA.,Institute for Healthcare Policy and Innovation University of Michigan Ann Arbor Michigan USA
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22
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Kannikeswaran S, French ZP, Walsh K, Swallow J, Caird MS, Whitney DG. Fracture characteristics by age, sex, and ambulatory status among individuals with cerebral palsy: a descriptive study. Disabil Rehabil 2021; 44:4806-4812. [PMID: 33962527 DOI: 10.1080/09638288.2021.1921860] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
PURPOSE To evaluate clinically relevant fracture characteristics by age, sex, and ambulatory status among individuals with cerebral palsy. METHODS Fracture location, energy of fracture, and activities that lead to a fracture were assessed among a clinic-based sample of children (0-17 years; n = 57) and adults (18-70 years; n = 58) with cerebral palsy that sustained a fracture by sex and gross motor function classification system (GMFCS) I-III vs. IV/V. RESULTS Proportion of fractures that were low-energy was 67-99% for children and 69-84% for adults. ∼2/3rds of fractures were at the lower extremities, with the distal femur being the most common site for children (44%) and the foot/ankle for adults (40%); however, there were age, sex, and ambulatory effects, such that 43% of adults GMFCS IV/V and 32% of women had a distal femur fracture. GMFCS I-III were more likely to fracture from functionally complex activities, while GMFCS IV/V were more likely to fracture from wheelchair/transfers/limb-stuck and incidental findings. CONCLUSIONS The majority of fractures were low-energy and occurred in the lower extremities, with effects by age, sex, and GMFCS. Activities that led to a fracture also differed by age and GMFCS, which can be used to design fracture prevention interventions in addition to bolstering skeletal mass and architecture.Implications for rehabilitationSkeletal fragility is a major problem for individuals with cerebral palsy (CP) across the lifespan leading to an increased risk of fragility fractures.Rehabilitation is a prime clinical intervention to prevent fractures from occurring and improving post-fracture healing and function; yet, effective rehabilitation interventions require knowledge of fracture characteristics, such as where fractures are occurring and the activities that lead to the fracture event specific to individuals with CP.Using a clinic-based sample of 0-70 year olds with CP, we describe salient fracture characteristics based on age, sex, and ambulatory status to enhance translation into clinical and rehabilitation practice.
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Affiliation(s)
- Sanjana Kannikeswaran
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
| | - Zachary P French
- Department of Orthopedics and Rehabilitation, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Kevin Walsh
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Jennylee Swallow
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Michelle S Caird
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA.,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
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23
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Matlen LB, Whitney DG, Whibley D, Jansen EC, Chervin RD, Dunietz GL. Obstructive sleep apnea and fractures in children and adolescents. J Clin Sleep Med 2021; 17:1853-1858. [PMID: 33928906 DOI: 10.5664/jcsm.9318] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
STUDY OBJECTIVES To examine, among girls and boys, associations between site-specific extremity fracture and sleep apnea diagnosis or treatment. METHODS A cross-sectional analysis of claims data from 2016-2018 for children aged 2-18. Children with sleep apnea, continuous positive airway pressure, adenotonsillectomy, and fracture were identified using ICD10, CPT and HCPCS codes. We examined sex-stratified associations between site-specific fracture, sleep apnea and sleep apnea treatment. RESULTS Among 2,327,104 children, 9,547 (0.41%) had sleep apnea and nearly 61% were treated. Girls with sleep apnea, treated or untreated, had increased odds of lower, but not upper, extremity fracture compared to those without sleep apnea (treated 1.56, 95% CI 1.11, 2.21; untreated OR 1.63, 95% CI 1.09, 2.44). Only boys untreated for sleep apnea had increased odds of lower extremity fracture in comparison to those without a diagnosis of sleep apnea (OR 1.65, 95% CI 1.20,2.27). Interestingly, boys treated for sleep apnea but not those untreated, in comparison to boys without sleep apnea, had different (reduced) odds of upper extremity fracture (OR 0.74, 95% CI 0.59, 0.95). CONCLUSIONS These large datasets provide evidence that both boys and girls with untreated sleep apnea have higher odds of lower extremity fractures. However, treatment for sleep apnea was associated with improved odds of lower extremity fracture only in boys. Upper extremity data were less clear. These data are cross-sectional and cannot show causality, but they suggest that treatment for sleep apnea may lower risk for extremity fractures in boys.
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Affiliation(s)
- Lisa B Matlen
- Department of Pediatrics and Sleep Disorders Centers, University of Michigan, Ann Arbor, MI
| | - Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI
| | - Daniel Whibley
- Epidemiology Group, School of Medicine, Medical Sciences and Nutrition, University of Aberdeen, Aberdeen, UK
| | - Erica C Jansen
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI
| | - Ronald D Chervin
- Department of Neurology, Division of Sleep Medicine, University of Michigan, Ann Arbor, MI
| | - Galit Levi Dunietz
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI.,Department of Neurology, Division of Sleep Medicine, University of Michigan, Ann Arbor, MI
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Whitney DG, Kamdar NS. Development of a new comorbidity index for adults with cerebral palsy and comparative assessment with common comorbidity indices. Dev Med Child Neurol 2021; 63:313-319. [PMID: 33289071 DOI: 10.1111/dmcn.14759] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/29/2020] [Indexed: 01/03/2023]
Abstract
AIM To develop a new comorbidity index for adults with cerebral palsy (CP), the Whitney Comorbidity Index (WCI), which includes relevant comorbidities for this population and better predicts mortality than the Charlson Comorbidity Index (CCI) and Elixhauser Comorbidity Index (ECI). METHOD Data from the Optum Clinformatics Data Mart was used for this retrospective cohort study. Diagnosis codes were used to identify adults aged 18 years or older with CP (n=1511 females, n=1511 males; mean [SD; range] age=48y [19y 2mo; 18-89y]) and all comorbidities in the year 2014. The WCI was developed based on the comorbidities of the CCI and ECI and other relevant comorbidities associated with 2-year mortality using Cox regression and competing risk analysis. The WCI was examined as unweighted (WCIunw ) and weighted (WCIw ). The model fit and discrimination (C-statistic) of each index was assessed using Cox regression. RESULTS Twenty-seven comorbidities were included in the WCI; seven new comorbidities that were not part of the CCI or ECI were added. The WCIunw and WCIw showed a better model fit and discrimination for 1- and 2-year mortality compared to the CCI and ECI. The WCIunw and WCIw were strong predictors for 1- and 2-year mortality (C-statistic [95% confidence interval] ranging from 0.81 [0.76-0.85] to 0.88 [0.82-0.94]). INTERPRETATION The new WCI, designed to include clinically relevant comorbidities, provides a better model fit and discrimination of mortality for adults with CP. WHAT THIS PAPER ADDS Common comorbidity indices exclude relevant comorbidities for adults with cerebral palsy (CP). A new comorbidity index for adults with CP was created by harmonizing clinical theory and data-driven methods. The Whitney Comorbidity Index better predicted 1- and 2-year mortality than other commonly used comorbidity indices.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA.,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
| | - Neil S Kamdar
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.,Department of Obstetrics and Gynecology, University of Michigan, Ann Arbor, MI, USA.,Department of Surgery, University of Michigan, Ann Arbor, MI, USA.,Department of Emergency Medicine, University of Michigan, Ann Arbor, MI, USA
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Whitney DG, Hurvitz EA, Caird MS. The Effect of Osteoporosis Medication on Risk Attenuation of Non-Trauma Fracture Among Adults with Cerebral Palsy: A Propensity Score-Matched Observational Study. Clin Epidemiol 2021; 13:91-102. [PMID: 33603490 PMCID: PMC7886102 DOI: 10.2147/clep.s294202] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 01/08/2021] [Indexed: 12/25/2022] Open
Abstract
Purpose The efficacy of osteoporosis medication on reducing the risk of non-trauma fracture (NTFx) among adults with cerebral palsy (CP) has not been comprehensively investigated. There are many logistical and biological factors that may reduce this efficacy, and therefore requires attention. The purpose of this propensity score-matched, observational cohort study was to determine if osteoporosis medication was associated with NTFx risk attenuation among adults with CP and compared to adults without CP. Materials and Methods Data from 07/01/2011 to 09/30/2015 were extracted from Optum Clinformatics® Data Mart. Claims identified adults (≥18 years), CP, osteoporosis medication, pre-index NTFx (6-months), and post-index NTFx (12-months). CP without osteoporosis medication (CPMeds-) and without CP with Meds (non-CPMeds+; reflects "background" population) served as controls and were matched (6:1 ratio) to adults with CP with Meds (CPMeds+; n=306). The Meds groups were further stratified by the initiation of their medication as new users or consistent users. Changes in the prevalence of NTFx from pre- to post-index periods were examined with risk ratios (RR) and the change was compared among groups using the ratio of the RR (RRR) via difference-in-difference analysis. Results New users with CP had: a larger risk attenuation of any NTFx compared to CPMeds- (RRR=0.39; 95% CI=0.22-0.71), which was consistent for vertebral column/hip and lower extremities; a larger risk attenuation for NTFx of the lower extremities compared to consistent users with CP (RRR=0.22; 95% CI=0.05-0.93); and a similar risk attenuation of any NTFx compared to new users without CP (RRR=0.81; 95% CI=0.45-1.43), which was consistent for vertebral column/hip and lower extremities. Conclusion The findings suggest that osteoporosis medication is associated with clinically meaningful risk attenuation of NTFx, especially for new users with CP.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA.,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
| | - Edward A Hurvitz
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA
| | - Michelle S Caird
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
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Whitney DG, Devlin MJ, Alford AI, Caird MS. Pattern of bone marrow lipid composition measures along the vertebral column: A descriptive study of adolescents with idiopathic scoliosis. Bone 2021; 142:115702. [PMID: 33099030 PMCID: PMC9426858 DOI: 10.1016/j.bone.2020.115702] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Revised: 10/03/2020] [Accepted: 10/18/2020] [Indexed: 11/21/2022]
Abstract
BACKGROUND There is evidence that the extent of vertebral bone marrow adiposity increases caudally along the vertebral column in children and adolescents. However, no studies have examined the lipid composition of bone marrow along the vertebral column, which may uniquely influence bone acquisition and metabolism during growth independent of the amount of bone marrow adipose tissue. The goal of this study was to characterize the pattern of lipid composition index measures from the thoracic to lumbar spine (T11-L4) among a sample of adolescents with idiopathic scoliosis (AIS) undergoing routine orthopedic surgical care for scoliosis correction. METHODS Adolescents between 14 and 18 years of age, with a confirmed diagnosis of AIS, and undergoing routine posterior spinal fusion surgery at our institution were initially included for this descriptive study. The surgery yielded transpedicular vertebral body marrow samples from T11 through L4; 11 participants had bone marrow samples from T11 through L2 and 4 of the 11 participants had marrow samples from T11 through L4. Lipid composition index measures, including the saturated, monounsaturated, and polyunsaturated index, were measured using a targeted lipidomics technique. Linear regression equation for the slope (m) and Pearson correlation coefficient (r) was computed to assess the pattern of lipid composition index measures along the vertebral column from T11 to L2 (n = 11) and extended analysis to L4. Exploratory analyses were performed to examine the association between the pattern of lipid composition measures (individual slopes) and physical characteristics for T11-L2. RESULTS For T11-L2, the slope of the saturated index was near 0 (r = 0.08; P = 0.92), whereas the slopes of the unsaturated indices were approximately opposite of one another: the monounsaturated index exhibited a -0.55 change (r = 0.58; P = 0.42) per vertebra and the polyunsaturated index exhibited a 0.52 change (r = 0.72; P = 0.28) per vertebra in the caudal direction from T11-L2. For T11-L4, there were modest changes in slope for the saturated (m = 0.12; r = 0.30; P = 0.57) and monounsaturated (m = -0.68; r = 0.74; P = 0.09) indices, while the polyunsaturated index slope remained similar (m = 0.56; r = 0.89; P = 0.02). Age, sex, height, body mass, and BMI were not associated with the pattern of any of the lipid composition index measures. CONCLUSIONS Study findings in this small sample of individuals with AIS suggest that the bone marrow saturated index may be relatively stable across T11-L4, while the monounsaturated index may decrease by 0.55-0.68% per vertebra and the polyunsaturated index may increase by 0.52-0.56% per vertebra in the caudal direction.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, 325 E. Eisenhower, Ann Arbor, MI 48108, United States of America; Institute for Healthcare Policy and Innovation, University of Michigan, 2800 Plymouth Rd., Ann Arbor, MI 48109, United States of America.
| | - Maureen J Devlin
- Department of Anthropology, University of Michigan, 1085 S. University Ave., Ann Arbor, MI 48109, United States of America
| | - Andrea I Alford
- Department of Orthopaedic Surgery, University of Michigan, A. Alfred Taubman Biomedical Sciences Research Building, Room 2009, Ann Arbor, MI 48109, United States of America
| | - Michelle S Caird
- Department of Orthopaedic Surgery, University of Michigan, A. Alfred Taubman Biomedical Sciences Research Building, Room 2009, Ann Arbor, MI 48109, United States of America
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Whitney DG. Effectiveness of osteoporosis medication on site-specific fracture-risk attenuation among adults with epilepsy. Epilepsia 2020; 61:2583-2592. [PMID: 33090479 DOI: 10.1111/epi.16700] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Revised: 08/31/2020] [Accepted: 08/31/2020] [Indexed: 11/28/2022]
Abstract
OBJECTIVE The objective of this propensity score-matched, observational cohort study was to determine the effectiveness of osteoporosis medication on reducing the risk of non-trauma fracture (NTFx) among adults with epilepsy. METHODS Data from 01/01/2012 to 09/30/2015 was extracted from Optum Clinformatics Data Mart. NTFx risk attenuation from 12 months prior to 12 months after the individual's index date was examined for each group of adults ≥50 years of age as risk ratios (RRs with 95% confidence intervals [CIs]). Groups were stratified based on: (1) epilepsy status, as with vs without epilepsy (EP); and (2) if and when osteoporosis medication was first prescribed, as new users (treatment naive), consistent users (osteoporosis medication prescribed in pre-index period), and no users. Comparison groups were matched 1:1 to EP new users (n = 828/group) for demographics, glucocorticoid and antiseizure medication, and the Elixhauser comorbidity index. Difference-in-difference analysis compared the change in pre- to post-index NTFx risk among groups as the ratio of the RR (RRR). RESULTS The pre- to post-index NTFx risk at any site was reduced for EP new users (RR = 0.49; 95% CI = 0.40-0.61) and EP consistent users (RR = 0.70; 95% CI = 0.38-0.98), but nonsignificantly elevated for EP no users (RR = 1.39; 95% CI = 0.93-2.07)-findings were consistent for most sites (eg, vertebral column). EP new users had a larger NTFx risk attenuation at any site compared to EP no users (RRR = 0.35; 95% CI = 0.23-0.54) and EP consistent users (RRR = 0.70; 95% CI = 0.51-0.97). EP consistent users had a larger NTFx risk attenuation at any site compared to EP no users (RRR = 0.50; 95% CI = 0.32-0.79). The extent of NTFx risk attenuation at any site was similar for new users with vs without epilepsy (RRR = 0.99; 95% CI = 0.73-1.34) and consistent users with vs without epilepsy (RRR = 0.81; 95% CI = 0.55-1.17). There was evidence of site-specific effects (eg, hip). CONCLUSION Osteoporosis medication is associated with a clinically meaningful 12-month NTFx risk attenuation for adults with epilepsy, especially for those just starting osteoporosis medication.
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Affiliation(s)
- Daniel G Whitney
- Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI, USA.,Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
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Risk for respiratory and cardiovascular disease and mortality after non-trauma fracture and the mediating effects of respiratory and cardiovascular disease on mortality risk among adults with epilepsy. Epilepsy Res 2020; 166:106411. [DOI: 10.1016/j.eplepsyres.2020.106411] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Revised: 06/22/2020] [Accepted: 06/29/2020] [Indexed: 12/29/2022]
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