Literature DB >> 30127053

Gout and hearing impairment in the elderly: a retrospective cohort study using the US Medicare claims data.

Jasvinder A Singh1,2,3, John D Cleveland2.   

Abstract

OBJECTIVES: To evaluate whether gout is associated with a higher risk of hearing loss in older adults.
DESIGN: Retrospective cohort study.
SETTING: USA. PARTICIPANTS: 5% random sample of US Medicare claims 2006-2012, representative of US adults aged 65 years or older. PRIMARY AND SECONDARY OUTCOMES: Incident (new) hearing loss identified by the presence of at least two claims at least 4 weeks apart with an International Classification of Diseases, Ninth Revision, 389.xx, with no respective claim in the baseline 1-year observation period.
RESULTS: Among the 1.71 million eligible people, 89 409 developed incident hearing impairment. The crude incidence rates of incident hearing impairment in people with versus without gout were 16.9 vs. 8.7 per 1000 person-years. Using Cox regression analyses adjusted for demographics, medical comorbidity and common cardiovascular and gout medications, we found that gout was associated with a significantly higher HR of incident hearing impairment, HR was 1.44 (95% CI 1.40 to 1.49, p<0.0001). Findings were confirmed in sensitivity analyses that substituted continuous Charlson-Romano Index with categorical variable or all comorbidities and additionally cardiovascular risk factors, with minimal attenuation of HR.
CONCLUSIONS: Gout is associated with a higher risk of development of hearing loss in older adults. Future studies need to assess the underlying mechanisms of this association. © Author(s) (or their employer(s)) 2018. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.

Entities:  

Keywords:  audiology; epidemiology; rheumatology

Mesh:

Year:  2018        PMID: 30127053      PMCID: PMC6104764          DOI: 10.1136/bmjopen-2018-022854

Source DB:  PubMed          Journal:  BMJ Open        ISSN: 2044-6055            Impact factor:   2.692


Study findings are only generalisable to adults aged 65 years or older. We used the diagnostic codes for both the outcome and the exposure, which puts results at the risk of misclassification bias, which we estimate would bias our estimates towards null. Lack of laboratory measures, including serum urate, or markers of inflammation or oxidative stress limited us from assessing whether they are the underlying mechanisms of this association. Despite controlling for several potential confounders, residual confounding is possible, due to an observational study design. Our study strengths were that we included a representative large sample of US adults aged 65 years or older, an adequate number of events occurred and our study findings were robust in multiple sensitivity models.

Introduction

Hearing loss is a common problem in the ageing population. The 2005–5006 National Health and Nutritional Examination Survey (NHANES) data showed that more than two-thirds of US adults aged 70 years or older had hearing loss,1 while another population-based study found a prevalence of 46% in US adults aged 48–92 years.2 People with hearing loss continue to have further decline in hearing.3 Hearing loss is associated with self-reported communication difficulties, difficulty with activities of daily living (ADLs) and instrumental ADLs and a lower quality of life.4–6 Hearing loss is associated with a higher risk of incident dementia7; sudden hearing loss is associated with a higher risk of stroke.8 Thus, hearing loss, with its consequences and long-term individual and societal burden, is a significant public health problem. A recent study using the NHANES data found that older age, male sex and white race were strongly associated with hearing loss after multivariate adjustment1; cardiovascular disease, loud noise, diabetes and smoking were also associated.9 10 In mouse cochlea, increased oxidative stress and inflammation may trigger cell death pathways.11 Other studies have also shown that oxidative stress, inflammation and autophagic stress can potentiate noise-induced or age-related hearing loss.11–14 Another condition with risk factors similar to hearing loss (older age, male sex, cardiovascular disease) is gout, the most common inflammatory arthritis in adults. The hallmarks of gout are hyperuricaemia and urate crystal formation that are associated with inflammation15 16 and oxidative stress,17–21 pathological processes which are also implicated in the pathogenesis of hearing loss.11–14 Based on this similarity in pathogenesis, we hypothesised that gout in the elderly will be independently associated with a higher risk of new-onset hearing loss after adjusting for known risk factors, and that this association will vary by important biological variables, such as age, sex and race. Our objective was to address these questions.

Methods

Data sources and study sample

We used the 5% Medicare claims data from 2006 to 2012. People were eligible for this study if they were Medicare fee-for-service recipients with part A and/or B, but not Medicare Advantage plan (part C; claims incomplete) and a valid US mailing address.

Predictor of interest

The predictor of interest was existing gout, identified by the occurrence of two International Classification of Diseases, Ninth Revision (ICD-9-CM) codes for 274.xx, on two claims at least 4 weeks apart, an approach shown to be valid in observational studies with specificity and sensitivity of ≥90%.22

Independent variable/outcome of interest

The outcome we were interested in was incident (new) hearing impairment, identified by the presence of at least two claims at least 4 weeks apart with an ICD-9-CM, 389.xx,23 and its absence in the baseline 1-year period. We included patient demographics, age, sex and race, based on the data obtained from the Medicare denominator file and the beneficiary summary file. We assessed medical comorbidity using the Charlson-Romano Comorbidity Index which is a validated measure of comorbidity, developed for claims data.24 It was obtained from inpatient and outpatient Medicare claims and treated as a continuous variable (main analysis). We used the Medicare part D prescription claims file to assess the use of common cardiovascular drugs (statins, beta-blockers, diuretics and ACE inhibitors) and drugs for gout (allopurinol, febuxostat), as surrogates for the severity (and the presence) of the underlying conditions which they were used to treat.

Patient and public involvement

The development of the research question was informed by several patients with gout seen at the University of Alabama at Birmingham (UAB) General Rheumatology Clinic and the UAB Gout Clinic who asked us about the possible link of gout and their chronic condition(s), including hearing loss. This prompted us to perform this study. Patients were not involved in study design or conduct. Administrative dataset does not contain identifiable information for patients, and therefore, patients can not be contacted for dissemination of study findings. The publication of this manuscript is our planned dissemination of the findings to the public.

Statistical analyses

We calculated crude incidence rates for the occurrence of incident hearing impairment in patients with versus without gout at baseline. Characteristics of people with versus without hearing impairment were compared using Student’s t-test or χ2 test, as appropriate. We used multivariable-adjusted Cox proportional hazard model to assess whether gout diagnosis at baseline was associated with a new diagnosis of hearing impairment during the follow-up, while adjusting for demographics, comorbidity and common medications (model 1). Sensitivity analyses modelled Charlson-Romano Index in categories (model 2) or as individual comorbidities plus hyperlipidemia, hypertension and coronary artery disease, ie, cardiovascular risk factors (model 3). Subgroup analyses were done to assess if gout’s association with hearing impairment varied by age, gender, race and tobacco use disorder.

Results

Of the 1.71 million people in our cohort, 89 409 developed incident hearing impairment (table 1). Compared with the people without, people with hearing impairment were older, less likely to be black and had higher medical comorbidity (table 1). The crude incidence rates of incident hearing impairment in people with versus without gout were 16.9 vs 8.7 per 1000 person-years.
Table 1

Demographic and clinical characteristics of people with hearing impairment

Entire cohortHearing impairment during the follow-upP values
NoYes
Total, N 1 716 438*1 627 02989 409
Age, mean (SD)75.3 (7.6) 75.2 (7.6) 76.5 (7.3) <0.0001
Gender, N (%) <0.0001
 Male728 050 (42.4) 691 144 (42.5) 36 906 (41.3)
 Female988 388 (57.6) 935 885 (57.5) 52 503 (58.7)
Race/ethnicity, N (%) <0.0001
 White1 477 659 (86.1) 1 397 909 (85.9) 79 750 (89.2)
 Black141 798 (8.3) 137 200 (8.4) 4598 (5.1)
 Other/unknown96 981 (5.7) 91 920 (5.6) 5061 (5.7)
Charlson-Romano comorbidity score, mean (SD)1.60 (2.39) 1.59 (2.40) 1.75 (2.23) <0.0001
Charlson-Romano comorbidity score categories, N (%) <0.0001
 0905 578 (52.8%) 866 797 (53.3%) 38 781 (43.4%)
 1172 125 (10.0%) 160 939 (9.9%) 11 186 (12.5%)
 ≥2638 735 (37.2%) 599 293 (36.8%) 39 442 (44.1%)
Charlson-Romano Comorbidities, N (%)
 Myocardial infarction68 199 (4.0) 64 294 (4.0) 3905 (4.4) <0.0001
 Heart failure201 363 (11.7) 190 652 (11.7) 10 711 (12.0) 0.018
 Peripheral vascular disease166 866 (9.7) 156 169 (9.6) 10 697 (12.0) <0.0001
 Cerebrovascular disease166 659 (9.7) 156 026 (9.6) 10 633 (11.9) <0.0001
 Dementia77 454 (4.5) 74 434 (4.6) 3020 (3.4) <0.0001
 Chronic pulmonary disease267 689 (15.6) 251 447 (15.5) 16 242 (18.2) <0.0001
 Connective tissue disease47 429 (2.8) 43 887 (2.7) 3542 (4.0) <0.0001
 Peptic ulcer disease32 397 (1.9) 30 202 (1.9) 2195 (2.5) <0.0001
 Mild liver disease8440 (0.49) 7957 (0.49) 483 (0.54) 0.033
 Diabetes317 322 (18.5) 299 093 (18.4) 18 229 (20.4) <0.0001
 Diabetes with end organ damage93 630 (5.5) 87 895 (5.4) 5735 (6.4) <0.0001
 Hemiplegia14 238 (0.83)13 515 (0.83)723 (0.81)0.48
 Renal failure/disease59 136 (3.4) 56 187 (3.5) 2949 (3.3) 0.013
 Any tumour, leukaemia or lymphoma171 928 (10.0) 160 323 (9.9) 11 605 (13.0) <0.0001
 Moderate or severe liver disease1985 (0.12) 1905 (0.12) 80 (0.09) 0.018
 Metastatic cancer17 831 (1.0) 17 109 (1.1) 722 (0.81) <0.0001
 AIDS546 (0.03)520 (0.03)26 (0.03)0.64
Hypertension826 095 (48.1) 771 614 (47.4) 54 481 (60.9) <0.0001
Hyperlipidaemia594 495 (34.6) 552 056 (33.9) 42 439 (47.5) <0.0001
Coronary artery disease300 512 (17.5) 280 016 (17.2) 20 496 (22.9) <0.0001
Obesity35 772 (2.1) 33 622 (2.1) 2150 (2.4) <0.0001

Bold values represent statistically significant difference with a p-value of <0.05.

*Cohort selected for study of incident hearing loss that had a baseline period of 365 days without a diagnosis of hearing loss.

Demographic and clinical characteristics of people with hearing impairment Bold values represent statistically significant difference with a p-value of <0.05. *Cohort selected for study of incident hearing loss that had a baseline period of 365 days without a diagnosis of hearing loss. In multivariable-adjusted analyses, we found that gout was associated with a significantly increased HR of new-onset hearing impairment, HR was 1.44 (95% CI 1.40 to 1.49), confirmed with minimal attenuation of HR in sensitivity analyses (models 2 and 3; table 2).
Table 2

Association of gout and other risk factors with hearing impairment

Multivariable-adjusted model 1*Multivariable-adjusted model 2*Multivariable-adjusted model 3*
HR (95% CI)P valuesHR (95% CI)P valuesHR (95% CI)P values
Age (in years)
 65 to <75RefRefRef
 75 to <85 1.60 (1.58 to 1.63) <0.0001 1.57 (1.55 to 1.60) <0.0001 1.54 (1.52 to 1.56) <0.0001
 ≥85 2.32 (2.28 to 2.37) <0.0001 2.28 (2.23 to 2.33) <0.0001 2.32 (2.27 to 2.36) <0.0001
Gender
 MaleRefRefRef
 Female 1.00 (0.98 to 1.01) 0.62 1.00 (0.98 to 1.01) 0.67 0.98 (0.97 to 0.99) 0.003
Race
 WhiteRefRefRef
 Black 0.60 (0.58 to 0.62) <0.0001 0.61 (0.59 to 0.62) <0.0001 0.62 (0.60 to 0.64) <0.0001
 Other 0.93 (0.90 to 0.96) <0.0001 0.94 (0.92 to 0.97) <0.0001 0.97 (0.94 to 1.00) 0.033
Charlson-Romano Score, per unit change 1.10 (1.09 to 1.10) <0.0001 NANA
Charlson-Romano Score
 0NARefNA
 1 1.54 (1.51 to 1.57) <0.0001
 ≥2 1.75 (1.73 to 1.78) <0.0001
Gout 1.44 (1.40 to 1.49) <0.0001 1.42 (1.38 to 1.46) <0.0001 1.32 (1.28 to 1.36) <0.0001

Bold represents statistical significance, with a p value <0.05.

*Model 1 included Charlson-Romano Score as a continuous variable; model 2 replaced it with categorised Charlson-Romano Score and model 3 replaced it with each of the 17 Charlson-Romano comorbidities plus hyperlipidemia, hypertension and coronary artery disease, ie, cardiovascular risk factors. All models were also adjusted for medications for cardiovascular diseases (statins, beta-blockers, diuretics, ACE inhibitors) and for urate-lowering therapies for gout (allopurinol, febuxostat).

NA, not applicable; Ref, referent category.

Association of gout and other risk factors with hearing impairment Bold represents statistical significance, with a p value <0.05. *Model 1 included Charlson-Romano Score as a continuous variable; model 2 replaced it with categorised Charlson-Romano Score and model 3 replaced it with each of the 17 Charlson-Romano comorbidities plus hyperlipidemia, hypertension and coronary artery disease, ie, cardiovascular risk factors. All models were also adjusted for medications for cardiovascular diseases (statins, beta-blockers, diuretics, ACE inhibitors) and for urate-lowering therapies for gout (allopurinol, febuxostat). NA, not applicable; Ref, referent category. In subgroup analyses, the HR of gout with hearing loss was similar across age, gender and race subgroups, although the interaction term was statistically significant for age, gender and race (p values <0.0001, 0.001 and 0.05, respectively; table 3). Gout was significantly associated with hearing impairment in people without tobacco use disorder and in those with tobacco use disorder, but the interaction term was statistically not significant (table 3).
Table 3

Association of gout with hearing impairment, in predefined subgroups by race, gender, age and tobacco use disorder

Multivariable-adjusted model 1Multivariable-adjusted model 1Multivariable-adjusted model 1
HR (95% CI)P valuesHR (95% CI)P valuesHR (95% CI)P values
65–75 years75–85 years>85 years
Gout 1.50 (1.44 to 1.57) <0.0001 1.39 (1.33 to 1.46) <0.0001 1.42 (1.30 to 1.54) <0.0001
FemaleMale
Gout 1.37 (1.31 to 1.44) <0.0001 1.50 (1.44 to 1.56) <0.0001
BlackWhiteOther race
Gout 1.56 (1.40 to 1.73) <0.0001 1.43 (1.38 to 1.48) <0.0001 1.53 (1.36 to 1.73) <0.0001
No tobacco use disorderTobacco use disorder
Gout 1.44 (1.40 to 1.49) <0.0001 1.48 (1.12 to 1.96) 0.006

Age×gout p value<0.0001.

Sex×gout p value 0.001.

Race×Gout p value 0.05.

Smoking×gout p value 0.93.

HRs that are significant with p value <0.05 are in bold.

Association of gout with hearing impairment, in predefined subgroups by race, gender, age and tobacco use disorder Age×gout p value<0.0001. Sex×gout p value 0.001. Race×Gout p value 0.05. Smoking×gout p value 0.93. HRs that are significant with p value <0.05 are in bold.

Discussion

In this study of adults aged 65 years or older, we found an independent association of gout with a 44% higher risk of new hearing impairment after adjusting for demographics, medical comorbidities and the commonly used medications for cardiovascular disease and gout. These findings were robust across multiple sensitivity analyses. Our study has several limitations. Our study findings are only generalisable to adults aged 65 years or older. We used the diagnostic codes for outcome and exposure, which are subject to misclassification bias, which would bias our estimates towards null and indicates that our estimates were conservative. However, we used valid algorithms for identifying people with hearing loss and gout.22 23 We did not have access to laboratory measures, including serum urate, or markers of inflammation (eg, C reactive protein) or oxidative stress. Therefore, we could not assess whether these mechanisms underlie the noted association between gout and hearing loss. Due to an observational study design, residual confounding from unmeasured variables (prior noise exposure or the use of ototoxic drugs) is possible, despite the fact that we controlled for several potential confounders. We examined additional outcomes in other related papers but did not make any adjustment for multiple testing in this analysis; however, even after correction for 15 hypothesis testing, the Bonferroni corrected p value would be 0.003 which was higher than the p value reported in our study. This means that even when corrected for multiple testings, the current study findings would still be significant. It is possible that a longer baseline period with no diagnosis would further increase the possibility of not missing the baseline diagnosis of hearing loss; however, this would lead to smaller cohort for observation of incident hearing loss cases and a shorter observation period. Weighing pros and cons, we chose to keep baseline period at 12 months which is standard for Medicare database studies (12–18 months). Our study strengths were the inclusion of a representative sample of US adults aged 65 years or older, a large sample with an adequate number of events, and the robustness of our study findings. To our knowledge, this study is among the first to describe an association of gout with hearing loss in older adults. However, other related studies of hyperuricaemia have shown similar findings. In a recent Korean study, a higher serum urate (sUA) was significantly associated with new age-related hearing loss in multivariable-adjusted analyses in adults 40 years or older.25 The previous study examined the association of hyperuricaemia with hearing loss and recruited people during a regular health check-up at a medical centre, as opposed to our study which examined the association of gout with hearing loss, and assessed all Americans aged 65 years or older. While the use of audiometry and the assessment of serum urate is an advantage with the previous study, the inclusion of a large representative study sample and the adjustment for common medication use and medical comorbidities is a strength of our study. Our study results are not directly comparable with those from the previous study, since the risk factors, while somewhat related, are not the same. A recent case report of conductive hearing loss due to urate deposits in the middle ear likely illustrates the pathogenic role of urate crystals in hearing loss in the most severe forms of gout.26 Our finding of the 32%–44% increased hazards of hearing loss associated with the diagnosis of gout must be interpreted in the proper clinical context. An early recognition of hearing loss related to the presence of gout may have a meaningful clinical implication. Although the increased risk is not twofold or threefold higher (which is not an uncommon finding in epidemiological studies for a polygenic disease), it seems clinically meaningful. Screening and diagnosis of hearing loss is relatively inexpensive, and the economic impact of hearing loss is large, estimated at US$750 billion lost each year globally.27 Hearing loss has a significant impact on quality of life, both physical and mental/emotional health, and a higher severity of hearing loss is associated with larger deficits in quality of life4; it is also associated with cognitive decline.28 Hearing aids not only improve the hearing, but may also protect against cognitive impairment and disability, improving quality of life of aged people.6 With an increasing emphasis on prevention of hearing loss,29 recognition of novel risk factors, such as gout, pave the way for an early diagnosis and potentially preventing more severe hearing loss in an ageing population, and decreasing the overall associated costs and disability. Gout is a chronic inflammatory arthritis characterised by hyperuricaemia and urate crystal formation which subsequently lead to inflammation15 16 and oxidative stress.17–21 These processes could be one of the potential explanations of the association. Levels of serum malondialdehyde (MDA), a marker of lipid peroxidation, were significantly higher and antioxidant enzymes, erythrocyte superoxide dismutase (SOD) and erythrocyte catalase levels were lower in patients with gout.18 Treatment with allopurinol, a xanthine oxidase inhibitor that lowers serum urate, decreased serum MDA and increased erythrocyte SOD and catalase within 3 months of treatment.18 The use of febuxostat, another xanthine oxidase inhibitor urate-lowering drug, was associated with a reduction in the level of derivatives of reactive oxygen metabolites.30 Recurrent acute gout attacks are caused by urate-crystal-induced recruitment of leucocytes, activation of the complement system and the NALP3 inflammasome, leading to activation and extracellular release of interleukin (IL)-1ß and IL-18 and downstream effects of inflammation.15 31 Both inflammation and increased oxidative stress are also implicated in the pathogenesis of hearing loss.11–14 32 In a mouse model of age-related hearing loss, the cochlear levels of MDA (a lipid peroxidation product) were significantly higher, proinflammatory cytokine (tumor necrosis factor (TNF)-alpha, IL-1b) levels were higher11 and mitochondrial DNA damage more frequent, compared with mice resistant to hearing loss.11 In a mouse model of age-related hearing loss with an early decline of the endocochlear potential due to severe mitochondrial and vascular pathologies in the cochlear stria vascularis, pathological alterations in antioxidant and nutrient and energy-sensing pathways (mammalian target of rapamycin (mTOR) and phosphatase and tensin homolog deleted on chromosome10 (PTEN)/Protein kinase B (AKT)) occurred in the cochleae of young mice before major hearing loss.12 Treatment with antioxidant corrected pathological molecular changes and endocochlear potential.12 In a mouse model of age‐related decline of hearing, the loss of sensory hair cells, spiral ganglion neurons and/or stria vascularis degeneration in the cochlea were associated with low expression of antioxidants and dysregulated reactive species, and Wnt signalling and mitochondrial molecular transport-regulator gene expressions in the cochlear tissues.13 In an animal model of noise-induced hearing loss, systemic administration of the water-soluble coenzyme Q (Co-Q) analogue reduced oxidative-induced cochlear damage, hearing loss and cortical dendritic injury and increased the cochlear levels of Co-Q.14 Increased oxidative stress and inflammation may trigger cell death pathways in the cochlea.11 In a large cohort study, statistically significant associations between long-term serum C-reactive protein levels and incident hearing impairment were observed in adults aged <60 years.33 We hypothesise that hyperuricaemia-related inflammation and oxidative stress pathways potentially link gout to the risk of hearing loss in the older adults. These hypotheses need to be tested in future studies which should examine as to which factors contribute to this increased risk and to what extent. Randomised trials of urate-lowering drugs and/or those that reduce oxidative stress independent of urate-lowering are needed to assess their effect on reduction of the risk of hearing loss in older adults. In conclusion, we found that gout was associated with a higher risk of hearing loss in the elderly, independent of demographic, comorbidities and use of common medications. Future studies should explore whether hyperuricaemia, or inflammation or oxidative stress play a role in this association, and whether treatments that target these pathways can reduce the role of hearing loss in elderly with gout.
  32 in total

1.  Conductive Hearing Loss in Association With Urate Deposits in the Middle Ear.

Authors:  Eva Maria Braun; Eva Felizitas Karpf; Sophie Bachna-Rotter; Andreas Lackner; Thorsten Ropposch; Christian Walch; Peter Valentin Tomazic
Journal:  Otol Neurotol       Date:  2016-09       Impact factor: 2.311

Review 2.  Uric acid and oxidative stress.

Authors:  G K Glantzounis; E C Tsimoyiannis; A M Kappas; D A Galaris
Journal:  Curr Pharm Des       Date:  2005       Impact factor: 3.116

3.  Hearing loss prevalence and risk factors among older adults in the United States.

Authors:  Frank R Lin; Roland Thorpe; Sandra Gordon-Salant; Luigi Ferrucci
Journal:  J Gerontol A Biol Sci Med Sci       Date:  2011-02-27       Impact factor: 6.053

4.  Gout-associated uric acid crystals activate the NALP3 inflammasome.

Authors:  Fabio Martinon; Virginie Pétrilli; Annick Mayor; Aubry Tardivel; Jürg Tschopp
Journal:  Nature       Date:  2006-01-11       Impact factor: 49.962

5.  Hearing loss and incident dementia.

Authors:  Frank R Lin; E Jeffrey Metter; Richard J O'Brien; Susan M Resnick; Alan B Zonderman; Luigi Ferrucci
Journal:  Arch Neurol       Date:  2011-02

6.  The Epidemiology of Cognitive Impairment in the Aging Population: Implications for Hearing Loss.

Authors:  Andrea Peracino; Sergio Pecorelli
Journal:  Audiol Neurootol       Date:  2016-11-03       Impact factor: 1.854

7.  Prevalence of hearing loss and differences by demographic characteristics among US adults: data from the National Health and Nutrition Examination Survey, 1999-2004.

Authors:  Yuri Agrawal; Elizabeth A Platz; John K Niparko
Journal:  Arch Intern Med       Date:  2008-07-28

8.  Sudden sensorineural hearing loss increases the risk of stroke: a 5-year follow-up study.

Authors:  Herng-Ching Lin; Pin-Zhir Chao; Hsin-Chien Lee
Journal:  Stroke       Date:  2008-06-26       Impact factor: 7.914

9.  The impact of hearing loss on quality of life in older adults.

Authors:  Dayna S Dalton; Karen J Cruickshanks; Barbara E K Klein; Ronald Klein; Terry L Wiley; David M Nondahl
Journal:  Gerontologist       Date:  2003-10

10.  Symptom burden of adults with type 2 diabetes across the disease course: diabetes & aging study.

Authors:  Rebecca L Sudore; Andrew J Karter; Elbert S Huang; Howard H Moffet; Neda Laiteerapong; Yael Schenker; Alyce Adams; Rachel A Whitmer; Jennifer Y Liu; Yinghui Miao; Priya M John; Dean Schillinger
Journal:  J Gen Intern Med       Date:  2012-08-02       Impact factor: 5.128

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  1 in total

1.  Transcriptome-Guided Identification of Drugs for Repurposing to Treat Age-Related Hearing Loss.

Authors:  Nick M A Schubert; Marcel van Tuinen; Sonja J Pyott
Journal:  Biomolecules       Date:  2022-03-25
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