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Rasu RS, Xavier C, Rianon N. Dynamic changes in medication burden leading to fall and hospital readmissions in older adults: Toward a strategy for improving risk and managing costs. J Manag Care Spec Pharm 2025; 31:96-100. [PMID: 39745841 PMCID: PMC11695846 DOI: 10.18553/jmcp.2025.31.1.96] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
Abstract
The majority of a health plan's performance and designated Star Rating is related to medication-related behavior, eg, medication adherence, medication review, and reconciliation, that are intricately related to adverse drug events (ADEs). Altered pharmacodynamics and pharmacokinetics owing to aging make older adults more vulnerable to ADEs like falls, fractures, hospitalizations, and mortality. Prevention of avoidable risk factors such as medication burden can help maintain quality of life. Studies of multiple populations have established drug burden index (DBI), a dose-dependent measure of anticholinergic and sedative burden, to be strongly associated with worsening vertigo, dizziness, and balance, which all predicate falls. The mean difference in DBI greater than 0.1 provides greater predictive power for adverse events, such as falls and 30-day readmission rates. Inclusion of a DBI delta metric especially on an electronic medical record has the potential to reduce fall incidence and associated health outcomes such as hospitalizations and death; this presents an opportunity to improve Centers for Medicare & Medicaid Services Star Ratings by using meaningful tools to foster engagement among informed and active Medicare beneficiaries. We believe this information is extremely relevant in real-world decision-making for health care professionals, specifically when the changes are dynamic and happen very quickly. Moreover, managed care organizations are now dedicated to eliciting a deeper understanding and mitigation of social inequalities in medication use and consequences. Among the proposed solutions includes tailoring prescription utilization management tools with DBI to decrease avoidable incidences of complications and unintended costs. Understanding the dynamic relationship between medication exposures causing ADEs and associated health care utilization and costs to third-party payments remains vital because in the United States, approximately one-third of hospital admissions in older adults occur because of ADEs. This can be achieved by emphasizing equitable therapy and tailoring quality initiatives that minimize racial disparities and avoidable costs that affect the financial burden of these patients. Importantly, this approach becomes even more critical as health care systems increasingly emphasize star ratings, which reflect the quality of care delivered to patients. By prioritizing DBI metrics in these ratings, we can ensure that care is not only clinically effective but also equitable and focused on improving patients' overall well-being. Lastly, as the future directions, the timely application of advanced technologies like artificial intelligence and machine learning in analyzing DBI metrics could enhance our ability to predict the value of DBI adjustments and their correlation with falls and other unintended ADEs. These real-world technologies can process vast amounts of data quickly and accurately, identifying patterns and potential risks that might otherwise go unnoticed.
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Affiliation(s)
- Rafia S. Rasu
- University of North Texas Health Science Center at Fort Worth
| | - Christy Xavier
- University of North Texas Health Science Center at Fort Worth
| | - Nahid Rianon
- Department of Internal Medicine, UT Health McGovern Medical School, Houston, TX
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Huebner J, Robichaud J, Cozart JS, Burkhardt C, Lynch SG, Bruce JM. Investigating the Impact of Polypharmacy and Anticholinergic Medication Burden on Objective Cognitive Performance in Adults With Multiple Sclerosis. Int J MS Care 2024; 26:81-88. [PMID: 38482514 PMCID: PMC10930810 DOI: 10.7224/1537-2073.2023-014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2025]
Abstract
BACKGROUND Polypharmacy, or the use of 5 or more daily medications, is common in adults with multiple sclerosis (MS), and is often due to various physical, cognitive, and emotional symptoms. However, research regarding the association between polypharmacy and cognitive outcomes in MS is sparse. Furthermore, individuals with MS often use medications with anticholinergic properties, which are commonly associated with cognitive impairment and other central nervous system adverse effects. Currently, the utility of scales measuring anticholinergic burden in MS is unknown. This study aims to investigate the relationship between polypharmacy, anticholinergic burden, and objective cognitive performance in MS. METHODS We recruited 90 individuals with MS during routine visits at an MS specialty clinic in Kansas City. Participants completed a brief, virtual cognitive assessment and answered questions about their health. Participants provided their medication lists from which we determined polypharmacy and scores on several anticholinergic burden scales. Statistical analyses included Spearman correlations and linear regression models. RESULTS Approximately 44% of the individuals surveyed met the criteria for polypharmacy. The number of daily medications was negatively correlated with cognitive performance (rs = -0.45, P < .001). Further, the Drug Burden Index accounted for additional variance in cognitive performance beyond that explained by age, education, MS disease duration, and comorbidities [ΔR2 = .12, F(5, 84) = 7.84, P < .001.]. CONCLUSIONS Clinicians should consider the possible negative consequences of polypharmacy when addressing cognitive concerns in MS. Anticholinergic burden scales may be valuable in this regard. Future investigations could explore behavioral and pharmacological interventions aimed at reducing polypharmacy in MS.
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Affiliation(s)
- Joanie Huebner
- From the Department of Community and Family Medicine, University Health Lakewood Medical Center, University of Missouri–Kansas City, Kansas City, MO (JH)
| | - Jade Robichaud
- Department of Biomedical and Health Informatics, School of Medicine, University of Missouri–Kansas City, Kansas City, MO (JR, JSC, JMB)
| | - Julia S. Cozart
- Department of Biomedical and Health Informatics, School of Medicine, University of Missouri–Kansas City, Kansas City, MO (JR, JSC, JMB)
- Department of Psychology, University of Missouri–Kansas City, Kansas City, MO (JSC)
| | - Crystal Burkhardt
- Department of Pharmacy Practice, University of Kansas Medical Center, Kansas City, MO (CB)
| | - Sharon G. Lynch
- Department of Neurology, University of Kansas Medical Center, Kansas City, KS (SGL)
| | - Jared M. Bruce
- Department of Biomedical and Health Informatics, School of Medicine, University of Missouri–Kansas City, Kansas City, MO (JR, JSC, JMB)
- Departments of Neurology and Psychiatry, University Health Truman Medical Center, Kansas City, MO (JMB)
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Liu BM, Kouladjian O'Donnell L, Redston MR, Fujita K, Thillainadesan J, Gnjidic D, Hilmer SN. Association of the Drug Burden Index (DBI) exposure with outcomes: A systematic review. J Am Geriatr Soc 2024; 72:589-603. [PMID: 38006299 DOI: 10.1111/jgs.18691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 10/24/2023] [Accepted: 10/25/2023] [Indexed: 11/27/2023]
Abstract
BACKGROUND The Drug Burden Index (DBI) measures an individual's total exposure to anticholinergic and sedative medications. This systematic review aimed to investigate the association of the DBI with clinical and prescribing outcomes in observational pharmaco-epidemiological studies, and the effect of DBI exposure on functional outcomes in pre-clinical models. METHODS A systematic search of nine electronic databases, citation indexes and gray literature was performed (April 1, 2007-December 31, 2022). Studies that reported primary data on the association of the DBI with clinical or prescribing outcomes conducted in any setting in humans aged ≥18 years or animals were included. Quality assessment was performed using the Joanna Briggs Institute critical appraisal tools and the Systematic Review Centre for Laboratory animal Experimentation risk of bias tool. RESULTS Of 2382 studies screened, 70 met the inclusion criteria (65 in humans, five in animals). In humans, outcomes reported included function (n = 56), cognition (n = 20), falls (n = 14), frailty (n = 7), mortality (n = 9), quality of life (n = 8), hospitalization (n = 7), length of stay (n = 5), readmission (n = 1), other clinical outcomes (n = 15) and prescribing outcomes (n = 2). A higher DBI was significantly associated with increased falls (11/14, 71%), poorer function (31/56, 55%), and cognition (11/20, 55%) related outcomes. Narrative synthesis was used due to significant heterogeneity in the study population, setting, study type, definition of DBI, and outcome measures. Results could not be pooled due to heterogeneity. In animals, outcomes reported included function (n = 18), frailty (n = 2), and mortality (n = 1). In pre-clinical studies, a higher DBI caused poorer function and frailty. CONCLUSIONS A higher DBI may be associated with an increased risk of falls and decreased function and cognition. Higher DBI was inconsistently associated with increased mortality, length of stay, frailty, hospitalization or reduced quality of life. Human observational findings with respect to functional outcomes are supported by preclinical interventional studies. The DBI may be used as a tool to identify older adults at higher risk of harm.
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Affiliation(s)
- Bonnie M Liu
- Ageing and Pharmacology Laboratory, Kolling Institute, Faculty of Medicine and Health, The University of Sydney and the Northern Sydney Local Health District, Sydney, Australia
- Aged Care Department, Royal North Shore Hospital, Sydney, Australia
| | - Lisa Kouladjian O'Donnell
- Ageing and Pharmacology Laboratory, Kolling Institute, Faculty of Medicine and Health, The University of Sydney and the Northern Sydney Local Health District, Sydney, Australia
| | - Mitchell R Redston
- St George and Sutherland Clinical School, Faculty of Medicine, University of New South Wales, Sydney, Australia
| | - Kenji Fujita
- Ageing and Pharmacology Laboratory, Kolling Institute, Faculty of Medicine and Health, The University of Sydney and the Northern Sydney Local Health District, Sydney, Australia
| | - Janani Thillainadesan
- Department of Geriatric Medicine and Centre for Education and Research on Ageing, Concord Hospital, Sydney, Australia
- Concord Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Danijela Gnjidic
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Sarah N Hilmer
- Ageing and Pharmacology Laboratory, Kolling Institute, Faculty of Medicine and Health, The University of Sydney and the Northern Sydney Local Health District, Sydney, Australia
- Aged Care Department, Royal North Shore Hospital, Sydney, Australia
- Clinical Pharmacology Department, Royal North Shore Hospital, Sydney, Australia
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Posis AIB, Tarraf W, Gonzalez KA, Soria-Lopez JA, Léger GC, Stickel AM, Daviglus ML, Lamar M, Zeng D, González HM. Anticholinergic Drug Burden and Neurocognitive Performance in the Study of Latinos-Investigation of Neurocognitive Aging. J Alzheimers Dis 2022; 86:53-65. [PMID: 35001889 PMCID: PMC9632492 DOI: 10.3233/jad-215247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Studies of cumulative anticholinergic drug burden on cognitive function and impairment are emerging, yet few for Hispanics/Latinos. OBJECTIVE To examine associations between anticholinergic use and neurocognitive performance outcomes among diverse Hispanics/Latinos. METHODS This prospective cohort study included diverse Hispanic/Latino participants, enrolled in the Study of Latinos-Investigation of Neurocognitive, from New York, Chicago, Miami, and San Diego (n = 6,249). Survey linear regression examined associations between anticholinergic use (measured during baseline [Visit 1] and average 7-year follow up [Visit 2]) with global cognition, episodic learning, memory, phonemic fluency, processing speed, executive functioning, and average 7-year change. RESULTS Anticholinergic use was associated with lower cognitive global cognition (β= -0.21; 95% CI [-0.36; -0.05]), learning (β= -0.27; 95% CI [-0.47; -0.07]), memory (β= -0.22; 95% CI [-0.41; -0.03]), and executive functioning (β= -0.22; 95% CI [-0.40; -0.03]) scores, particularly among those who took anticholinergics at both visits. Anticholinergic use was associated with faster decline in global cognition, learning, and verbal fluency (β: -0.28 [95% CI: -0.55, -0.01]; β: -0.28 [95% CI: -0.55, -0.01]; β: -0.25, [95% CI -0.47, -0.04], respectively). Sex modified associations between anticholinergic use with global cognition, learning, and executive functioning (F3 = 3.59, F3 = 2.84, F3 = 3.88, respectively). CONCLUSION Anticholinergic use was associated with lower neurocognitive performance, especially among those who used anticholinergics at both visits, among a study population of diverse Hispanics/Latinos. Findings will support evidence-based decisions regarding anticholinergic prescriptions and efforts to minimize cognitive impact.
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Affiliation(s)
- Alexander Ivan B. Posis
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
- School of Public Health, San Diego State University, San Diego, CA, USA
| | - Wassim Tarraf
- Institute of Gerontology, Wayne State University, Detroit, MI, USA
- Department of Healthcare Sciences, Wayne State University, Detroit, MI, USA
| | - Kevin A. Gonzalez
- Department of Neurosciences and Shiley-Marcos Alzheimer’s Disease Research Center, University of California San Diego, La Jolla, CA, USA
| | - Jose A. Soria-Lopez
- Department of Neurosciences and Shiley-Marcos Alzheimer’s Disease Research Center, University of California San Diego, La Jolla, CA, USA
| | - Gabriel C. Léger
- Department of Neurosciences and Shiley-Marcos Alzheimer’s Disease Research Center, University of California San Diego, La Jolla, CA, USA
| | - Ariana M. Stickel
- Department of Neurosciences and Shiley-Marcos Alzheimer’s Disease Research Center, University of California San Diego, La Jolla, CA, USA
| | - Martha L. Daviglus
- Institute for Minority Health Research, University of Illinois at Chicago, College of Medicine, Chicago, IL, USA
| | - Melissa Lamar
- Institute for Minority Health Research, University of Illinois at Chicago, College of Medicine, Chicago, IL, USA
- Department of Psychiatry and Behavioral Sciences and Rush Alzheimer’s Disease Center, Rush, University Medical Center, Chicago, IL, USA
| | - Donglin Zeng
- Department of Biostatistics, University of North Carolina, Chapel Hill, NC, USA
| | - Hector M. González
- Department of Neurosciences and Shiley-Marcos Alzheimer’s Disease Research Center, University of California San Diego, La Jolla, CA, USA
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Zhang X, Wang P, Shi L, Li N. Study on caspase-1 and partial cognitive impairment in the comorbidity of type 2 diabetes and MDD. J Affect Disord 2021; 290:387-392. [PMID: 34087627 DOI: 10.1016/j.jad.2021.04.092] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2020] [Revised: 03/05/2021] [Accepted: 04/25/2021] [Indexed: 01/08/2023]
Abstract
BACKGROUND Major depressive disorder (MDD) is a major mood disorder characterized by chronic low mood with cognitive impairment. Diabetes mellitus is a group of chronic metabolic diseases, Type 2 diabetes (T2DM) will obviously increase the risk of dementia. People with the the comorbidity of T2DM and MDD have a higher risk of dementia. In this study, we aim to investigate partial cognitive impairment in the comorbidity of T2DM and MDD, and to determine the relationship between changes in caspase-1 expression and cognitive impairment. To further explore the role of caspase-1 in the partial cognitive impairment in the comorbidity of T2DM and MDD. METHODS A total of 162 people were enrolled, there were 49 patients in the comorbidity of T2DM and MDD group, 54 patients in the MDD group, and 45 patients in the T2DM group. Repeatable Battery for the Assessment of Neuropsychological Status (RBANS) was used to assess the cognitive function of these three groups. Serum level of caspase-1 was determined by ELISA, and the level of caspase-1, as well as partial cognitive function, was compared in the three groups. RESULTS The cognitive impairment of patients of the comorbidity of T2DM and MDD group was worse than the MDD group and the T2DM group, and the immediate memory, attention, and delayed memory in the comorbidity of T2DM and MDD group were lower than those in the other two groups, and the caspase-1 of the comorbidity of T2DM and MDD is higher than the caspase-1 of the MDD group, all the difference was statistically significant (P < 0.05). Caspase-1 protein was negatively correlated with immediate memory, attention, and delayed memory (r=-0.332, r=-0.182, r=-0.313, P<0.05). CONCLUSION The cognitive impairment of patients of the comorbidity of T2DM and MDD group was worse than the MDD group and the T2DM group, and the immediate memory, attention, and delayed memory in the comorbidity of T2DM and MDD group were lower than those in the other two groups. The differences of the caspase-1 in the comorbidity of T2DM and MDD group, the MDD group and the T2DM group were significant, the level of the caspase-1 is higher than the other two groups, the cognitive impairment of three groups is associated with caspase-1, suggesting caspase-1 protein may be involved in the cognitive impairment aggravation mechanism of the comorbidity of T2DM and MDD group.
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Affiliation(s)
- Xiuyue Zhang
- Psychiatric Department, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Ping Wang
- Psychiatric Department, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Li Shi
- Department of Endocrinology, First Affiliated Hospital of Kunming Medical University, Yunnan, China
| | - Na Li
- Psychiatric Department, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.
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Margolis SA, Kelly DA, Daiello LA, Davis J, Tremont G, Pillemer S, Denby C, Ott BR. Anticholinergic/Sedative Drug Burden and Subjective Cognitive Decline in Older Adults at Risk of Alzheimer's Disease. J Gerontol A Biol Sci Med Sci 2021; 76:1037-1043. [PMID: 32886748 DOI: 10.1093/gerona/glaa222] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Anticholinergic/sedative drug use, measured by the Drug Burden Index (DBI), has been linked to cognitive impairment in older adults. Subjective cognitive decline (SCD) may be among the first symptoms patients with Alzheimer's disease (AD) experience. We examined whether DBI values are associated with SCD in older adults at risk of AD. We hypothesized that increased DBI would be associated with greater SCD at older ages. METHOD Two-hundred-six community-dwelling, English-speaking adults (age = 65 ± 9 years) at risk of AD (42% apolipoprotein ε4 carriers; 78% with AD family history) were administered a single question to ascertain SCD: "Do you feel like your memory is becoming worse?" Response options were "No"; "Yes, but this does not worry me"; and "Yes, this worries me." DBI values were derived from self-reported medication regimens using older adult dosing recommendations. Adjusting for relevant covariates (comorbidities and polypharmacy), we examined independent effects of age and DBI on SCD, as well as the moderating effect of age on the DBI-SCD association at mean ± 1 SD of age. RESULTS Both SCD and anticholinergic/sedative drug burden were prevalent. Greater drug burden was predictive of SCD severity, but age alone was not. A significant DBI*Age interaction emerged with greater drug burden corresponding to more severe SCD among individuals age 65 and older. CONCLUSION Anticholinergic/sedative drug exposure was associated with greater SCD in adults 65 and older at risk for AD. Longitudinal research is needed to understand if this relationship is a pre-clinical marker of neurodegenerative disease and predictive of future cognitive decline.
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Affiliation(s)
- Seth A Margolis
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island.,Rhode Island Hospital, Providence
| | - Dana A Kelly
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island.,Rhode Island Hospital, Providence
| | - Lori A Daiello
- Alzheimer's Disease and Memory Disorders Center at Rhode Island Hospital, Providence.,Department of Neurology, Warren Alpert Medical School of Brown University, Providence, Rhode Island
| | - Jennifer Davis
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island.,Rhode Island Hospital, Providence
| | - Geoffrey Tremont
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island.,Rhode Island Hospital, Providence
| | - Sarah Pillemer
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island.,Rhode Island Hospital, Providence
| | - Charles Denby
- Alzheimer's Disease and Memory Disorders Center at Rhode Island Hospital, Providence
| | - Brian R Ott
- Alzheimer's Disease and Memory Disorders Center at Rhode Island Hospital, Providence.,Department of Neurology, Warren Alpert Medical School of Brown University, Providence, Rhode Island
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Lv W, Wang X, Liu J, Yu P. Eight-Section Brocade Exercises Improve the Sleep Quality and Memory Consolidation and Cardiopulmonary Function of Older Adults With Atrial Fibrillation-Associated Stroke. Front Psychol 2019; 10:2348. [PMID: 31695645 PMCID: PMC6818461 DOI: 10.3389/fpsyg.2019.02348] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Accepted: 10/02/2019] [Indexed: 12/21/2022] Open
Abstract
Purpose: Poor sleep quality is harmful for everyone and potentially even more harmful for older adults with atrial fibrillation-associated stroke (AFAS). This study aims to explore the effects of eight-section brocade (ESB) on sleep quality, memory, and cardiopulmonary function in the older adults with AFAS. Methods: Older adults with AFAS and sleep disorders were recruited and divided into the ESB (EG, n = 85) and control groups (CG, general exercise, n = 85). EG patients received 60 min ESB exercises 5 times a week for 12 weeks; CG patients received normal exercise. Pittsburgh sleep quality index (PSQI) scores (poor sleepers ≥8 and normal sleepers < 8), memory for word pairs (poor memory ≤ 7 and normal memory > 7), left ventricular posterior wall (LVPW) thickness, and maximum ventilation (MV, to evaluate cardiopulmonary function) values were measured. The correlation between sleep and memory quality was analyzed using PSQI scores and word pairs via the Pearson correlation coefficients test. Adjusted Cox models were used to explore an interaction between PSQI and ESB exercise. Results: After 12-week exercise intervention, ESB improved sleep quality, latency, duration, disturbance and daytime dysfunction when compared to conventional exercise. In similar cases, the MV values in the EG were also higher than that in the CG (p = 0.009). ESB intervention could not affect the cardiac structure and left ventricular ejection fraction. Compared with the CG, the ESB intervention reduced PSQI scores and increased memorized word pairs (p < 0.001 for poor and normal sleepers in both unadjusted and adjusted analysis, p = 0.012 and 0.003 for poor and normal memory). The test of Pearson correlation coefficients showed that PSQI scores were strongly associated with the number of word pairs in both unadjusted and adjusted analyses (p < 0.0001). Conclusion: Eight-section brocade exercise improved sleep quality and memory consolidation and cardiopulmonary function by reducing PSQI scores, increasing word pairs and MV values in the older adults with AFAS.
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Affiliation(s)
- Wei Lv
- Department of Cadre Ward, The First Hospital of Jilin University, Changchun, China
| | - Xinxin Wang
- Department of Cadre Ward, The First Hospital of Jilin University, Changchun, China
| | - Jia Liu
- Department of Cardiovascular Medicine, The First Hospital of Jilin University, Changchun, China
| | - Ping Yu
- Department of Cardiovascular Medicine, The First Hospital of Jilin University, Changchun, China
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