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Stultz CM. Machine Learning for Risk Prediction: Does One Size Really Fit All? JACC. ADVANCES 2023; 2:100552. [PMID: 38939502 PMCID: PMC11198289 DOI: 10.1016/j.jacadv.2023.100552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/29/2024]
Affiliation(s)
- Collin M. Stultz
- Department of Electrical Engineering and Computer Science, and Institute for Medical Engineering & Science, MIT, Cambridge, Massachusetts, USA
- Division of Cardiology, MGH, Boston, Massachusetts, USA
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Gasmi A, Chirumbolo S, Peana M, Mujawdiya PK, Dadar M, Menzel A, Bjørklund G. Biomarkers of Senescence during Aging as Possible Warnings to Use Preventive Measures. Curr Med Chem 2021; 28:1471-1488. [PMID: 32942969 DOI: 10.2174/0929867327999200917150652] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2019] [Revised: 08/09/2020] [Accepted: 08/18/2020] [Indexed: 11/22/2022]
Abstract
Human life expectancy is increasing significantly over time thanks to the improved possibility for people to take care of themselves and the higher availability of food, drugs, hygiene, services, and assistance. The increase in the average age of the population worldwide is, however, becoming a real concern, since aging is associated with the rapid increase in chronic inflammatory pathologies and degenerative diseases, very frequently dependent on senescent phenomena that occur alongside with senescence. Therefore, the search for reliable biomarkers that can diagnose the possible onset or predict the risk of developing a disease associated with aging is a crucial target of current medicine. In this review, we construct a synopsis of the main addressable biomarkers to study the development of aging and the associated ailments.
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Affiliation(s)
- Amin Gasmi
- Société Francophone de Nutrithérapie et de Nutrigénétique Appliquée, Villeurbanne, France
| | - Salvatore Chirumbolo
- Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy
| | - Massimiliano Peana
- Department of Chemistry and Pharmacy, University of Sassari, Sassari, Italy
| | | | - Maryam Dadar
- Razi Vaccine and Serum Research Institute, Agricultural Research, Education and Extension Organization (AREEO), Karaj, Iran
| | - Alain Menzel
- Laboratoires Réunis, Junglinster, Luxembourg, Norway
| | - Geir Bjørklund
- Council for Nutritional and Environmental Medicine (CONEM), Mo i Rana, Norway
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Nomura Y, Shimada M, Kakuta E, Okada A, Otsuka R, Tomizawa Y, Taguchi C, Arikawa K, Daikoku H, Sato T, Hanada N. Mortality-and Health-Related Factors in a Community-Dwelling of Oldest-Older Adults at the Age of 90: A 10-Year Follow-Up Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17249584. [PMID: 33371399 PMCID: PMC7768389 DOI: 10.3390/ijerph17249584] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 12/15/2020] [Accepted: 12/17/2020] [Indexed: 02/06/2023]
Abstract
Mortality is obviously intended for epidemiological studies of community-dwelling older adults. There are several health-related factors associated with nutritional status and mortality. The aim of this study was to elucidate the risk factor for mortality in community-dwelling oldest-older adults at the age of 90 and clarify the structure of health-related factors associated with mortality. A 10-year follow-up study was performed for 93 subjects at the age of 90. The mean and median of their survival days were 2373 and 2581 days for women, and 1694 and 1793 days for men. By Cox's proportional hazards model, health-related factors associated with mortality were self-assessed for chewing ability, activities of daily living (ADLs), serum albumin, total cholesterol, serum creatinine, and gripping power for women but not for men. These factors interacted with each other, and the association of these factors was different in women and men. Self-assessed chewing ability was a powerful risk factor for mortality in women at the age of 90. It acted independently from nutritional status. For older adults, addressing healthy food choices together with improved oral functions is useful. However, risk factors for mortality may depend on the life stage of subjects. To investigate the risk factor for the mortality, the life course approach is necessary.
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Affiliation(s)
- Yoshiaki Nomura
- Department of Translational Research, School of Dental Medicine, Tsurumi University, Yokohama 230-8501, Japan; (A.O.); (R.O.); (N.H.)
- Correspondence: ; Tel.: +81-45-580-8462
| | - Mieko Shimada
- Department of Dental Hygiene, Chiba Prefectural University of Health Sciences, Chiba 261-0014, Japan;
| | - Erika Kakuta
- Department of Oral Bacteriology, School of Dental Medicine, Tsurumi University, Yokohama 230-8501, Japan;
| | - Ayako Okada
- Department of Translational Research, School of Dental Medicine, Tsurumi University, Yokohama 230-8501, Japan; (A.O.); (R.O.); (N.H.)
| | - Ryoko Otsuka
- Department of Translational Research, School of Dental Medicine, Tsurumi University, Yokohama 230-8501, Japan; (A.O.); (R.O.); (N.H.)
| | - Yasuko Tomizawa
- Department of Cardiovascular Surgery, Tokyo Women’s Medical University, Tokyo 162-8666, Japan;
| | - Chieko Taguchi
- Department of Preventive and Public Oral Health, School of Dentistry at Matsudo, Nihon University, Matsudo 470-2101, Japan; (C.T.); (K.A.)
| | - Kazumune Arikawa
- Department of Preventive and Public Oral Health, School of Dentistry at Matsudo, Nihon University, Matsudo 470-2101, Japan; (C.T.); (K.A.)
| | - Hideki Daikoku
- Iwate Dental Association, Morioka 020-0045, Japan; (H.D.); (T.S.)
| | - Tamotsu Sato
- Iwate Dental Association, Morioka 020-0045, Japan; (H.D.); (T.S.)
| | - Nobuhiro Hanada
- Department of Translational Research, School of Dental Medicine, Tsurumi University, Yokohama 230-8501, Japan; (A.O.); (R.O.); (N.H.)
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Anglickis M, Anglickienė G, Andreikaitė G, Skrebūnas A. Microwave Thermal Ablation versus Open Partial Nephrectomy for the Treatment of Small Renal Tumors in Patients Over 70 Years Old. ACTA ACUST UNITED AC 2019; 55:medicina55100664. [PMID: 31581459 PMCID: PMC6843191 DOI: 10.3390/medicina55100664] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2019] [Revised: 09/20/2019] [Accepted: 09/27/2019] [Indexed: 11/16/2022]
Abstract
Background and objectives: Microwave thermal ablation (MWT) is one of the treatment options for kidney cancer. However, for patients over 70 years old the safety and oncological efficacy of this treatment is still controversial. The goal of this study was to compare MWT with open partial nephrectomy (OPN) and to find out whether MWT is preferable in maintaining patient renal function and reducing the risk of postoperative complications. Materials and Methods: Depending on the treatment choice, all patients were divided into two groups: an MWT group and an open kidney resection (OPN) group. Data have been retrospectively collected for 7 years, starting with January 2012 up to January 2019. A total number of 33 patients with exophytic, single small renal masses were treated with either OPN (n = 18) or MWT (n = 15). All patients had histologically proven T1 kidney cancer. MWT was performed for patients who refused to have OPN or in those cases where the collecting system, renal calyx, and great vessels were free from tumor margins of more than 1 cm. Results: In the MWT group a median (IQR) patients' age was 75 years (71-79) years, in the OPN group-71.5 (70-75) years, p = 0.005. A median (IQR) Charleston comorbidity index in the MWT group was 7.5 (5-10) and in the same way in the OPN group it was 5.22 (5-6), p = 0.005. A median (IQR) estimated glomerular filtration rate (eGFR) before surgery was higher in the MWT group 59.9 (49.5-73.8) mL/min/1.73 m2 vs. 46.2 (42.7-65.8) mL/min/1.73 m2 in the OPN group, p = 0.12. Three days following the surgery a median (IQR) eGFR was 56.45 (46.6-71.9) in MWT group mL/min/1.73 m2 vs. 43.45 (38.3-65) mL/min/1.73 m2) in the OPN group, p = 0.30. A median (IQR) of primary hemoglobin level was lower in the MWT group compared with the OPN group (134.5 (124-140) g/L vs. 125 (108-138) g/L), p = 0.41. However, after the surgery a median (IQR) lower hemoglobin level was detected in the OPN group (123.5 (111-134) g/L vs. 126 (112-135)), p = 0.53. The median (IQR) duration of the procedure in MWT group was shorter compared with the OPN group (26 (25-30) min vs. 67.5 (55-90) min), p < 0.0001. A median (IQR) hospitalization time was shorter in MWT group (3 (2-3) days vs. 89 (7-11.5) days), p < 0.0001. Pain by the visual analogue scale (VAS) scale the first day after surgery was significantly lower-median (IQR) in the MWT group was 2 (1-3) vs. 4 (3-6)), p = 0.008. Treatment failure rate was numerically higher in MWT (1/15 vs. 0/18, p = 0.56). Conclusions: Pain level on the next day after surgery, mean number of hospitalization and operation time were significantly lower in the MWT group than in the OPN group. The blood loss estimated glomerular filtration rate and oncologic data between the two groups was not statistically significant.
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Affiliation(s)
- Marius Anglickis
- Department of Urology, Vilnius City Clinical Hospital, 10207 Vilnius, Lithuania.
| | - Giedrė Anglickienė
- Department of Chemotherapy, National Cancer Institute, 08406 Vilnius, Lithuania.
| | - Gintarė Andreikaitė
- Department of Urology, Vilnius City Clinical Hospital, 10207 Vilnius, Lithuania.
| | - Arminas Skrebūnas
- Department of Vascular Surgery, Vilnius City Clinical Hospital, 10207 Vilnius, Lithuania.
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Hong SE, Kim TY, Yoo JH, Kim JK, Kim SG, Kim HJ, Song YR. Acute kidney injury can predict in-hospital and long-term mortality in elderly patients undergoing hip fracture surgery. PLoS One 2017; 12:e0176259. [PMID: 28426743 PMCID: PMC5398695 DOI: 10.1371/journal.pone.0176259] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2015] [Accepted: 04/08/2017] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Hip fracture is a common health problem in the elderly that is associated with increased mortality. Acute kidney injury (AKI) is a frequent complication in elderly patients undergoing surgery and is associated with the clinical outcome. We evaluated the incidence and risk factors of AKI in elderly patients undergoing hip fracture surgery and the impact of AKI on short- and long-term clinical outcomes. METHODS We performed a retrospective cohort study of 450 elderly patients who underwent hip fracture surgery between January 2010 and December 2012. We defined AKI according to the Acute Kidney Injury Network (AKIN) criteria and investigated the effect of AKI on the duration of hospital stay and in-hospital and long-term mortality. RESULTS Of the 450 patients, 95 (21.1%) developed AKI during hospitalization and 178 (39.6%) died, with a mean follow-up of 3.6 ± 1.0 years. The baseline serum creatinine level, use of angiotensin-converting enzyme inhibitors or angiotensin-II receptor antagonists, red blood cell transfusion volume, and history of coronary artery disease were independent risk factors for AKI. Patients with AKI during hospitalization had significantly longer hospital stays and higher in-hospital and long-term mortality than those without AKI. Multivariate analysis revealed that age, history of coronary artery disease, serum albumin level, and AKI were independent predictors of long-term mortality. CONCLUSIONS AKI is a frequent complication in elderly patients undergoing hip fracture surgery and is independently associated with increased in-hospital and long-term mortality.
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Affiliation(s)
- Seong Eun Hong
- Department of Internal Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea
| | - Tae-Young Kim
- Department of Orthopedic Surgery, Hallym University Sacred Heart Hospital, Anyang, Korea
| | - Je-Hyun Yoo
- Department of Orthopedic Surgery, Hallym University Sacred Heart Hospital, Anyang, Korea
| | - Jwa-Kyung Kim
- Department of Internal Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea
- Hallym University Kidney Research Institute, Seoul, Korea
| | - Sung Gyun Kim
- Department of Internal Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea
- Hallym University Kidney Research Institute, Seoul, Korea
| | - Hyung Jik Kim
- Department of Internal Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea
- Hallym University Kidney Research Institute, Seoul, Korea
| | - Young Rim Song
- Department of Internal Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea
- Hallym University Kidney Research Institute, Seoul, Korea
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López-Martínez C, Tovar-Rivera E, Becerra-Laparra IK, Chávez-Tapia NC. Clinical impact of indirect markers of renal function in elderly patients with hip fracture. Geriatr Orthop Surg Rehabil 2014; 5:131-7. [PMID: 25360344 DOI: 10.1177/2151458514542336] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
INTRODUCTION There are risk factors associated with mortality in patients older than 70 years with hip fracture, including kidney function. However, indirect formulas to calculate glomerular filtration rate are not validated in patients older than 70 years. We analyzed whether the formula hematocrit, urea, and gender (HUGE) can be used as a prognostic factor. MATERIAL AND METHODS A retrospective cohort study of 88 patients older than 70 years with a diagnosis of hip fracture. At admission, clinical and biochemical parameters were measured and glomerular filtration rate by Cockcroft-Gault, Modification Of Diet In Renal Disease (MDRD), Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI), and HUGE value. Accuracy to assess long-term mortality was analyzed with receiver-operating curve analysis. Cox regression analysis was performed to identify risk factor for mortality. RESULTS Sample included 88 patients; overall mortality was 13.63%, 17.85%, 28.57%, and 75.85% at 6 months, 1, 2, and 3 years, respectively. There was no significant difference in glomerular filtration rate by different formulas, contrary to HUGE, with higher values in the mortality group (1.83 ± 6.38 vs -2.61 ± 2.70, P = .0001). Survival was lower in patients with higher HUGE values (22.7 months, 95% confidence interval [CI] 16.1-29.5 vs 32.9 months, 95% CI 30.2-35.7; P ≤ .001). In the Cox regression analysis, a negative HUGE value is associated with lower mortality (hazards ratio = 0.238; 95% CI 0.568-0.099). CONCLUSION The HUGE formula is an independent risk factor for mortality in elderly patients with hip fracture, but not the glomerular filtration rate determined by Cockcroft-Gault, MDRD, and CKD-EPI.
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Comparison between the Three Most Popular Formulae to Estimate Renal Function, in Subjects 75 Years of Age or Older. Drugs Aging 2012; 29:885-90. [DOI: 10.1007/s40266-012-0027-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Giannelli SV, Graf CE, Herrmann FR, Michel JP, Patel KV, Pizzarelli F, Ferrucci L, Guralnik J. Natural history of older adults with impaired kidney function: the InCHIANTI study. Rejuvenation Res 2011; 14:513-23. [PMID: 21954982 PMCID: PMC3198123 DOI: 10.1089/rej.2011.1179] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2011] [Accepted: 04/26/2011] [Indexed: 11/13/2022] Open
Abstract
The aim of this study was to assess the kidney function of an older community-dwelling population at baseline and appraise its evolution after 3 years of follow-up in terms of chronic kidney disease (CKD) stage progression, magnitude of glomerular filtration rate (GFR) changes, and value of serum creatinine. This was a prospective population-based study of 676 Italian participants, aged 65 years and older. GFR was estimated using the Cockcroft-Gault equation and the Modification of Diet in Renal Disease Study equation. Using the Cockcroft-Gault equation. A total of 33% of participants had criteria of CKD (GFR < 60 mL/min) at baseline; among them, the majority remained stable, 10% improved, and 7% progressed to more severe CKD stages at follow-up. Loss of GFR in participants with GFR < 60 mL/min was significantly lower (1.4 mL/min per year) than in participants with GFR ≥ 60 mL/min (3.3 mL/min per year) at baseline. Most participants classified with CKD stage 2 (GFR 60-89 mL/min) or stage 3 (GFR 30-59 mL/min) at baseline did not change stage, whereas 55% of people with CKD stage 1 (GFR > 90 mL/min) at baseline worsened to stage 2 and 10% worsened to stage 3. An abnormal high level of serum creatinine at baseline did not help to predict who might worsen at follow-up. Older people with CKD displayed a low progression of renal disease and therefore are at higher risk for co-morbidities related to CKD than for progression to end-stage renal disease.
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Affiliation(s)
- Sandra V Giannelli
- Department of Internal Medicine, Rehabilitation and Geriatrics, Geneva University Hospitals, Geneva, Switzerland.
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Adunsky A, Mizrahi EH, Kaplan A, Purits E, Waitzman A, Arad M. Elevated blood urea, independent of glomerular filtration rate (GFR), confers increased risk of adverse functional outcome in elderly hip fracture patients. Arch Gerontol Geriatr 2011; 53:e174-8. [DOI: 10.1016/j.archger.2010.08.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2010] [Revised: 08/17/2010] [Accepted: 08/19/2010] [Indexed: 10/19/2022]
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Jassal SV. Clinical presentation of renal failure in the aged: chronic renal failure. Clin Geriatr Med 2010; 25:359-72. [PMID: 19765486 DOI: 10.1016/j.cger.2009.06.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Chronic kidney disease is increasingly being recognized in elderly individuals across the world. An understanding of the methods used to estimate or to measure kidney function, the likelihood and factors associated with progressive decline in renal function, and the clinical syndromes associated with poor renal function are key topics for individuals working across many medical disciplines. This review addresses some of the important aspects of chronic kidney disease, and summarizes some of the clinical and laboratory features associated with progressive disease.
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Affiliation(s)
- Sarbjit Vanita Jassal
- University Health Network, 8NU-857, 200 Elizabeth Street, Toronto, Ontario, M5G 2C4 Canada.
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Péquignot R, Belmin J, Chauvelier S, Gaubert JY, Konrat CÃ, Duron E, Hanon O. Renal Function in Older Hospital Patients Is More Accurately Estimated Using the Cockcroft-Gault Formula Than the Modification Diet in Renal Disease Formula. J Am Geriatr Soc 2009; 57:1638-43. [DOI: 10.1111/j.1532-5415.2009.02385.x] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Coceani M, Gimelli A, Carpeggiani C, L'abbate A, Marzullo P. Clinical utility of estimated glomerular filtration rate in patients undergoing gated SPECT. J Nucl Cardiol 2009; 16:384-90. [PMID: 19159995 DOI: 10.1007/s12350-008-9033-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2008] [Revised: 11/04/2008] [Accepted: 11/04/2008] [Indexed: 10/21/2022]
Abstract
BACKGROUND Chronic kidney disease is a major risk factor for coronary artery disease (CAD). The aim of the study was to examine the association between estimated glomerular filtration rate (GFR), presence of CAD, and prognosis in patients with reversible perfusion defects at gated single-photon emission computed tomography (g-SPECT). METHODS Six hundred fifty-eight subjects who had undergone stress/rest g-SPECT for evaluation of myocardial ischemia were divided into two groups according to the presence of CAD, defined by a 70% diameter stenosis in at least one major vessel or principal side branch at coronary angiography. RESULTS GFR was lower in patients with CAD and after adjusting for several clinical characteristics through multivariate logistic regression analysis, reduced (<60 mL/min/1.73 m(2)) GFR remained a significant predictor of CAD (HR 1.80, 95% CI 1.04 to 3.12, P = .036). In addition, reduced GFR was associated with a greater extent of myocardial ischemia, assessed through the summed difference score, as well as with an increase in both total and cardiac mortality. CONCLUSIONS In patients with a positive g-SPECT scan, GFR is an accurate marker of CAD and is directly correlated to the extent of myocardial ischemia. Furthermore, reduced GFR had an adverse impact on survival in this particular population.
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Affiliation(s)
- Michele Coceani
- Fondazione CNR - Regione Toscana Gabriele Monasterio, Via Moruzzi 1, 56124, Pisa, Italy.
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Bell M, Granath F, Mårtensson J, Löfberg E, Ekbom A, Martling CR. Cystatin C is correlated with mortality in patients with and without acute kidney injury. Nephrol Dial Transplant 2009; 24:3096-102. [PMID: 19395727 DOI: 10.1093/ndt/gfp196] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Recent research has shown cystatin C to predict mortality and cardiovascular morbidity independent of renal function. The aim of this study was to evaluate the prognostic value of cystatin C on mortality in adult general ICU patients with acute kidney injury (AKI). We later expanded the study and included patients without signs of AKI. METHODS A total of 845 ICU patients were analysed for cystatin C and classified according to the RIFLE criteria. Of these, 271 patients with either creatinine >150 micromol/l, urea >25 or anuria/oliguria entered the AKI cohort. The remaining 562 patients entered the non-AKI cohort. Both cohorts were divided into quartiles according to cystatin C at entry. In the non-AKI cohort, we split the highest cystatin C quartile into two. The relationship between the different cystatin C quartiles and mortality in patients with and without AKI was estimated by hazard ratios (HR) derived from the Cox proportional hazards regression model. RESULTS A relationship between cystatin C and mortality was found in patients with and without AKI, being stronger in patients without AKI. In AKI patients, the HR comparing cystatin C above and below the median more than doubled from the second year on compared to the first year follow-up. After exclusion of patients in the non-AKI cohort with 'potential AKI' (creatinine >100 micromol/l or urea > 20 mmol/l), the correlation between cystatin C levels and risk of death was strengthened. CONCLUSIONS Cystatin C is correlated with mortality independently of renal function measured by creatinine in patients entering the general ICU.
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Affiliation(s)
- Max Bell
- Department of Anaesthesiology and Intensive Care, Karolinska University Hospital, Solna, Sweden.
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Jacobs JM, Cohen A, Bursztyn M, Azoulay D, Ein-Mor E, Stessman J. Cohort Profile: the Jerusalem longitudinal cohort study. Int J Epidemiol 2008; 38:1464-9. [DOI: 10.1093/ije/dyn252] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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