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1.
J Nephrol ; 37(1): 231-237, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37285006

ABSTRACT

BACKGROUND: Chronic kidney disease progression to kidney failure is diverse, and progression may be different according to genetic aspects and settings of care. We aimed to describe kidney failure risk equation prognostic accuracy in an Australian population. METHODS: A retrospective cohort study was undertaken in a public hospital community-based chronic kidney disease service in Brisbane, Australia, which included a cohort of 406 adult patients with chronic kidney disease Stages 3-4 followed up over 5 years (1/1/13-1/1/18). Risk of progression to kidney failure at baseline using Kidney Failure Risk Equation models with three (eGFR/age/sex), four (add urinary-ACR) and eight variables (add serum-albumin/phosphate/bicarbonate/calcium) at 5 and 2 years were compared to actual patient outcomes. RESULTS: Of 406 patients followed up over 5 years, 71 (17.5%) developed kidney failure, while 112 died before reaching kidney failure. The overall mean difference between observed and predicted risk was 0.51% (p = 0.659), 0.93% (p = 0.602), and - 0.03% (p = 0.967) for the three-, four- and eight-variable models, respectively. There was small improvement in the receiver operating characteristic-area under the curve from three-variable to four-variable models: 0.888 (95%CI = 0.819-0.957) versus 0.916 (95%CI = 0.847-0.985). The eight-variable model showed marginal receiver operating characteristic-area under the curve improvement: 0.916 (95%CI = 0.847-0.985) versus 0.922 (95%CI = 0.853-0.991). The results were similar in predicting 2 year risk of kidney failure. CONCLUSIONS: The kidney failure risk equation accurately predicted progression to kidney failure in an Australian chronic kidney disease population. Younger age, male sex, lower estimated glomerular filtration rate, higher albuminuria, diabetes mellitus, tobacco smoking and non-Caucasian ethnicity were associated with increased risk of kidney failure. Cause-specific cumulative incidence function for progression to kidney failure or death, stratified by chronic kidney disease stage, demonstrated differences within different chronic kidney disease stages, highlighting the interaction between comorbidity and outcome.


Subject(s)
Kidney Failure, Chronic , Renal Insufficiency, Chronic , Renal Insufficiency , Adult , Humans , Male , Kidney Failure, Chronic/epidemiology , Kidney Function Tests , Retrospective Studies , Cohort Studies , Australia/epidemiology , Renal Insufficiency, Chronic/diagnosis , Renal Insufficiency, Chronic/epidemiology , Renal Insufficiency, Chronic/complications , Glomerular Filtration Rate , Disease Progression , Risk Factors
2.
Kidney Med ; 5(9): 100700, 2023 Sep.
Article in English | MEDLINE | ID: mdl-37649728

ABSTRACT

Rationale & Objective: Little is known about hospital admissions in nondialysis patients with chronic kidney disease (CKD) before death or starting kidney replacement therapy (KRT). Study Design: Retrospective observational cohort study. Setting & Participants: Hospitalizations among 7,201 patients with CKD from 10 public renal clinics in Queensland (QLD), enrolled in the CKD.QLD registry starting in May 2011, were followed for 25,496.34 person-years until they started receiving KRT or died, or until June 30, 2018. Predictors: Demographic and clinical characteristics of patients with CKD. Outcomes: Hospital admissions. Analytical Approach: We evaluated the association of demographic and clinical features with hospitalizations, length of hospital stay, and cost. Results: Approximately 81.5% of the patients were admitted at least once, with 42,283 admissions, costing Australian dollars (AUD) 231 million. The average number of admissions per person-year was 1.7, and the cost was AUD 9,060, 10 times and 2 times their Australian averages, respectively. Single (1-day) admissions constituted 59.2% of all the hospital episodes, led by neoplasms (largely chemotherapy), anemia, CKD-related conditions and eye conditions (largely cataract extractions), but only 14.8% of the total costs. Approximately 41% of admissions were >1-day admissions, constituting 85.2% of the total costs, with cardiovascular conditions, respiratory conditions, CKD-related conditions, and injuries, fractures, or poisoning being the dominant causes. Readmission within 30 days of discharge constituted >42% of the admissions and 46.8% costs. Admissions not directly related to CKD constituted 90% of the admissions and costs. More than 40% of the admissions and costs were through the emergency department. Approximately 19% of the hospitalized patients and 27% of the admissions did not have kidney disease mentioned as either principal or associate causes. Limitations: Variable follow-up times because of different dates of consent. Conclusions: The hospital burden of patients with CKD is mainly driven by complex multiday admissions and readmissions involving comorbid conditions, which may not be directly related to their CKD. Strategies to prevent these complex admissions and readmissions should minimize hospital costs and outcomes. Plain-Language Summary: We analyzed primary causes, types, and costs of hospitalizations among 7,201 patients with chronic kidney disease (CKD) from renal speciality clinics across Queensland, Australia, over an average follow-up of 3.54 years. The average annual cost per person was $9,060, and was the highest in those with more advanced CKD, higher age, and with diabetes. More than 85% of costs were driven by more complex hospitalizations with longer length of stay. Cardiovascular disease was the single largest contributor for hospitalizations, length of hospital stay, and total costs. Readmission within 30 days of discharge, particularly for the same disorder, and multiday admissions should be the main targets for mitigation of hospital costs in this population.

3.
Nephrology (Carlton) ; 27(12): 934-944, 2022 Dec.
Article in English | MEDLINE | ID: mdl-36161428

ABSTRACT

AIM: To describe adults with (non-dialysis) chronic kidney disease (CKD) in nine public renal practice sites in the Australian state of Queensland. METHODS: 7,060 persons were recruited to a CKD Registry in May 2011 and until start of kidney replacement therapy (KRT), death without KRT or June 2018, for a median period of 3.4 years. RESULTS: The cohort comprised 7,060 persons, 52% males, with a median age of 68 yr; 85% had CKD stages 3A to 5, 45.4% were diabetic, 24.6% had diabetic nephropathy, and 51.7% were obese. Younger persons mostly had glomerulonephritis or genetic renal disease, while older persons mostly had diabetic nephropathy, renovascular disease and multiple diagnoses. Proportions of specific renal diagnoses varied >2-fold across sites. Over the first year, eGFR fell in 24% but was stable or improved in 76%. Over follow up, 10% started KRT, at a median age of 62 yr, most with CKD stages 4 and 5 at consent, while 18.8% died without KRT, at a median age of 80 yr. Indigenous people were younger at consent and more often had diabetes and diabetic kidney disease and had higher incidence rates of KRT. CONCLUSION: The spectrum of characteristics in CKD patients in renal practices is much broader than represented by the minority who ultimately start KRT. Variation in CKD by causes, age, site and Indigenous status, the prevalence of obesity, relative stability of kidney function in many persons over the short term, and differences between those who KRT and die without KRT are all important to explore.


Subject(s)
Diabetic Nephropathies , Renal Insufficiency, Chronic , Adult , Male , Humans , Aged , Aged, 80 and over , Female , Queensland/epidemiology , Renal Dialysis , Diabetic Nephropathies/diagnosis , Diabetic Nephropathies/epidemiology , Diabetic Nephropathies/therapy , Australia , Renal Insufficiency, Chronic/diagnosis , Renal Insufficiency, Chronic/epidemiology , Renal Insufficiency, Chronic/therapy , Obesity/diagnosis , Obesity/epidemiology , Kidney
4.
BMC Palliat Care ; 17(1): 57, 2018 Apr 05.
Article in English | MEDLINE | ID: mdl-29622009

ABSTRACT

BACKGROUND: Chronic kidney disease (CKD) is a growing global problem affecting around 10% of many countries' populations. Providing appropriate palliative care services (PCS) to those with advanced kidney disease is becoming paramount. Palliative/supportive care alongside usual CKD clinical treatment is gaining acceptance in nephrology services although the collaboration with and use of PCS is not consistent. METHODS: The goal of this study was to track and quantify the health service utilisation of people with CKD stages 3-5 over the last 12 months of life. Patients were recruited from a kidney health service (Queensland, Australia) for this prospective, longitudinal study. Data were collected for 12 months (or until death, whichever was sooner) during 2015-17 from administrative health sources. Emergency department presentations (EDP) and inpatient admissions (IPA) (collectively referred to as critical events) were reviewed by two Nephrologists to gauge if the events were avoidable. RESULTS: Participants (n = 19) with a median age of 78 years (range 42-90), were mostly male (63%), 79% had CKD stage 5, and were heavy users of health services during the study period. Fifteen patients (79%) collectively recorded 44 EDP; 61% occurred after-hours, 91% were triaged as imminently and potentially life-threatening and 73% were admitted. Seventy-four IPA were collectively recorded across 16 patients (84%); 14% occurred on weekends or public holidays. Median length of stay was 3 days (range 1-29). The median number of EDP and IPA per patient was 1 and 2 (range 0-12 and 0-20) respectively. The most common trigger to both EDP (30%) and IPA (15%) was respiratory distress. By study end 37% of patients died, 63% were known to PCS and 11% rejected a referral to a PCS. All critical events were deemed unavoidable. CONCLUSIONS: Few patients avoided using acute health care services in a 12 month period, highlighting the high service needs of this cohort throughout the long, slow decline of CKD. Proactive end-of-life care earlier in the disease trajectory through integrating renal and palliative care teams may avoid acute presentations to hospital through better symptom management and planned care pathways.


Subject(s)
Delivery of Health Care/statistics & numerical data , Renal Insufficiency, Chronic/therapy , Adult , Aged , Aged, 80 and over , Emergency Service, Hospital/organization & administration , Emergency Service, Hospital/statistics & numerical data , Female , Humans , Longitudinal Studies , Male , Middle Aged , Prospective Studies , Queensland , Referral and Consultation/statistics & numerical data , Terminal Care/statistics & numerical data
5.
J Ren Care ; 44(2): 115-122, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29493102

ABSTRACT

BACKGROUND: There is increasing recognition of the clinical need for timely and coordinated supportive and palliative care for those with terminal organ failure. OBJECTIVE: To describe symptoms, quality of life and supportive care needs in the anticipated 12-month period prior to death in adults with chronic kidney disease (CKD) stages 4 or 5. METHOD: An observational, prospective, longitudinal design was used to follow 19 patients. The measures used were the Chronic Kidney Disease-Symptom Burden Index (CKD-SBI), the Australian Karnofsky Performance Scale (AKPS), the Functional Assessment of Chronic illness Therapy Palliative-14 (FACIT PAL-14), the Assessment of Quality of Life 6 Dimensions (AQoL-6D) and the Sheffield Profile for Assessment and Referral for Care (SPARC). Data were collected at study entry and three monthly until death or study end. RESULTS: Patients' median age was 78 years (range 42-90), most were male (63%), 10 were receiving dialysis and seven died during the study. The most prevalent symptoms reported differed from those that were most troublesome. The median AKPS score did not change over time (60). Quality of life remained steady over time [FACIT-PAL median range: 43.5-46; AQoL-6D means range: 0.66 (SD 0.19) to 0.75 (SD 0.2)]. Supportive care needs were few. CONCLUSION: We found a substantial symptom burden and slow functional decline in this group of patients. Regular assessment of both symptoms and QOL is warranted particularly if clinical experience indicates that the person is likely to be in their last year of life. Integrated supportive care programmes could assist with easing symptom burden during this time.


Subject(s)
Palliative Care/psychology , Quality of Life/psychology , Renal Insufficiency, Chronic/complications , Adult , Aged , Aged, 80 and over , Australia , Cost of Illness , Female , Humans , Longitudinal Studies , Male , Middle Aged , Prospective Studies , Renal Insufficiency, Chronic/psychology
6.
BMC Nephrol ; 18(1): 372, 2017 12 28.
Article in English | MEDLINE | ID: mdl-29282014

ABSTRACT

BACKGROUND: Aim of our study is to describe, in people with CKD, the demographic and clinical characteristics and outcomes with increasing age. The prevalence of CKD in Western populations, where longevity is the norm, is about 10-15%, but how age influence different characteristics of patients with CKD is largely not known. METHODS: One thousand two hundred sixty-five patients enrolled in the CKD.QLD registry at the Royal Brisbane and Women's Hospital were grouped according to age at consent i.e. <35, 35-44, 45-54, 55-64, 65-74, 75-84, 85+ years age groups, and were followed till start of renal replacement therapy (RRT), death, discharge or the censor date of September 2015. RESULTS: Age ranged from 17.6 to 98.5 years with medians of 70.1 and 69.9 years for males and females respectively: 7% were <35 years of age, with the majority (63%) >65 years old. The leading renal diagnoses changed from genetic real disease (GRD) and glomerulonephritis (GN) in the younger patients to renovascular disease (RVD) and hypertension (HTN) in older patients. With increasing age, there were often multiple renal disease diagnoses, more advanced stages of CKD, greater number of comorbidities, more frequent and more costly hospitalizations, and higher death rates. The rates of initiation of renal replacement therapy (RRT) rose from 4.5 per 100 person years in those age < 35 years to a maximum of 5.5 per 100 person years in 45-54 years age group and were lowest, at 0.5 per 100 person years in those >85 years. Mortality rates increased by age group from 1.3 to 17.0 per 100 person years in 35-44 year and 85+ year age groups respectively. Rates of hospitalization, length of stay and cost progressively increased from the youngest to eldest groups. Patients with diabetic nephropathy had highest incidence rate of RRT and death. The proportion of patients who lost more than 5mls/min/1.73m2 of eGFR during at least 12 months follow up increased from 13.3% in the youngest age group to 29.2% in the eldest. CONCLUSION: This is the first comprehensive view, with no exclusions, of CKD patients seen in a public renal specialty referral practice, in Australia. The age distribution of patients encompasses the whole of adult life, with a broader range and higher median value than patients receiving RRT. Health status ranged from a single system (renal) disease in young adults through, with advancing age, renal impairment as a component of, or accompanying multisystem diseases, to demands and complexities of support of frail or elderly people approaching end of life. This great spectrum demands a broad understanding and capacity of renal health care providers, and dictates a need for a wider scope of health services provision incorporating multiple models of care.


Subject(s)
Aging/physiology , Hospitals, Urban/trends , Renal Insufficiency, Chronic/mortality , Renal Insufficiency, Chronic/therapy , Adolescent , Adult , Aged , Aged, 80 and over , Cohort Studies , Female , Follow-Up Studies , Glomerular Filtration Rate/physiology , Humans , Male , Middle Aged , Prospective Studies , Queensland/epidemiology , Registries , Renal Insufficiency, Chronic/physiopathology , Renal Replacement Therapy/trends , Survival Rate/trends , Young Adult
7.
BMC Nephrol ; 18(1): 329, 2017 Oct 31.
Article in English | MEDLINE | ID: mdl-29089041

ABSTRACT

BACKGROUND: The Australian Institute of Health and Welfare's first report into acute kidney injury demonstrated a significant increase in the incidence of acute-tubulo interstitial nephritis, the ICD-10 code representing both acute interstitial nephritis and pyelonephritis, in women aged less than 55 years. In contrast, recent case series have reported rising rates of drug induced acute interstitial nephritis predominantly among elderly patients. Due to several limitations with the Australian Institute of Health and Welfare report, this new trend requires further investigation to determine if rates of acute interstitial nephritis are truly increasing among younger Australian women. METHODS: Patients who underwent a renal biopsy at a single center from 2000 to 2015 were reviewed and those with biopsy confirmed acute interstitial nephritis were selected. Cause of acute interstitial nephritis, patient demographics, co-morbidities and renal indices for these patients when available were recorded and compared. RESULTS: Eight hundred ninety-eight patients who underwent renal biopsy from 2000 to 2015 were reviewed and 40 patients were identified with biopsy confirmed acute interstitial nephritis. The rate of acute interstitial nephritis increased significantly over the study period (4 patients/2.2% of biopsies performed in 2000-03 vs. 19 patients/6.7% of all biopsies performed in 2012-15; p = 0.002). There was a marked increase in the number of women with AIN in the last four years of the study (2 patients and 2.1% of biopsies performed in women in 2000-2003 compared with 13 patients and 9.0% of biopsies performed in women in 2012-2015). Immune mediated causes of acute interstitial nephritis and NSAID associated AIN were more common in women (9 females vs. 3 males), occurred more frequently in the last eight years of the study and predominantly in patients under 55 years of age. CONCLUSIONS: Our study demonstrates a significant increase in the number of patients with biopsy confirmed AIN. Also, we provide preliminary evidence in support of an increase in rates of younger women with immune mediated acute interstitial nephritis. These results support the findings of the Australian Institute of Health and Welfare and suggest that younger women may be at higher risk of immune mediated and NSAID associated acute interstitial nephritis.


Subject(s)
Nephritis, Interstitial/diagnosis , Nephritis, Interstitial/epidemiology , Acute Disease , Adult , Aged , Australia/epidemiology , Biopsy/trends , Cohort Studies , Female , Humans , Male , Middle Aged , Retrospective Studies
8.
Perit Dial Int ; 36(4): 415-20, 2016.
Article in English | MEDLINE | ID: mdl-26764340

ABSTRACT

UNLABELLED: ♦ BACKGROUND: The standard treatment of peritoneal dialysis (PD)-associated peritonitis (PD-peritonitis) is intraperitoneal (IP) administration of antibiotics. Only limited data on the pharmacokinetics and appropriateness of contemporary dose recommendations of IP cefalothin and cefazolin exist. The aim of this study was to describe the pharmacokinetics of IP cefalothin and cefazolin in patients treated for PD-peritonitis. ♦ METHODS: As per international guidelines, IP cefalothin or cefazolin 15 mg/kg once daily was dosed with gentamicin in a 6-hour dwell to patients with PD-peritonitis during routine care. Serial plasma and PD effluent samples were collected over the first 24 hours of therapy. Antibiotic concentrations were quantified using a validated chromatographic method with pharmacokinetic analysis performed using a non-compartmental approach. ♦ RESULTS: Nineteen patients were included (cefalothin n = 8, cefazolin n = 11). The median bioavailability for both antibiotics exceeded 92%, but other pharmacokinetic parameters varied markedly between antibiotics. Both antibiotics achieved high PD effluent concentrations throughout the antibiotic dwell. Cefazolin had a smaller volume of distribution compared with cefalothin (14 vs 40 L, p = 0.003). The median trough total plasma antibiotic concentration for cefazolin and cefalothin during the dwell differed (plasma 56 vs 13 mg/L, p < 0.0001) despite a similar concentration in PD effluent (37 vs 38 mg/L, p = 0.58). Lower antibiotic concentrations were noted during PD dwells not containing antibiotic, particularly cefalothin, which was frequently undetectable in plasma and PD effluent. The median duration that the unbound antibiotic concentration was above the minimum inhibitory concentration (MIC) was approximately 13% (plasma) and 25% (IP) for cefalothin, and 100% (plasma and IP) for cefazolin, of the dosing interval. ♦ CONCLUSIONS: When IP cefalothin or cefazolin is allowed to dwell for 6 hours, sufficient PD effluent concentrations are present for common pathogens during this time. However, with once-daily IP dosing, in contrast to cefazolin, there is a risk of subtherapeutic plasma and PD effluent cefalothin concentrations, so more frequent dosing may be required.


Subject(s)
Anti-Bacterial Agents/pharmacokinetics , Cefazolin/pharmacokinetics , Cephalothin/pharmacokinetics , Kidney Failure, Chronic/therapy , Peritoneal Dialysis/adverse effects , Peritonitis/drug therapy , Adult , Aged , Anti-Bacterial Agents/administration & dosage , Biological Availability , Cefazolin/administration & dosage , Cephalothin/administration & dosage , Female , Gentamicins/administration & dosage , Humans , Male , Middle Aged , Peritonitis/etiology , Prospective Studies
9.
J Ren Nutr ; 24(2): 123-34.e1-3, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24394445

ABSTRACT

OBJECTIVE: The study objective was to develop and evaluate the feasibility and validity of a self-administered Scored Sodium Questionnaire (SSQ) for use in the routine clinical care of Australian chronic kidney disease (CKD) patients. DESIGN AND METHODS: The study took place in community-based outreach clinics using a multidisciplinary model of care. Assessment of sources of dietary sodium intake in the target population used comprehensive diet history interviews (Phase 1) to inform development of a 10-item food frequency questionnaire that was scored and validated using 24-hour urinary sodium and 2 alternative dietary intake methods (Phase 2). Subjects were adults with CKD Stages 3 to 5 (Phase 1 n = 30; Phase 2 n = 47). INTERVENTION: On a single day, participants (n = 47) completed the SSQ, feasibility survey, 24-hour urine collection, and 24-hour food record. A diet history interview was also conducted to confirm sodium intake on the day of data collection reflected habitual intake. MAIN OUTCOME MEASURE: Validity of the SSQ score was confirmed by correlation with 24-hour urine sodium. Validity of a cutpoint on the SSQ score to correctly identify high- versus low-sodium consumers was confirmed by receiver operating characteristic curve analysis: area under the curve, sensitivity, and specificity. RESULTS: Total SSQ score correlated significantly with 24-hour urine sodium (r = 0.371; P = .031). Correlation between 24-hour food record and diet history sodium confirmed consumption on the data collection day reflected habitual intake (r = 0.701; P ≤ .001). A cutpoint of 65 or greater on the SSQ score was confirmed as valid to identify high-sodium consumers: area under the curve 0.713, sensitivity 61%, and specificity 82%. CONCLUSION: The SSQ is feasible and valid to assess habitual sodium intake in the Australian CKD population and to identify high-sodium consumers for referral to individualized counseling on a low-sodium diet.


Subject(s)
Feeding Behavior , Kidney Diseases , Nutrition Assessment , Sodium, Dietary/administration & dosage , Adult , Aged , Aged, 80 and over , Australia , Cross-Sectional Studies , Diet Records , Diet Surveys , Diet, Sodium-Restricted , Feasibility Studies , Female , Humans , Male , Middle Aged , Reproducibility of Results , Sensitivity and Specificity , Sodium, Dietary/urine , Surveys and Questionnaires
11.
Nephrol Dial Transplant ; 25(3): 920-6, 2010 Mar.
Article in English | MEDLINE | ID: mdl-19906658

ABSTRACT

BACKGROUND: An optimal haemoglobin (Hb) response to erythropoietin requires elevated iron indices in dialysis patients; however, it is unknown if the same applies in chronic kidney disease (CKD). METHODS: One hundred patients [CKD Stages 3-5, Hb >or= 110 g/L, iron replete, erythropoietin-stimulating agent (ESA)-naive, 47% diabetic, median age 69.5 years] were block-randomized in an open-label study to receive up to 200 mg intravenous iron sucrose (Group A, n = 52) bimonthly or oral iron sulphate (Group B) to maintain raised and normal iron indices (respectively) over 12 months. The primary endpoint was the change in Hb concentration at 12 months or at termination after at least 6 months of treatment. RESULTS: Eighty-five patients reached the primary endpoint (43, Group A; 42, Group B). Initial Hb was 119 +/- 7 vs 116 +/- 12 g/L (mean +/- standard deviation); ferritin 122 (71-176), median (inter-quartile range), vs 90 microg/L (58-150); transferrin saturation (TSat) 22 (18-26) vs 21% (15-24); and creatinine 240 (195-313) vs 230 micromol/L (184-352). Ferritin and TSat differed by month 2 [157 (103-220) vs 96 microg/L (73-162), P = 0.003] and month 6 [25 (20-31) vs 21% (17-27), P = 0.02], respectively. At study end, Hb did not differ between groups (121 +/- 10 vs 117 +/- 13 g/L). Ferritin was 362 (310-458) vs 125 microg/L (84-190), P < 0.001; TSat 30 (23-34) vs 21% (18-24), P < 0.001; and creatinine 229 (188-326) vs 272 micromol/L (195-413), P = NS. For patients (Groups A and B, n = 27 in each group) whose creatinine regression slope increased (indicating worsening function), the fall in Hb over 12 months also did not differ between groups despite adequate separation in iron indices. Serious adverse events overall did not differ between groups. CONCLUSIONS: Elevated iron indices did not increase Hb synthesis in ESA-naive, iron replete, pre-dialysis patients with Hb >110 g/L.


Subject(s)
Anemia/prevention & control , Ferric Compounds/therapeutic use , Ferrous Compounds/therapeutic use , Hematinics/therapeutic use , Iron/blood , Kidney Diseases/blood , Kidney Diseases/physiopathology , Administration, Oral , Aged , Chronic Disease , Female , Ferric Compounds/administration & dosage , Ferric Oxide, Saccharated , Ferritins/blood , Ferrous Compounds/administration & dosage , Glucaric Acid , Hematinics/administration & dosage , Hemoglobins/metabolism , Humans , Injections, Intravenous , Kidney Diseases/therapy , Male , Middle Aged , Renal Dialysis , Severity of Illness Index
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