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KHAZAEI SALMAN, NAJAFI-GhOBADI SOMAYEH, RAMEZANI-DOROH VAJIHE. Construction data mining methods in the prediction of death in hemodialysis patients using support vector machine, neural network, logistic regression and decision tree. JOURNAL OF PREVENTIVE MEDICINE AND HYGIENE 2021; 62:E222-E230. [PMID: 34322640 PMCID: PMC8283642 DOI: 10.15167/2421-4248/jpmh2021.62.1.1837] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Accepted: 12/21/2021] [Indexed: 11/25/2022]
Abstract
Objectives Chronic kidney disease (CKD) is one of the main causes of morbidity and mortality worldwide. Detecting survival modifiable factors could help in prioritizing the clinical care and offers a treatment decision-making for hemodialysis patients. The aim of this study was to develop the best predictive model to explain the predictors of death in Hemodialysis patients by data mining techniques. Methods In this study, we used a dataset included records of 857 dialysis patients. Thirty-one potential risk factors, that might be associated with death in dialysis patients, were selected. The performances of four classifiers of support vector machine, neural network, logistic regression and decision tree were compared in terms of sensitivity, specificity, total accuracy, positive likelihood ratio and negative likelihood ratio. Results The average total accuracy of all methods was over 61%; the greatest total accuracy belonged to logistic regression (0.71). Also, logistic regression produced the greatest specificity (0.72), sensitivity (0.69), positive likelihood ratio (2.48) and the lowest negative likelihood ratio (0.43). Conclusions Logistic regression had the best performance in comparison to other methods for predicting death among hemodialysis patients. According to this model female gender, increasing age at diagnosis, addiction, low Iron level, C-reactive protein positive and low urea reduction ratio (URR) were the main predictors of death in these patients.
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Affiliation(s)
- SALMAN KHAZAEI
- Research Center for Health Sciences, Hamadan University of Medical Sciences, Hamadan, Iran
| | - SOMAYEH NAJAFI-GhOBADI
- Department of Industrial Engineering, Faculty of Engineering, Kermanshah Branch, Islamic Azad University, Kermanshah, Iran
| | - VAJIHE RAMEZANI-DOROH
- Department of Health Management and Economics, School of Public Health, Hamadan University of Medical Sciences, Hamadan, Iran
- Modeling of Non-communicable diseases research center, Hamadan University of Medical Sciences, Hamadan, Iran
- Correspondence: Vajihe Ramezani-Doroh, Hamadan University of Medical Sciences, Shahid Fahmide St., Pazhuhesh Square., Hamadan, Iran - Tel.: +98 9175375707 - E-mail:
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Wall G, Sharma V, Taylor MJ, Schneider R, Adams K, Gasperi L, Lukenbill JC. Retrospective Safety Evaluation of a Pharmacist-Assisted Total Dose Iron Sucrose Protocol in Hospital Inpatients With Iron Deficiency Anemia. J Pharm Pract 2019; 34:573-576. [PMID: 31665957 DOI: 10.1177/0897190019885239] [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: 11/16/2022]
Abstract
BACKGROUND Intravenous (IV) iron sucrose can be used for iron deficiency anemia (IDA), but little information exists on total dose infusion (TDI) of this drug. At a tertiary hospital, an iron sucrose TDI protocol was implemented with staff pharmacists aiding physicians in appropriate dosing. OBJECTIVES We sought to define the safety and efficacy of this protocol in adults ≥18 years old with IDA. METHODS We conducted a retrospective chart review of patients who received iron sucrose TDI. Inclusion criteria included patients ≥18 years old who were hospitalized and received iron sucrose in doses ≥300 mg. We reviewed the medical record for adverse reactions to any TDI of iron sucrose as well as pre-TDI and post-TDI hemoglobin (Hgb) levels to assess efficacy. RESULTS A total of 238 patients received iron sucrose TDI for IDA during the study period. One hundred ninety-three (81%) patients were female, and the mean age in our cohort was 60.6 years. Mean pre-TDI Hgb was 8.76 g/dL. The mean total dose of iron sucrose in the total cohort was 680 mg (range: 300-2500 mg). Adverse effects attributable to iron sucrose were reported in 15 patients, with nausea being the most common effect (7/238, 2.9%). When matching patients' preadmission and postadmission records, a Hgb increase of 2.1 g/L was found (P < .001). No increase in liver function tests was found in any patient. CONCLUSIONS A pharmacist-assisted iron sucrose TDI protocol for patients with IDA successfully increased serum Hgb and was well tolerated. Anaphylaxis was not reported.
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Affiliation(s)
- Geoffrey Wall
- College of Pharmacy and Health Sciences, 2948Drake University, Des Moines, IA, USA.,Internal Medicine Residency, 23206Iowa Methodist Medical Center, Des Moines, IA, USA
| | - Vedica Sharma
- Internal Medicine Residency, 23206Iowa Methodist Medical Center, Des Moines, IA, USA
| | - Matthew J Taylor
- Internal Medicine Residency, 23206Iowa Methodist Medical Center, Des Moines, IA, USA
| | - Robert Schneider
- Internal Medicine Residency, 23206Iowa Methodist Medical Center, Des Moines, IA, USA
| | - Kristi Adams
- Department of Pharmacy, Iowa Methodist Medical Center, Des Moines, IA, USA
| | - Lindy Gasperi
- Department of Pharmacy, Iowa Methodist Medical Center, Des Moines, IA, USA
| | - Joshua C Lukenbill
- Staff Hematologist, Medical Oncology and Hematology Associates, Des Moines, IA, USA
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Ferumoxytol for iron deficiency anemia in patients undergoing hemodialysis. The FACT randomized controlled trial
. Clin Nephrol 2019; 91:237-245. [PMID: 30802204 PMCID: PMC6434426 DOI: 10.5414/cn109512] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/25/2019] [Indexed: 12/30/2022] Open
Abstract
Background: Patients with chronic kidney disease (CKD) undergoing dialysis often require intravenous iron for iron deficiency anemia (IDA). Materials and methods: The Ferumoxytol for Anemia of CKD Trial (FACT), a randomized, multicenter, open-label, phase 4 study, compared the long-term safety and efficacy of ferumoxytol with iron sucrose for the treatment of IDA in patients with CKD undergoing hemodialysis. Patients with IDA and CKD undergoing hemodialysis were randomized 2:1 to ferumoxytol 1.02 g (2 × 510 mg) or iron sucrose 1.0 g (10 × 100 mg) for a 5-week treatment period (TP). Over 11 months, patients underwent additional 5-week TPs whenever IDA (hemoglobin < 11.5 g/dL and transferrin saturation < 30%) was detected. The primary efficacy endpoint was mean change in hemoglobin from baseline to week 5 for each TP. Adverse events were recorded during the study. Results: Overall, 293 patients received ferumoxytol (n = 196) or iron sucrose (n = 97). Ferumoxytol was noninferior to iron sucrose regarding hemoglobin change from baseline to week 5. The mean change in hemoglobin in the ferumoxytol and iron sucrose groups was 0.5 and 0.4 g/dL, respectively, in TP 1 (least-squares mean difference, 0.13; 95% confidence interval, –0.11 to 0.36) and 0.6 and 0.3 g/dL, respectively, in TP 2 (0.30; 0.06 – 0.55). Treatment-related and serious adverse events were similar in both groups; no new safety signals emerged. Conclusion: Long-term administration of ferumoxytol has noninferior efficacy and a similar safety profile to iron sucrose when used to treat IDA in patients with CKD undergoing hemodialysis.
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Iv M, Choudhri O, Dodd RL, Vasanawala SS, Alley MT, Moseley M, Holdsworth SJ, Grant G, Cheshier S, Yeom KW. High-resolution 3D volumetric contrast-enhanced MR angiography with a blood pool agent (ferumoxytol) for diagnostic evaluation of pediatric brain arteriovenous malformations. J Neurosurg Pediatr 2018; 22:251-260. [PMID: 29882734 DOI: 10.3171/2018.3.peds17723] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Patients with brain arteriovenous malformations (AVMs) often require repeat imaging with MRI or MR angiography (MRA), CT angiography (CTA), and digital subtraction angiography (DSA). The ideal imaging modality provides excellent vascular visualization without incurring added risks, such as radiation exposure. The purpose of this study is to evaluate the performance of ferumoxytol-enhanced MRA using a high-resolution 3D volumetric sequence (fe-SPGR) for visualizing and grading pediatric brain AVMs in comparison with CTA and DSA, which is the current imaging gold standard. METHODS In this retrospective cohort study, 21 patients with AVMs evaluated by fe-SPGR, CTA, and DSA between April 2014 and August 2017 were included. Two experienced raters graded AVMs using Spetzler-Martin criteria on all imaging studies. Lesion conspicuity (LC) and diagnostic confidence (DC) were assessed using a 5-point Likert scale, and interrater agreement was determined. The Kruskal-Wallis test was performed to assess the raters' grades and scores of LC and DC, with subsequent post hoc pairwise comparisons to assess for statistically significant differences between pairs of groups at p < 0.05. RESULTS Assigned Spetzler-Martin grades for AVMs on DSA, fe-SPGR, and CTA were not significantly different (p = 0.991). LC and DC scores were higher with fe-SPGR than with CTA (p < 0.05). A significant difference in LC scores was found between CTA and fe-SPGR (p < 0.001) and CTA and DSA (p < 0.001) but not between fe-SPGR and DSA (p = 0.146). A significant difference in DC scores was found among DSA, fe-SPGR, and CTA (p < 0.001) and between all pairs of the groups (p < 0.05). Interrater agreement was good to very good for all image groups (κ = 0.77-1.0, p < 0.001). CONCLUSIONS Fe-SPGR performed robustly in the diagnostic evaluation of brain AVMs, with improved visual depiction of AVMs compared with CTA and comparable Spetzler-Martin grading relative to CTA and DSA.
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Affiliation(s)
- Michael Iv
- 1Department of Radiology, Stanford University Medical Center, Stanford
| | - Omar Choudhri
- 1Department of Radiology, Stanford University Medical Center, Stanford
| | - Robert L Dodd
- 1Department of Radiology, Stanford University Medical Center, Stanford
| | - Shreyas S Vasanawala
- 1Department of Radiology, Stanford University Medical Center, Stanford.,2Department of Radiology, Lucile Packard Children's Hospital, Palo Alto
| | - Marcus T Alley
- 3Richard M. Lucas Center for Imaging, Stanford University, Stanford; and
| | - Michael Moseley
- 3Richard M. Lucas Center for Imaging, Stanford University, Stanford; and
| | | | - Gerald Grant
- 4Division of Pediatric Neurosurgery, Lucile Packard Children's Hospital, Palo Alto, California
| | - Samuel Cheshier
- 4Division of Pediatric Neurosurgery, Lucile Packard Children's Hospital, Palo Alto, California
| | - Kristen W Yeom
- 2Department of Radiology, Lucile Packard Children's Hospital, Palo Alto
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Motonishi S, Tanaka K, Ozawa T. Iron deficiency associates with deterioration in several symptoms independently from hemoglobin level among chronic hemodialysis patients. PLoS One 2018; 13:e0201662. [PMID: 30071093 PMCID: PMC6072073 DOI: 10.1371/journal.pone.0201662] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Accepted: 07/19/2018] [Indexed: 12/22/2022] Open
Abstract
Background While iron deficiency (ID) is a frequent cause of anemia in hemodialysis patients, the clinical impact of ID without anemic level of hemoglobin remains unclear. As such, this study was designed to clarify the manifestations of ID itself in subjects on hemodialysis. Methods Maintenance hemodialysis patients achieving target hemoglobin levels (≥ 10.0g/dL) under treatment in our clinic were stratified for comparison from three perspectives: ID (transferrin saturation [TSAT] < 20% or ferritin < 100ng/mL) vs non-ID, level of TSAT (< or ≥ 20%), and level of serum ferritin concentration (< or ≥ 100ng/mL). The severity of frequent symptoms was determined by a self-rating symptom score questionnaire, and the rate of those with severe manifestations was calculated for each symptom. Significant difference was examined between groups; univariate and adjusted multivariate odds ratios and 95% confidence intervals were obtained by logistic regression. Results Among 154 subjects selected for analysis, the ratio of severe arthralgia and fatigue was significantly higher in the ID group (n = 94) compared to the non-ID group (n = 60), in both univariate and adjusted multivariate analyses. Moreover, in multivariate analysis, low TSAT was significantly associated with exacerbation of pain during vascular access puncture and intradialytic leg cramps, while low serum ferritin concentration was related to significant increase in severe arthralgia, fatigue, intradialytic headache and leg cramps. Conclusions ID was identified as a risk factor regarding severity of several symptoms even without low hemoglobin level among chronic hemodialysis patients, and supplementation of iron was considered efficacious for improving critical symptoms affecting those undergoing maintenance dialysis.
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Macdougall IC, Dahl NV, Bernard K, Li Z, Batycky A, Strauss WE. Correction to: The Ferumoxytol for Anemia of CKD Trial (FACT)-a randomized controlled trial of repeated doses of ferumoxytol or iron sucrose in patients on hemodialysis: background and rationale. BMC Nephrol 2018; 19:97. [PMID: 29699506 PMCID: PMC5921409 DOI: 10.1186/s12882-018-0899-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2018] [Accepted: 04/12/2018] [Indexed: 11/10/2022] Open
Abstract
Following publication of the original article [1], the authors reported that one of the authors' name is spelled incorrectly. In this Erratum the incorrect and correct author name are shown. The original publication of this article has been corrected.
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Affiliation(s)
- Iain C Macdougall
- Department of Renal Medicine, King's College Hospital, Denmark Hill, London, UK
| | - Naomi V Dahl
- AMAG Pharmaceuticals, Inc., 1100 Winter Street, Waltham, MA, 02451, USA
| | - Kristine Bernard
- AMAG Pharmaceuticals, Inc., 1100 Winter Street, Waltham, MA, 02451, USA
| | - Zhu Li
- AMAG Pharmaceuticals, Inc., 1100 Winter Street, Waltham, MA, 02451, USA
| | - Alka Batycky
- AMAG Pharmaceuticals, Inc., 1100 Winter Street, Waltham, MA, 02451, USA
| | - William E Strauss
- AMAG Pharmaceuticals, Inc., 1100 Winter Street, Waltham, MA, 02451, USA.
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