The impact of vascular diameter ratio on hemodialysis maturation time: Evidence from data mining approaches and thermodynamics law

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REZAPOUR MOHAMMAD; Taran Somayeh; Parast Mahmood Balin; KHAVANIN ZADEH MORTEZA

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Journal Paper

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Journal: Medical Journal of The Islamic Republic of Iran Year:2016 | Volume:30 | Issue:1 Page(s): 0-0

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Title

The impact of vascular diameter ratio on hemodialysis maturation time: Evidence from data mining approaches and thermodynamics law

Author(s)

REZAPOUR MOHAMMAD | Taran Somayeh | Parast Mahmood Balin | KHAVANIN ZADEH MORTEZA | Issue Writer Certificate

Keywords

Data Mining

Hemodialysis

Maturation Time

Vascular Diameter Ratio

Thermodynamics

Abstract

Background: Vascular Access (VA) is an important aspect for blood circulatory in Hemodialysis (HD). Arteriovenous Fistula (AVF) is a suitable procedure to gain VA. Maturation of the AVF is a status of AVF, which can be cannulated for HD. This study aimed to discover the parameters that effectively reduce the duration between VA and start of HD, which symbolizes the Maturation Time (MT). Methods: Ninety-six patients who underwent AVF creation were selected for this study. The decision tree method was used based on CART/C4. 5 algorithm, which is one of the Data Mining approaches for data classification. Vascular Diameter Ratio (VDR) coefficient was obtained (VDR=Artery/Vein diameters). Results: We investigated the relationship between the VDR and MT in this study and found that MT is reversely related to VDR in elderly patients, while this relation was direct in younger patients. Conclusion: The analysis revealed a Spearman's correlation coefficient for Vein diameter with MT. MT decreases when diameters of vein and artery are close to one another. This study can help the surgeons to identify high-risk patients who elongate MT for HD.

Cites

A tree regression modeling for assessment of effective factors on failure of arteriovenous fistulas among hemodialysis patients attended in Hasheminejad Kidney Center

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APA: Copy

REZAPOUR, MOHAMMAD, Taran, Somayeh, Parast, Mahmood Balin, & KHAVANIN ZADEH, MORTEZA. (2016). The impact of vascular diameter ratio on hemodialysis maturation time: Evidence from data mining approaches and thermodynamics law. MEDICAL JOURNAL OF THE ISLAMIC REPUBLIC OF IRAN (MJIRI), 30(1), 0-0. SID. https://sid.ir/paper/294615/en

Vancouver: Copy

REZAPOUR MOHAMMAD, Taran Somayeh, Parast Mahmood Balin, KHAVANIN ZADEH MORTEZA. The impact of vascular diameter ratio on hemodialysis maturation time: Evidence from data mining approaches and thermodynamics law. MEDICAL JOURNAL OF THE ISLAMIC REPUBLIC OF IRAN (MJIRI)[Internet]. 2016;30(1):0-0. Available from: https://sid.ir/paper/294615/en

IEEE: Copy

MOHAMMAD REZAPOUR, Somayeh Taran, Mahmood Balin Parast, and MORTEZA KHAVANIN ZADEH, “The impact of vascular diameter ratio on hemodialysis maturation time: Evidence from data mining approaches and thermodynamics law,” MEDICAL JOURNAL OF THE ISLAMIC REPUBLIC OF IRAN (MJIRI), vol. 30, no. 1, pp. 0–0, 2016, [Online]. Available: https://sid.ir/paper/294615/en

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