Comprehensive Analysis of State-of-the-Art CAD Tools and Techniques for Chronic Kidney Disease (CKD)

Comprehensive Analysis of State-of-the-Art CAD Tools and Techniques for Chronic Kidney Disease (CKD)

Mynapati Lakshmi Prasudha, Rakesh Kasumolla, Deepak Sukheja
Copyright: © 2021 |Pages: 12
DOI: 10.4018/IJBDAH.287605
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Abstract

It has been seen that in the last one decade, AI/ML/DL has been considered a core research area in healthcare as we know that kidney is one among the important internal body organs helps in regulation of the fluid within the body such that it relieves the body from the existence of the waste in the body. it is difficult to detect early on by normal clinical process. Many researchers have focused their work to identify the kidney disease or classify the kidney disease using computational technology because of the mortality rate is very high in kidney patients. Primary focus of this paper is review the current research work based on computational advancement in the area of kidney disease and also identify the gaps or future scope to identify and predict the kidney disease at earlier stage.
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1. Introduction Of Ckd

Initial intervention generally reduces severe disease progress. A report published by Elsevier in February 2020 it shown in figure 1, is indicating the worldwide Growth of Kidney Disease problem is alarming. Near about 8 million peoples are affected by various kinds of kidney related diseases most of kidney disease categorized as Chronic Kidney Disease (CKD) or Acute Kidney Injury (AKI). Chronic Kidney Disease are progressive and non-recoverable in most of cases and Acute kidney injury are 100% recoverable. But it is also observed that during the treatment of Acute kidney injury around 30% to 40% patients also started to suffer the Chronic Kidney Disease (CKD), which is very serious and danger situation for the patients.

FIGURE 1.

Chronic kidney disease prevalence rates for select countries worldwide 2017

IJBDAH.287605.f01

Prevalence rates for chronic kidney disease in select countries worldwide in 2017 (per 100,000 population)

CKD is a condition where the gradual loss is being observed in the functionality of the kidneys disallows the purification of the blood. CKD is one of the clinical problems considering the process of dealing with the disease at its final phase and from top to toe likelihood of expiry (Bikbov & Vos, 2020; Bulletin of the World Health Organization, 2018). Due to kidney disease, according to the WHO (World Health Organization) incidents and deaths reported in 2018 in United States only shown in Figures 2 and 3, respectively.

FIGURE 2.

Incidents reported in United States from 2010 to 2017

IJBDAH.287605.f02
FIGURE 3.

Death case reported in United Ststes from 2010 to 2017

IJBDAH.287605.f03

According to a survey by (National Kidney Foundation, 2002), 60% cases are addressed in undeveloped and developing countries. In Bangladesh around 18% of the peoples are affected with kidney disease and among them most of the patients are affected with DM (Diabetes Mellitus Type 1) (39.02%) and DM-2 (Diabetes Mellitus Type 2) (41.46%). In India, the rise in mortality rate due to chronic diseases has been observed as 3.78 million in 1990 (40.4% of total deaths) to 7.63 million in 2020.

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