NHANES-NDI (National Health and Nutrition Examination Survey-NDI). Subjects were followed for 5 years and included a racially and ethnically diverse group of adults aged 21 to 74 yrs with a broad spectrum of renal disease severity, half of whom have diagnosed diabetes mellitus. Abstract: This dataset can be used to predict the chronic kidney disease and it can be collected from the hospital nearly 2 months of period. Copy and Edit 146. The NIS is the largest all-payer publicly available national hospital database containing a 20% stratified sample of all short-term, nonfederal, nonrehabilitation hospitals. The data are blood tests and other measures from patients with and … There are 400 rows There are 400 rows The data needs cleaning: in that it has NaNs and the numeric features need to be forced to floats. On the other hand, the dataset obtained also limit our ability to detect a perfect set of significant risk factors that put people at high risk of having CKD. Lucky for me, I was able to obtain great findings from this analysis and I am excited to share it with you. The USRDS annual data report has a section on CKD based on the 5% Medicare sample and employee group health plans (predominantly based on data from the privately owned data warehouse Medstat). Early detection can help prevent the progression of kidney disease. Findings from NHANES provide health professionals and policymakers with the statistical data needed to determine rates of major diseases and health conditions (e.g., cardiovascular disease, diabetes, obesity, infectious diseases) as well as identify and monitor trends in medical conditions, risk factors, and emerging public health issues, so that the appropriate public health policies and prevention interventions can be developed. Your kidneys filter wastes and excess fluids from … Based on its severity it can be classified into various stages with the later ones requiring regular dialysis or kidney transplant. As a first step toward diagnosis of kidney disease, your doctor discusses your personal and family history with you. Medicaid is funded jointly by states and the federal government. It provides national statistics on ESRD incidence and prevalence, treatment modalities, achievement of clinical indicators, and clinical outcomes. Diabetes, Chronic Obstructive Pulmonary Disease, and Cardiovascular Disease are the top 3 topics. NHANES III (National Health and Nutrition Examination Survey III). The Chronic Kidney Disease database CKDdb is an integrated and clustered information resource that covers multi-omic studies (microRNA, genomics, peptidomics, proteomics and metabolomics) of chronic kidney disease (), disease-related and diseases leading to this trait.This resource was built by mining the existing literature and afterwards was performed a manual curation of the collected data. Chronic kidney disease, also called chronic kidney failure, describes the gradual loss of kidney function. For which the dataset “CKD” is provided which has 400 columns and 24 attributes. Renal REGARDS (Renal Reasons for Geographic and Racial Differences in Stroke). Current estimates of CKD awareness indicate that provider level awareness remains low. In the creatinine accuracy calibration survey, which is purchased by laboratories for self-assessment, CAP asked participants to state their creatinine calibration method: IDMS-traceable versus traditional calibration. Because of this, excess fluid and waste from blood remain in the body and may cause other health problems, such as heart disease and stroke. The ADD-CKD cohort is comprised of 9,339 adults with type-2 diabetes mellitus (T2DM) from 466 different primary clinic sites across the United States. Download: Data Folder, Data Set Description. The National Death Index (NDI) is a central computerized index of death record information on file in the State vital statistics offices. CDC twenty four seven. CKiD (Chronic Kidney Disease in Children). The Centers for Medicare & Medicaid Services (CMS) has substantial data on U.S. residents over the age of 65, the disabled, and those with end-stage renal disease, which is covered by CMS regardless of age. The Tromsø Study is a population-based, longitudinal study with repeated health surveys of inhabitants in the municipality of Tromsø, Norway. Notes . Chronic Kidney Disease in Children (CKiD) Study is a prospective observational cohort study of 594 children (1-16 years old) with mild to moderate CKD (Schwartz-estimated GFR of 30-90 ml/min/1.73 m²) who are treated at 48 pediatric nephrology centers throughout North America (46 in the United States; 2 in Canada). The ADD-CKD study is an observational study that assessed the prevalence of both undiagnosed and detected CKD in the cohort between 2011 and 2012. NATIONAL VA (Veterans Affairs Health System). 35. Norwegian Tromso Study (Norwegian Tromso Study ). INTRODUCTION Chronic kidney disease (CKD) is the serious medical condition where the kidneys are damaged and blood cannot be filtered. CRIC (Chronic Renal Insufficiency Cohort Study) The Chronic Renal Insufficiency Cohort (CRIC) Study is an observational cohort study of >3,000 individuals at 13 sites across the United States with chronic renal insufficiency, which was established to study the consequences of CKD with a particular focus on cardiovascular illnesses like myocardial infarction (heart attack) and stroke. A wide variety of data files would potentially be required and will require significant programmatic/analytic expertise and effort. The Scientific Registry of Transplant Recipients (SRTR) supports the ongoing evaluation of the scientific and clinical status of all solid organ transplantation in the United States, including kidney transplants. The problem selected for the study is the diagnosis of the Chronic Kidney Disease.The dataset used for the study consists of 400 instances and 24 attributes. NKDEP's reports include findings from focus groups, literature reviews, its strategic plan, and baseline report from its Strategic Development and Planning Meeting.1-“African-Americans Unaware of High Kidney Disease Risk”, released March 8, 2004. The source population was Kaiser Permanente Northern California, a large integrated health care delivery system that provides comprehensive inpatient and outpatient care for >3.2 million members in the San Francisco and greater Bay Area. Through physical examinations, clinical and laboratory tests, and personal interviews, NHANES provides a "snapshot" of the health and nutritional status of the U.S. population. Partcipants underwent an oral examination by dental hygenists. Source: Dr.P.Soundarapandian.M.D.,D.M (Senior Consultant Nephrologist), Apollo Hospitals, Managiri, Madurai Main Road, Karaikudi, Tamilnadu, India. This is a classification problem to predict kidney disease - liuy14/Kidney_Disease_Detection. ARIC (Atherosclerosis Risk in Communities Study) The Atherosclerosis Risk in Communities Study is a longitudinal study of 15,792 individuals ages 45-64 recruited from 4 U.S. suburban communities with a primary purpose of investigating the etiology and natural history of atherosclerosis, including the determination of risk factors. INTRODUCTION Worldwide out of total population, 10% are affected by chronic kidney disease (CKD) and since of they don’t have reasonable medical access thus millions die annually because of economic condition [1]. (ii) directly from the CMS, and (iii) from the USRDS (Annual reports from the USRDS include a section on CKD). Distribution of the data by topic. The MedSAS Inpatient and Outpatient data sets and the Decision Support System (DSS) National Data Extracts for laboratory results (LAR) and pharmacy records (PHA) and vital status data from the Beneficiary Identification Records Locator Subsystem (BIRLS) were used for the Surveillance System. Through physical examinations, clinical and laboratory tests, and personal interviews, NHANES provides a "snapshot" of the health and nutritional status of the U.S. population. A cohort of African American participants enrolled in the Dental-Atherosclerosis Risk in Communities study (D-ARIC), were subsequently enrolled in the Jackson Heart Study (JHS). NHANES (National Health and Nutrition Examination Survey). NHANES and the CKD HPM (National Health and Nutrition Examination Survey and the CKD Health Policy Model). Enrolled patients are approximately 60% male, 70% white, 16% African-American, and 16% obese. Centers for Disease Control and Prevention. SRTR (Scientific Registry of Transplant Recipients). Repository's citation policy. The progression of kidney disease can be predicted if the future eGFR can be accurately estimated using predictive analytics. IMS Inc. 3901 Calverton Blvd, Suite 200 Calverton, MD 20705 . ARIC (Atherosclerosis Risk in Communities Study). NATIONAL VA (Veterans Affairs Health System) The Department of Veterans Affairs (VA), through the Veterans Health Administration (VHA), operates the largest integrated health care system in the United States. NHANES is arguably the largest and longest-running national source of objectively measured health and nutrition data. ing chronic kidney disease (CKD), using data from National Prescribing Ser-vice (NPS) MedicineWise’s MedicineInsight dataset, and compare this dataset to the 2011–2012 Australian Health Survey’s (AHS) CKD prevalence estimates. NHANES is arguably the largest and longest-running national source of objectively measured health and nutrition data. The study participants reflected a broad geographical distribution and had a variety of health insurance plans. On average, every site or provider involved in the study had 21 study participants. CRIC (Chronic Renal Insufficiency Cohort Study). All stages of CKD are associated with increased risks of cardiovascular morbidity, premature mortality, and/or … At the clinic visit, medication use was ascertained, fasting blood and urine samples were obtained, and blood pressure readings were taken. Keywords— Data Mining, Machine Learning, Chronic Kidney Disease, KNN, SVM, Ensemble. Renal REGARDS represents a subcohort of 12,030 participants from the Reasons for Geographical and Racial Difference in Stroke (REGARDS) cohort study. The study samples included all Kaiser Permanente Northern California adult members aged 40 years or older as of January 1. Participants were assigned to received one of two levels of target blood pressure and also randomized to receive one of three antihypertensive drugs. The Jackson Heart Study is a longitudinal cohort study of noninstitutionalized African Americans aged 21 years and older from three Jackson, Mississippi Metropolitan Statistical Area counties, Hinds, Madison, and Rankin. Experimental results showed over 93% of success rate in classifying the patients with kidney diseases based on three performance metrics i.e., accuracy, sensitivity and specificity. In the period of October to November 2007, Agrawal. Dataset and business rules – Chronic Kidney Disease (CKD) indicator set . Chronic kidney disease (CKD) has become one of the most important, chronic, noncommunicable disease epidemics in the world, including India . The clinical measures examined were bleeding on probing, probing depth, and gingival recession.The Jackson Heart Study is a community-based cohort study with the primary focus of examining risk factors for cardiovascular disease among African Americans. The African American Study of Kidney Disease and Hypertension is a randomized, double-blind, controlled study in nondiabetic African Americans with hypertensive renal disease. The primary objective of the study is to monitor the cause and progression of cardiovascular disease in African Americans from Jackson, MS. Baseline data, which was collected between September 2000 and March 2004, were collected from a home visit, self-administered questionnaires, and a clinic visit. One such endpoint is a slope-based parameter … NKDEP (National Kidney Disease Education Program) is an initiative of the National Institutes of Health, designed to reduce the morbidity and mortality caused by kidney disease and its complications. NHANES III focused on oversampling many groups within the U.S. population aged 2 months and over. For example, family history of kidney disease should be considered but this variable was not included in the dataset. Hospitals are sampled according to geographic region, location (urban/rural), teaching status, ownership, and bedside; all discharges from sampled hospitalizations are included in the database. Download: Data Folder, Data Set Description. There are 3 potential sources for CMS data related to CKD: (i) ResDac: The Research Data Assistance Center (ResDAC) is a CMS contractor (in Minnesota) that provides free assistance to academic, government and non-profit researchers interested in using Medicare and/or Medicaid data for their research. More information on these data sets can be retrieved at: http://www.virec.research.va.gov/. Working with these State offices, NCHS established the NDI as a resource to aid epidemiologists and other health and medical investigators with their mortality ascertainment activities. Participants in the CKD group had either a functioning transplant, were on dialysis, or had an eGFR less than 60 mL/min/1.73 m, In the period August 2004-August 2005, Boulware et al. Saving Lives, Protecting People. The NIS was developed as a part of the Health Care Cost and Utilization Project (HCUP), sponsored by the Agency for Health Care Research and Quality (AHRQ). There are many factors such as blood pressure, diabetes, and other disorders contribute to gradual loss of kidney function over time. The goal of the study was to compare the prevalence of restless leg syndrome between children with CKD and healthy controls. I'm sorry, the dataset "Chronic KidneyDisease" does not appear to exist. The Probabilistic Neural Networks algorithm yields a better classification accuracy and prediction performance to predict the stages of chronic kidney disease patients. NHANES is arguably the largest and longest-running national source of objectively measured health and nutrition data. There were 240 males, 459 females, and the average age was 65. The chronic kidney disease dataset is based on clinical history, physical examinations, and laboratory tests. The data arrives in separate files for each state. CKD stage was determined by eGFR and the presence of albuminuria using the NKF-KDOQI guidelines. More information on this data set can be found at: NHANES-CMS (National Health and Nutrition Examination Survey-CMS). As with all cohort studies, selection bias may affect study results, as those who participate in such a study may differ from the overall pediatric CKD population in important and possibly unmeasurable ways (e.g., very sick patients may be excluded if they cannot complete a baseline visit). 1. This dataset includes demographic, clinical and laboratory information from primary care clinics. CKiD (Chronic Kidney Disease in Children). CRISP (The Consortium for Radiologic Imaging Studies of Polycystic Kidney Disease) is a 10-year prospective cohort study that started in March 1999 and was created to develop innovative imaging techniques and analyses using magnetic resonance (MR) imaging to reliably and accurately measure cyst and renal volume in autosomal dominant polycystic kidney disease (ADPKD) individuals early in the course of their disease. Chronic_Kidney_Disease Data Set. There are a total of 25 columns of data and it took me a whooping 8 hours to finish the analysis! Data for additional states will be added when available. KPNC (Kaiser Permanente Northern California). The model was used to project the prevalence and lifetime incidence of CKD through the year 2030. (citation: Boulware. Findings from NHANES provide health professionals and policymakers with the statistical data needed to determine rates of major diseases and health conditions (e.g., cardiovascular disease, diabetes, obesity, infectious diseases) as well as identify and monitor trends in medical conditions, risk factors, and emerging public health issues, so that the appropriate public health policies and prevention interventions can be developed. The Atherosclerosis Risk in Communities Study is a longitudinal study of 15,792 individuals ages 45-64 recruited from 4 U.S. suburban communities with a primary purpose of investigating the etiology and natural history of atherosclerosis, including the determination of risk factors. 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