Kidney disease affects a large number of people around the world, imposing a significant burden to people's health and life. If early prediction, rapid diagnosis and prognosis prediction of kidney disease can be carried out, the health of patients will be better protected. Machine learning belongs to the category of artificial intelligence, which can be divided into supervised learning, unsupervised learning and reinforcement learning. With the increasing requirements for the processing and analyzing large-scale and high-dimensional data, machine learning is playing an increasingly important role in the medical domain, and the field of kidney disease is no exception. This article presents a comprehensive overview of the application progress of machine learning in kidney disease, aiming to make medical staff's decision-making in kidney disease more early, accurate and rapid, and better escort the life and health of patients.
Humans ; Artificial Intelligence ; Machine Learning ; Kidney ; Kidney Diseases/diagnosis*

With the rapid development of my country's hemodialysis industry, the application of hemodialysis machines has become more and more extensive, but at the same time, the quality control technology of hemodialysis machines is not perfect. Especially for a wide range of leachable substances in dialyzers, there are few studies and detection methods. This study first briefly describes the development of hemodialyzers, and then expounds the common types of leachables, extraction methods, and chromatography and mass spectrometry conditions. It is summarized that the research plan of leachable substances is to determine the type first, then formulate the extraction plan, and then establish the detection method. Finally, we look forward to the research prospects of hemodialyzer leachables, and point out that with the deepening and extensive development of research, it can further promote the healthy development of the hemodialyzer industry.
Humans ; Kidney Failure, Chronic/therapy* ; Kidneys, Artificial ; Renal Dialysis

PURPOSE: Ensuring the stability of central venous catheter placement for treating patients hospitalized in an intensive care unit is very important. Although PICC requires an ultrasound and fluoroscopy machine, it is difficult to use a fluoroscopy machine for PICC insertion in the intensive care unit. This study analyzed the cases of the insertion of a PICC under ultrasonic guidance at the bedsides in the intensive care unit to determine the usefulness of PICC in the intensive care unit. METHODS: A retrospective study was conducted on patients hospitalized in the surgical intensive care unit and received PICC using ultrasonography at their bedsides from October 2015 to January 2018. RESULTS: One hundred and twenty patients were collected. The number of successful PICCs stood at 105 patients, which was equal to 87.5%. Among them, 65 and 55 cases had left and right insertion, respectively; the corresponding success rate was 81.8%, and 92.3%. No statistically significant difference in success rates was observed between the left and right, as well as in the success rates depending on the presence of shock, sepsis, acute kidney injury, and mechanical ventilation. In the failed 15 cases, seven cases were due to the course of the procedure and eight cases were confirmed have been malpositioned after insertion. CONCLUSION: PICC at the bedside in an intensive care unit is a safe method for central venous catheterization without severe complications and death. The insertion sites, left or right, are equally acceptable. Further study of the cases of malposition will be necessary.
Acute Kidney Injury ; Catheterization ; Catheterization, Central Venous ; Catheters ; Central Venous Catheters ; Critical Care ; Critical Illness ; Fluoroscopy ; Humans ; Intensive Care Units ; Methods ; Respiration, Artificial ; Retrospective Studies ; Sepsis ; Shock ; Ultrasonics ; Ultrasonography

A 33-year-old woman visited the emergency department presenting with fever and dyspnea. She was pregnant with gestational age of 31 weeks and 6 days. She had dysuria for 7 days, and fever and dyspnea for 1 day. The vital signs were as follows: blood pressure 110/70 mmHg, heart rate 118 beats/minute, respiratory rate 28/minute, body temperature 38.7℃, and oxygen saturation by pulse oximetry 84% during inhalation of 5 liters of oxygen by nasal prongs. Crackles were heard over both lung fields. There were no signs of uterine contractions. Chest X-ray and chest computed tomography scan showed multiple consolidations and air bronchograms in both lungs. According to urinalysis, there was pyuria and microscopic hematuria. She was diagnosed with community-acquired pneumonia and urinary tract infection (UTI) that progressed to severe sepsis and acute respiratory failure. We found extended-spectrum beta-lactamase producing Escherichia coli in the blood culture and methicillin-resistant Staphylococcus aureus in the sputum culture. The patient was transferred to the intensive care unit with administration of antibiotics and supplementation of high-flow oxygen. On hospital day 2, hypoxemia was aggravated. She underwent endotracheal intubation and mechanical ventilation. After 3 hours, fetal distress was suspected. Under 100% fraction of inspired oxygen, her oxygen partial pressure was 87 mmHg in the arterial blood. She developed acute kidney injury and thrombocytopenia. We diagnosed her with multi-organ failure due to severe sepsis. After an emergent cesarean section, pneumonia, UTI, and other organ failures gradually recovered. The patient and baby were discharged soon thereafter.
Acute Kidney Injury ; Adult ; Anoxia ; Anti-Bacterial Agents ; beta-Lactamases ; Blood Pressure ; Body Temperature ; Cesarean Section ; Dyspnea ; Dysuria ; Emergency Service, Hospital ; Escherichia coli ; Female ; Fetal Distress ; Fever ; Gestational Age ; Heart Rate ; Hematuria ; Humans ; Inhalation ; Intensive Care Units ; Intubation, Intratracheal ; Lung ; Methicillin-Resistant Staphylococcus aureus ; Oximetry ; Oxygen ; Partial Pressure ; Pneumonia ; Pregnancy Complications, Infectious ; Pregnancy ; Pyuria ; Respiration, Artificial ; Respiratory Insufficiency ; Respiratory Rate ; Respiratory Sounds ; Sepsis ; Sputum ; Thorax ; Thrombocytopenia ; Urinalysis ; Urinary Tract Infections ; Uterine Contraction ; Vital Signs

Kidney diseases including acute kidney injury and chronic kidney disease are among the largest health issues worldwide. Dialysis and kidney transplantation can replace a significant portion of renal function, however these treatments still have limitations. To overcome these shortcomings, a variety of innovative efforts have been introduced, including cell-based therapies. During the past decades, advances have been made in the stem cell and developmental biology, and tissue engineering. As part of such efforts, studies on renal cell therapy and artificial kidney developments have been conducted, and multiple therapeutic interventions have shown promise in the pre-clinical and clinical settings. More recently, therapeutic cell-secreting secretomes have emerged as a potential alternative to cell-based approaches. This approach involves the use of renotropic factors, such as growth factors and cytokines, that are produced by cells and these factors have shown effectiveness in facilitating kidney function recovery. This review focuses on the renotropic functions of bioactive compounds that provide protective and regenerative effects for kidney tissue repair, based on the available data in the literature.
Acute Kidney Injury ; Cell- and Tissue-Based Therapy ; Cytokines ; Developmental Biology ; Dialysis ; Intercellular Signaling Peptides and Proteins ; Kidney ; Kidney Diseases ; Kidney Transplantation ; Kidneys, Artificial ; Recovery of Function ; Regenerative Medicine ; Renal Insufficiency ; Renal Insufficiency, Chronic ; Stem Cells ; Tissue Engineering

The number of patients is increasing and their mean age is also increasing. Proper dietary adjustments are necessary to prevent protein-calorie malnutrition or complications but it is difficult for dialysis patients to adapt to diet therapy due to stress or anorexia. Education does not consider the individual characteristics, knowledge, dietary inhabit education demands, and initial education. The purpose of this study was to identify dialysis patient's nutrition knowledge and, dietary practice and compare those with nutrition education or counseling demands for providing basic data of desirable nutrition management. The data were collected by a survey consisting of the general characteristics, disease related characteristics, nutrition education and counsel characteristics, level of nutrition knowledge, diet therapy, and nutrition education and counsel demands from the 28th March to 22th July 2017. The total number of subjects were 33 patients among dialysis patients at two tertiary medical institutions and an artificial kidney room at a private hospital in Incheon·Gyeonggi. The data collected were analyzed statistically using the SPSS program 23.0, followed by further analyses using frequency analysis, one-way ANOVA, cross analysis, and correlation analysis. The results of the dialysis patients showed that younger (P < 0.05), female (P < 0.05), abnormal high school diploma (P < 0.001) groups had high nutrition scores. In addition, dietary practice and nutrition education and counsel demands showed a positive correlation (P < 0.05, P < 0.01). In particular, females were higher than males in nutrition knowledge, dietary practice, nutrition education, and counseling demand scores.
Anorexia ; Counseling ; Dialysis ; Diet Therapy ; Diet ; Education ; Female ; Hospitals, Private ; Humans ; Kidney Failure, Chronic ; Kidneys, Artificial ; Male ; Protein-Energy Malnutrition

OBJECTIVETo study the association between fluid overload and acute kidney injury (AKI) after congenital heart disease surgery in infants.

METHODSA retrospective analysis was performed on 88 infants aged less than 6 months who underwent a radical surgery for congenital heart disease. The treatment outcomes were compared between the infants with AKI after surgery and those without. The effect of cumulative fluid overload on treatment outcomes 2 days after surgery was analyzed. The risk factors for the development of AKI after surgery were assessed by logistic regression analysis.

RESULTSCompared with those without AKI after surgery, the patients with AKI had younger age, lower body weights, higher serum creatinine levels and higher vasoactive-inotropic score, as well as longer durations of intraoperative extracorporeal circulation and aortic occlusion (P<0.05). Compared with those without AKI after surgery, the patients with AKI had a higher transfusion volume, a higher incidence rate of low cardiac output syndrome, a longer duration of mechanical ventilation, a longer length of stay in the intensive care unit (ICU), a longer length of hospital stay, a higher application rate of extracorporeal membrane oxygenation, a higher 30-day mortality rate, and higher levels of cumulative fluid overload 2 and 3 days after surgery (P<0.05). The logistic regression analysis showed that fluid overload and low cardiac output syndrome were major risk factors for the development of AKI after surgery. The children with cumulative fluid overload >5% at 2 days after surgery had a higher incidence rate of low cardiac output syndrome, a longer duration of mechanical ventilation, a longer length of stay in the ICU, a longer length of hospital stay, and a higher mortality rate (P<0.05).

CONCLUSIONSInfants with fluid overload after surgery for congenital heart disease tend to develop AKI, and fluid overload may be associated with poor outcomes after surgery.

Acute Kidney Injury ; etiology ; Body Fluids ; metabolism ; Cardiac Output, Low ; etiology ; Female ; Heart Defects, Congenital ; surgery ; Humans ; Infant ; Infant, Newborn ; Length of Stay ; Logistic Models ; Male ; Postoperative Complications ; etiology ; Respiration, Artificial ; Retrospective Studies

Neuroleptic malignant syndrome is a rare, but potentially life-threatening adverse event associated with the use of neuroleptic agents. We describe the case of a 47-year-old schizophrenic woman who was treated with clozapine for years. The patient developed acute renal failure with pulmonary edema, and underwent mechanical ventilation and hemodialysis.
Acute Kidney Injury ; Antipsychotic Agents ; Clozapine* ; Female ; Humans ; Middle Aged ; Neuroleptic Malignant Syndrome* ; Pulmonary Edema ; Renal Dialysis ; Respiration, Artificial ; Rhabdomyolysis

Neuroleptic malignant syndrome is a rare, but potentially life-threatening adverse event associated with the use of neuroleptic agents. We describe the case of a 47-year-old schizophrenic woman who was treated with clozapine for years. The patient developed acute renal failure with pulmonary edema, and underwent mechanical ventilation and hemodialysis.
Acute Kidney Injury ; Antipsychotic Agents ; Clozapine ; Female ; Humans ; Middle Aged ; Neuroleptic Malignant Syndrome ; Pulmonary Edema ; Renal Dialysis ; Respiration, Artificial ; Rhabdomyolysis

Milk-alkali syndrome (MAS), a triad of hypercalcemia, metabolic alkalosis, and renal failure, is associated with ingestion of large amounts of calcium and absorbable alkali. MAS is the third most common cause of hypercalcemia in hospital, after primary hyperparathyroidism and malignant neoplasm. MAS is not often reported in the Korean literature. We describe MAS secondary to intake of calcium citrate for the treatment of osteoporosis with thoracic spine compression fracture. A 70-year-old man presented to our hospital with a 1-week history of general weakness and lethargy. He was found with acute kidney injury (serum creatinine, 4.6 mg/dL), hypercalcemia (total calcium, 14.8 mg/dL), and alkalosis. Laboratory evaluation excluded both hyperparathyroidism and malignancy. Mental status and serum calcium level was normalized within a week after proper hydration and intravenous administration of furosemide. However, he developed aspiration pneumonia, pseudomembranous colitis, and sepsis with multi-organ failure. Despite intensive treatment including inotropics, mechanical ventilation, and renal replacement therapy, he expired with no signs of renal recovery on the 28th hospital day.
Acute Kidney Injury ; Administration, Intravenous ; Aged ; Alkalies ; Alkalosis ; Calcium Citrate ; Calcium* ; Creatinine ; Eating ; Enterocolitis, Pseudomembranous ; Fractures, Compression ; Furosemide ; Humans ; Hypercalcemia* ; Hyperparathyroidism ; Hyperparathyroidism, Primary ; Lethargy ; Osteoporosis ; Pneumonia, Aspiration ; Renal Insufficiency ; Renal Replacement Therapy ; Respiration, Artificial ; Sepsis ; Spine