Artificial intelligence and predictive models for early detection of acute kidney injury: transforming clinical practice.

Acute kidney injury (AKI) presents a significant clinical challenge due to its rapid progression to kidney failure, resulting in serious complications such as electrolyte imbalances, fluid overload, and the potential need for renal replacement therapy. Early detection and prediction of AKI can improve patient outcomes through timely interventions. This review was conducted as a narrative literature review, aiming to explore state-of-the-art models for early detection and prediction of AKI. We conducted a comprehensive review of findings from various studies, highlighting their strengths, limitations, and practical considerations for implementation in healthcare settings. We highlight the potential benefits and challenges of their integration into routine clinical care and emphasize the importance of establishing robust early-detection systems before the introduction of artificial intelligence (AI)-assisted prediction models. Advances in AI for AKI detection and prediction are examined, addressing their clinical applicability, challenges, and opportunities for routine implementation.

Development of Drug Efficacy Testing Platform for Glomerulonephritis.

We developed a 3D glomeruli tissue chip for glomerulonephritis (GN) testing, featuring a gravity-driven glomerular filtration barrier (GFB) with human podocytes and endothelial cells with a bidirectional flow in the bottom channel. Using puromycin-induced GN, we observed decreased cell viability, increased albumin permeability, and reduced WT1 and nephrin compared to the normal GFB. Tacrolimus restored cell viability, reduced albumin permeability, and increased WT1 expression. Using serum from five membranous nephropathy (MN) patients, we created MN models using a GFB-mimicking chip. A notable decline in cell viability was observed in the serum-induced MN1 and MN2 models. However, tacrolimus restored it. Albumin permeability was reduced in the MN1, MN2, and MN5 models by tacrolimus treatment. MN1 displayed the best clinical response to tacrolimus, exhibiting increased expression of WT1 in chip-based evaluations after tacrolimus treatment. We successfully evaluated the efficacy of tacrolimus using puromycin-induced and serum-induced GN models on a chip that mimicked the structure and function of the GFB. The GFB-mimicking chip holds promise as a personalized platform for assessing drug efficacy using patient serum samples.

Comparison between characteristics of immunoglobulin M nephropathy and other glomerular diseases.

Background: Immunoglobulin M (IgM) nephropathy (IgMN) is characterized by the IgM deposition in the kidney's mesangium. We assessed the impact of electron-dense deposits (EDDs) on IgMN and compared it to other kidney diseases. Methods: We enrolled 63 adult patients with IgMN who underwent renal biopsy from May 2003 to June 2017. We compared clinicopathological features of IgMN based on EDD presence; compared characteristics to 91 minimal change disease (MCD), 103 focal segmental glomerulosclerosis (FSGS), and 469 immunoglobulin A nephropathy (IgAN) patients. Renal events were defined as a >50% decrease in estimated glomerular filtration rate (eGFR), eGFR of <15 mL/min/1.73 m2, or end-stage renal disease development. Results: IgMN patients with EDDs had increased mesangial cellularity, matrix accumulation, prominent immunofluorescent staining, and more diffuse podocyte effacement than those without EDD. Clinical characteristics and renal outcomes did not differ significantly based on EDD presence. During 79.5 ± 58.8 months of follow-up, renal events developed in 46.2% and 46.0% of IgMN cases with and without EDD. IgMN (46.0%) and FSGS cases (40.8%) had similar frequencies of renal events and higher frequency than MCD (18.7%) or IgAN cases (26.4%). IgMN cases had more severe manifestations than MCD and IgAN; higher blood pressure, lower proteinuria, and eGFR levels at biopsy than MCD cases; higher blood pressure, proteinuria, frequency of acute kidney injury, and lower eGFR levels. Conclusion: Clinical characteristics of IgMN did not differ based on EDD presence. Therefore, IgMN should be defined based on IF findings. IgMN shared clinical characteristics with FSGS but had more severe than MCD and IgAN.

A noninvasive method of diagnosing membranous nephropathy using exosomes derived from urine.

Background: Membranous nephropathy (MN) is a specific autoimmune disease affecting kidneys. It is characterized by the accumulation of immune complexes in the glomerular basement membrane. Renal biopsy is currently the standard procedure to confirm the diagnosis, although the presence of autoantibodies against the phospholipase A2 receptor (PLA2R) can also help diagnose. In this study, we aimed to investigate the potential of urinary exosomes as noninvasive markers for diagnosing MN. Methods: Exosomes were extracted from urine samples of five patients with MN and four healthy controls. The concentration of PLA2R was measured in both urine and isolated exosomes using enzyme-linked immunosorbent assay techniques. The measurements were adjusted based on the urine creatinine (UCr) level of each participant. Results: The levels of PLA2R/UCr were investigated in urine and urine-derived exosomes from patients and controls. Results of the analysis revealed significantly higher expression of PLA2R/UCr in patients compared to the control group (p < 0.05). Furthermore, the expression level of PLA2R/UCr was higher in urine-derived exosomes than in urine samples. Additionally, a positive correlation was observed between the expression levels of PLA2R/UCr and the urine protein-to-creatinine ratio, with urine-derived exosomes exhibiting a stronger correlation than urine samples. Conclusion: Studies have indicated that measuring exosomal PLA2R/UCr levels in urine could be a noninvasive method for diagnosing MN. Using urine-derived exosomes could also reduce the burden of performing a biopsy on patients and facilitate follow-up treatment, such as monitoring for future recurrence.

Impact of metformin on cardiovascular and kidney outcome based on kidney function status in type 2 diabetic patients: a multicentric, retrospective cohort study.

Metformin is the primary treatment for type 2 diabetes mellitus (T2DM) due to its effectiveness in improving clinical outcomes in patients with preserved renal function, however, the evidence on the effectiveness of metformin in various renal functions is lacking. We performed a retrospective, multicenter, observational study used data of patients with T2DM obtained from three tertiary hospitals' databases. Patients given metformin within run-in periods and with at least one additional prescription formed the metformin cohort. A control cohort comprised those prescribed oral hypoglycemic agents other than metformin and never subsequently received a metformin prescription within observation period. For patients without diabetic nephropathy (DN), the outcomes included events of DN, major adverse cardiovascular events (MACE), and major adverse kidney events (MAKE). After 1:1 propensity matching, 1994 individuals each were selected for the metformin and control cohorts among T2DM patients without baseline DN. The incidence rate ratios (IRR) for DN, MACEs, and MAKEs between cohorts were 1.06 (95% CI 0.96-1.17), 0.76 (0.64-0.92), and 0.45 (0.33-0.62), respectively. In cohorts with renal function of CKD 3A, 3B, and 4, summarized IRRs of MACEs and MAKEs were 0.70 (0.57-0.87) and 0.39 (0.35-0.43) in CKD 3A, 0.83 (0.74-0.93) and 0.44 (0.40-0.48) in CKD 3B, and 0.71 (0.60-0.85) and 0.45 (0.39-0.51) in CKD 4. Our research indicates that metformin use in T2DM patients across various renal functions consistently correlates with a decreased risk of overt DN, MACE, and MAKE.

Evaluation and management of hypernatremia in adults: clinical perspectives.

Hypernatremia is an occasionally encountered electrolyte disorder, which may lead to fatal consequences under improper management. Hypernatremia is a disorder of the homeostatic status regarding body water and sodium contents. This imbalance is the basis for the diagnostic approach to hypernatremia. We summarize the eight diagnostic steps of the traditional approach and introduce new biomarkers: exclude pseudohypernatremia, confirm glucose-corrected sodium concentrations, determine the extracellular volume status, measure urine sodium levels, measure urine volume and osmolality, check ongoing urinary electrolyte free water clearance, determine arginine vasopressin/copeptin levels, and assess other electrolyte disorders. Moreover, we suggest six steps to manage hypernatremia by replacing water deficits, ongoing water losses, and insensible water losses: identify underlying causes, distinguish between acute and chronic hypernatremia, determine the amount and rate of water administration, select the type of replacement solution, adjust the treatment schedule, and consider additional therapy for diabetes insipidus. Physicians may apply some of these steps to all patients with hypernatremia, and can also adapt the regimens for specific causes or situations.

Outcomes of minimal change disease without nephrotic range proteinuria.

Minimal change disease (MCD) is characterized by edema and nephrotic range proteinuria (NS). However, the fate of MCD without nephrotic proteinuria requires elucidation. We retrospectively reviewed 79 adults diagnosed with primary MCD at their initial renal biopsy at a tertiary hospital between May 2003 and June 2017. Clinicopathologic features were compared between patients with and without NS. The frequency of flaring to nephrotic proteinuria and renal outcomes were assessed during follow-up. There were 20 and 59 patients in the Non-NS and NS groups, respectively. The Non-NS group had a lower frequency of acute kidney injury (AKI) during the follow-up period [5.0% vs. 59.3%, p <0.001]. The response rate to steroid treatment was 100% in the Non-NS group and 92.3% in the NS group (p = 1.000). Except for one patient, the Non-NS group was treated with steroids when their proteinuria increased to a nephrotic level. There were no differences in the frequency of the first relapse or the number of relapses among patients with initial remission from nephrotic range proteinuria. At the final visit, the complete remission rate was 73.4%. The estimated glomerular filtration rate during follow-up was significantly better in the NS group than the Non-NS group, given the higher rates of AKI at renal biopsy. The rates of renal events, end-stage renal disease, and mortality did not differ between the groups. Adult MCD patients with nephrotic and non-nephrotic range proteinuria showed similar outcomes. Accordingly, this population must be carefully managed, regardless of the amount of proteinuria at renal biopsy.

Electronic alert outpatient protocol improves the quality of care for the risk of postcontrast acute kidney injury following computed tomography.

BACKGROUND: Prevention and diagnosis of postcontrast acute kidney injury (AKI) after contrast-enhanced computed tomography is burdensome in outpatient department. We investigated whether an electronic alert system could improve prevention and diagnosis of postcontrast AKI. METHODS: In March 2018, we launched an electronic alert system that automatically identifies patients with a baseline estimated glomerular filtration rate of <45 mL/min/1.73 m2, provides a prescription of fluid regimen, and recommends a follow-up for serum creatinine measurement. Participants prescribed contrast-enhanced computed tomography at outpatient department before and after the launch of the system were categorized as historical and alert group, respectively. Propensity for the surveillance of postcontrast AKI was compared using logistic regression. Risks of AKI, admission, mortality, and renal replacement therapy were analyzed. RESULTS: The historical and alert groups included 289 and 309 participants, respectively. The alert group was more likely to be men and take diuretics. The most frequent volume of prophylactic fluid in historical and alert group was 1,000 and 750 mL, respectively. Follow-up for AKI was more common in the alert group (adjusted odds ratio, 6.00; p < 0.001). Among them, incidence of postcontrast AKI was not statistically different. The two groups did not differ in risks of admission, mortality, or renal replacement therapy. CONCLUSION: The electronic alert system could assist in the detection of high-risk patients, prevention with reduced fluid volume, and proper diagnosis of postcontrast AKI, while limiting the prescribing clinicians' burden. Whether the system can improve long-term outcomes remains unclear.