ABSTRACT
BACKGROUND: Current classification for acute kidney injury (AKI) in critically ill patients with sepsis relies only on its severity-measured by maximum creatinine which overlooks inherent complexities and longitudinal evaluation of this heterogenous syndrome. The role of classification of AKI based on early creatinine trajectories is unclear. METHODS: This retrospective study identified patients with Sepsis-3 who developed AKI within 48-h of intensive care unit admission using Medical Information Mart for Intensive Care-IV database. We used latent class mixed modelling to identify early creatinine trajectory-based classes of AKI in critically ill patients with sepsis. Our primary outcome was development of acute kidney disease (AKD). Secondary outcomes were composite of AKD or all-cause in-hospital mortality by day 7, and AKD or all-cause in-hospital mortality by hospital discharge. We used multivariable regression to assess impact of creatinine trajectory-based classification on outcomes, and eICU database for external validation. RESULTS: Among 4197 patients with AKI in critically ill patients with sepsis, we identified eight creatinine trajectory-based classes with distinct characteristics. Compared to the class with transient AKI, the class that showed severe AKI with mild improvement but persistence had highest adjusted risks for developing AKD (OR 5.16; 95% CI 2.87-9.24) and composite 7-day outcome (HR 4.51; 95% CI 2.69-7.56). The class that demonstrated late mild AKI with persistence and worsening had highest risks for developing composite hospital discharge outcome (HR 2.04; 95% CI 1.41-2.94). These associations were similar on external validation. CONCLUSIONS: These 8 classes of AKI in critically ill patients with sepsis, stratified by early creatinine trajectories, were good predictors for key outcomes in patients with AKI in critically ill patients with sepsis independent of their AKI staging.
Subject(s)
Acute Kidney Injury , Creatinine , Critical Illness , Machine Learning , Sepsis , Humans , Acute Kidney Injury/blood , Acute Kidney Injury/diagnosis , Acute Kidney Injury/etiology , Acute Kidney Injury/classification , Male , Sepsis/blood , Sepsis/complications , Sepsis/classification , Female , Retrospective Studies , Creatinine/blood , Creatinine/analysis , Middle Aged , Aged , Machine Learning/trends , Intensive Care Units/statistics & numerical data , Intensive Care Units/organization & administration , Biomarkers/blood , Biomarkers/analysis , Hospital MortalityABSTRACT
PURPOSE: To perform a systematic review of case reports and case series to investigate risk factors, treatment modalities, and the outcome of penile calciphylaxis. METHOD: We performed a systematic search of the MEDLINE and Scopus databases to identify case reports or case series of penile calciphylaxis. The patient characteristics, laboratory investigations, diagnostic modalities, treatment modalities, and outcomes were extracted. We compared clinical characteristics and treatment between patients who survived or demised and between patients with clinical improvement and those without to identify the poor prognostic risk factors. RESULTS: Ninety-four articles were included from 86 case reports and 8 case series with 121 patients. Most of the patients were on hemodialysis (78.9%). The median time since starting dialysis was 48 months (24-96 months). Sodium thiosulfate was used to treat penile calciphylaxis in 23.6%. For surgical management, partial or total penectomy was performed in 45.5% of the patients. There was no association between sodium thiosulfate use, partial or total penectomy, and improvement in clinical outcomes. The mortality rate in patients with penile calciphylaxis was 47.8% and the median time to death was 3 months (0.75-9 months). The presence of extragenital involvement was significantly related to mortality (p = 0.03). CONCLUSION: A calcified penile artery results in penile calciphylaxis, a rare vascular phenomenon associated with high morbidity and mortality. Management of penile calciphylaxis includes the medical management of risk factors, surgical debridement, or penectomy. Therefore, early prevention and diagnosis as well as immediate appropriate treatment are needed.
Subject(s)
Calciphylaxis , Kidney Failure, Chronic , Humans , Male , Calciphylaxis/diagnosis , Calciphylaxis/therapy , Calciphylaxis/complications , Penis , Risk Factors , Thiosulfates/therapeutic use , Case Reports as TopicABSTRACT
BACKGROUND: Sodium-glucose co-transporter 2 inhibitor (SGLT2i) has been shown to improve renal outcomes in both diabetic and non-diabetic kidney disease. However, the effect of SGLT2i on renal outcomes in patients with non-diabetic obesity is still not established. MATERIALS AND METHODS: In this double-blind, randomized controlled trial, we assigned non-diabetic patients with body mass index (BMI) ≥ 25 kg/m2, persistent 24-hour urine albumin-creatinine ratio (UACR) ≥ 10 mg/gCr, and estimated glomerular filtration rate (eGFR) ≥ 60 mL/min/1.73m2, who had been treated with renin-angiotensin system blockade, to canagliflozin 100 mg daily or placebo for 24 weeks. The reduction in UACR and eGFR at 12 and 24 weeks were explored. (Thai Clinical Trials Registry 20190203003). RESULTS: Of 247 non-diabetic obese patients screened, 32 patients met inclusion criteria and underwent randomization. The median baseline of UACR was 69.1 mg/gCr. There were no statistically significant differences in albuminuria reduction between the groups at 12 weeks and 24 weeks. The estimated GFR in the canagliflozin group decreased significantly from baseline at 12 weeks (-5.39 mL/min/1.73m2; 95% CI -9.81 to -0.97; p = 0.017) but not at 24 weeks (-1.16 mL/min/1.73m2; 95% CI -5.58 to 3.26; p = 0.66), and there was no significant change from baseline in the placebo group at both 12 and 24 weeks. CONCLUSION: Canagliflozin 100 mg daily was well tolerated but did not significantly reduce UACR in non-diabetic obese patients with microalbuminuria. However, a significant temporary decline in eGFR might reflect a subtle reduction in glomerular hyperfiltration.
Subject(s)
Diabetes Mellitus, Type 2 , Diabetic Nephropathies , Kidney Diseases , Sodium-Glucose Transporter 2 Inhibitors , Humans , Albuminuria/drug therapy , Albuminuria/etiology , Canagliflozin/pharmacology , Canagliflozin/therapeutic use , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/drug therapy , Diabetic Nephropathies/complications , Diabetic Nephropathies/drug therapy , Double-Blind Method , Glomerular Filtration Rate , Kidney Diseases/chemically induced , Obesity/complications , Obesity/drug therapy , Sodium-Glucose Transporter 2 Inhibitors/therapeutic use , Sodium-Glucose Transporter 2 Inhibitors/pharmacologyABSTRACT
INTRODUCTION: End-stage kidney disease (ESKD) is associated with increased morbidity and mortality. Identifying patients with stage 4 CKD (CKD4) at risk of rapid progression to ESKD remains challenging. Accurate prediction of CKD4 progression can improve patient outcomes by improving advanced care planning and optimizing healthcare resource allocation. METHODS: We obtained electronic health record data from patients with CKD4 in a large health system between January 1, 2006, and December 31, 2016. We developed and validated four models, including Least Absolute Shrinkage and Selection Operator (LASSO) regression, random forest, eXtreme Gradient Boosting (XGBoost), and artificial neural network (ANN), to predict ESKD at 3 years. We utilized area under the receiver operating characteristic curve (AUROC) to evaluate model performances and utilized Shapley additive explanation (SHAP) values and plots to define feature dependence of the best performance model. RESULTS: We included 3,160 patients with CKD4. ESKD was observed in 538 patients (21%). All approaches had similar AUROCs; ANN yielded the highest AUROC (0.77; 95%CI 0.75 to 0.79) and LASSO regression (0.77; 95%CI 0.75 to 0.79), followed by random forest (0.76; 95% CI 0.74 to 0.79), and XGBoost (0.76; 95% CI 0.74 to 0.78). CONCLUSIONS: We developed and validated several models for near-term prediction of kidney failure in CKD4. ANN, random forest, and XGBoost demonstrated similar predictive performances. Using this suite of models, interventions can be customized based on risk, and population health and resources appropriately allocated.
Subject(s)
Kidney Failure, Chronic , Renal Insufficiency, Chronic , Renal Insufficiency , Humans , Renal Insufficiency, Chronic/diagnosis , Renal Insufficiency, Chronic/epidemiology , Kidney Failure, Chronic/epidemiology , Kidney Failure, Chronic/therapy , Machine Learning , Area Under CurveABSTRACT
BACKGROUND: The excretion of trimethylamine N-oxide (TMAO) (uremic toxin) into the intestine might be enhanced, due to the limited renal elimination in chronic kidney disease (CKD), possibly induced TMAO reductase (a TMAO-neutralizing enzyme) in gut bacteria. Detection of TMAO reductase in serum could be used as a biomarker of gut permeability defect. OBJECTIVE: To explore the correlation between serum TMAO reductase, gut leakage, and systemic inflammation in CKD. METHODS: Mouse models of gut leakage; including 5/6 nephrectomy-induced chronic kidney disease (CKD), a model without colitis, and 1.5% dextran sulfate solution (DSS), a colitis model, were performed. In parallel, serum samples from patients with chronic hemodialysis (n = 48) and the healthy control (n = 20) were analyzed. RESULTS: Gut-leakage (FITC-dextran, endotoxemia, and reduced intestinal tight junction protein) was detected in both CKD and DSS models. While TMAO reductase and TMAO were elevated in the serum of both mouse models and patients, TMAO reductase correlated with TMAO, gut- leakage, and serum IL-6 only in mice but not in patients. Notably, endotoxemia was used as a surrogate marker of gut leakage in patients. In patients, TMAO reductase and TMAO did not correlate with serum IL-6 and vascular complications using the ankle-brachial index and cardio-ankle vascular index. CONCLUSIONS: Serum TMAO reductase was elevated in CKD mice and patients with CKD. Serum TMAO reductase was correlated with TMAO and gut-leakage only in mice but not in patients. Further studies in patients are needed to determine the benefit of serum TMAO reductase in patients with CKD.
Subject(s)
Colitis , Endotoxemia , Mucositis , Renal Insufficiency, Chronic , Mice , Animals , Dextran Sulfate , Interleukin-6 , Renal Insufficiency, Chronic/diagnosis , Renal Insufficiency, Chronic/metabolism , Inflammation/metabolism , BiomarkersABSTRACT
BACKGROUND: Hemodialysis (HD) using super high-flux dialyzer (HD + SHF) comparably removed uremic toxins to high-volume postdilution online hemodiafiltration (olHDF). Integration of hemoperfusion (HP) to HD + SHF (HD + SHF + HP) might provide superior uremic toxin removing capability to high-volume postdilution olHDF. METHOD: The present study was conducted in thrice-a-week HD patients to compare the efficacy in removing indoxyl sulfate (IS), beta-2 microglobulin (ß2 M), and urea between high-volume postdilution ol-HDF and HD + SHF + HP, comprising HD + SHF as the main treatment plus HD + SHF + HP 1/week in the first 4 weeks and 1/2 weeks in the second 4 weeks. RESULTS: Ten prevalent HD patients with blood flow rate (BFR) above 400 ml/min were randomized into two sequences of 8-week treatment periods of HD + SHF + HP and later high-volume postdilution olHDF or vice versa. When compared with high-volume postdilution olHDF (convective volume of 26.02 ± 1.8 L/session), HD + SHF + HP provided comparable values of percentage reduction ratio of IS (52.0 ± 11.7 vs. 56.3 ± 7.5%, p = 0.14) and ß2 M (83.7 ± 4.9 vs. 84.0 ± 4.3%, p = 0.37) and slightly lower urea reduction ratio. Despite greater dialysate albumin loss (p = 0.008), there was no significant change in serum albumin level in HD + SHF + HP group. CONCLUSIONS: HD + SHF + HP could not provide superior efficacy in removing uremic toxins to high-volume postdilution olHDF. The use of low BFR of 200 ml/min during the first 2 h of HD + SHF + HP session, according to the instruction of manufacturer, might impair the efficacy of the HD + SHF part in removing uremic toxins.
Subject(s)
Hemodiafiltration , Hemoperfusion , Kidney Failure, Chronic , Hemodiafiltration/adverse effects , Humans , Kidney Failure, Chronic/therapy , Renal Dialysis/adverse effects , Urea , Uremic ToxinsABSTRACT
INTRODUCTION: Expanded hemodialysis (HD using a medium cut-off dialyzer [HD + MCO]) provides comparable or better removal of various uremic toxins, particularly large middle-molecule uremic toxins, than post-dilution online hemodiafiltration (olHDF). Uremic toxin-removing effectiveness between HD + MCO and mixed-dilution olHDF, one of the currently most efficient olHDF modalities, has not been assessed. METHOD: This randomized controlled trial was conducted in 14 prevalent thrice-a-week HD patients with blood flow rate above 400 mL/min. The patients were randomized into two sequences of 2-week treatment periods of HD + MCO and later mixed-dilution olHDF or vice versa. The reduction ratio (RR) values of small-molecule as well as middle-molecule uremic toxins and protein-bound uremic toxins were measured at baseline and at the end of the treatment. RESULTS: When compared with mixed-dilution olHDF, HD + MCO provided slightly lower ß2M RR, but the value was still higher than 75%; showed similar κFLC RR, IS RR, and URR; and yielded significantly higher RR values of α1M (p < 0.001) and λFLC (p < 0.001). Despite higher albumin loss in HD + MCO, the serum albumin levels at the end of the study were comparable between both groups. CONCLUSION: Expanded HD (HD + MCO) provided similar effectiveness in removing various uremic toxins and could exhibit greater removal of large middle-molecule uremic toxins, such as α1M and λFLC. Expanded HD can be used as an effective alternative option for mixed-dilution olHDF.
Subject(s)
Hemodiafiltration , Humans , Renal Dialysis/adverse effects , Uremic Toxins , Prospective StudiesABSTRACT
AIM: The incidences of osteoporosis, fracture and vascular calcification increase concordantly with the progression of chronic kidney disease (CKD). CKD-mineral bone disease (CKD-MBD) induced by hyperphosphatemia is a major pathophysiologic mechanism. The effects of phosphate binders on bone turnover biomarkers and bone mineral density (BMD) in haemodialysis patients are still inconclusive. Our aim is to demonstrate the effects of these phosphate binders on different aspects of CKD-MBD. METHODS: We conducted a prospective cohort of 65 haemodialysis patients to investigate the effect of 12-month monotherapy of phosphate binders composing calcium-based phosphate binders (CPB) or non-calcium-based phosphate binders (NCPB), including sevelamer and lanthanum, on bone turnover biomarkers and BMD changes. The performance of bone turnover biomarkers to predict low BMD was attentively determined. RESULTS: When compared with CPB, NCPB use was associated with higher levels of bone turnover biomarkers. NCPB was also associated with lower BMD at lumbar and distal radius. Total procollagen type 1N-terminal propeptide (P1NP), bone-specific alkaline phosphatase (BALP), and tartrate-resistant acid phosphatase 5b (TRAP5b) provided the best performance for diagnosing low BMD in haemodialysis patients. CONCLUSION: Switching from CPB to NCPB might increase bone biomarkers and prevent the development of adynamic bone disease. On the contrary, NCPB should be cautiously used in haemodialysis patients who already had low BMD. P1NP, BALP and TRAP5b could be used to guide the appropriate management, including anti-resorptive and anabolic medications, and predict low BMD in haemodialysis patients treated with phosphate binders.
Subject(s)
Bone Density , Parathyroid Hormone , Biomarkers , Humans , Prospective Studies , Renal Dialysis/adverse effectsABSTRACT
OBJECTIVE: To systemically review the meta-analysis exploring the effectiveness and safety of restricted protein diet supplemented with ketoanalogues (KAs) when compared with regular diet or low protein diet (LPD) without KAs in chronic kidney disease (CKD) patients. STUDY DESIGN AND METHODS: We conducted electronic searches in PubMed, Scopus, Cochrane Central Register of Controlled Trials, and ClinicalTrials.gov from January 1960 to May 2018 to identify randomized controlled clinical trials that explored the effects of restricted protein diet including vegetarian and mixed type of protein with KAs on kidney endpoints including the changes in estimated glomerular filtration rate (eGFR) and proteinuria, nutritional status, and CKD-mineral bone disorder. RESULTS: Seventeen RCTs with 1,459 participants were included in our meta-analysis. Restricted protein diet with KAs significantly preserved eGFR and reduced proteinuria, serum phosphate, parathyroid hormone (PTH) level, systolic blood pressure, diastolic blood pressure, and serum cholesterol. By subgroup analysis, very low protein diet (VLPD) with KAs was plausibly superior to LPD with KAs in slowing the decline in eGFR. Only VLPD with KAs significantly improved serum PTH, systolic blood pressure, and diastolic blood pressure while both regimens significantly decreased serum phosphate. Only LPD with KAs significantly raised serum albumin and serum calcium. CONCLUSION: Restricted protein diet supplemented with KAs could effectively improve kidney endpoints including preserving eGFR and diminishing proteinuria, blood pressure levels, and CKD-mineral bone disorder parameters without causing malnutrition. VLPD with KAs appears to provide more effectiveness in slowing the decline in eGFR, lowering blood pressure, reducing serum PTH, and less increasing serum calcium level.
Subject(s)
Chronic Kidney Disease-Mineral and Bone Disorder , Renal Insufficiency, Chronic , Blood Pressure , Calcium , Diet, Protein-Restricted , Glomerular Filtration Rate , Humans , Kidney/physiology , Nutritional Status , Phosphates , Proteinuria , Renal Insufficiency, Chronic/complicationsABSTRACT
BACKGROUND: Galactomannan index (GMI) at a level higher than 0.5 provides high sensitivity and specificity for the diagnosis of fungal peritonitis. Here, we report the false-positive of GMI in peritoneal dialysis (PD) effluent (PDE) due to Rhodococcus peritonitis in PD patients. CASE PRESENTATION: GMI in PDE of case #1 and case #2 were 1.53 and 0.76, respectively, while serum GMI of both cases was less than 0.5. In addition, GMI from the specimens obtained directly from the stationary phase of Rhodococcus colonies were 1.27 and 1.56, which were isolated from case #1 and #2, accordingly. CONCLUSION: High GMI in PDE of PD patients is not specific just for fungal infections but may also be secondary to other infections, such as Rhodococcus spp., especially in endemic areas.
Subject(s)
Actinomycetales Infections , Mannans/isolation & purification , Mycoses , Peritoneal Dialysis , Peritonitis , Rhodococcus/isolation & purification , Actinomycetales Infections/diagnosis , Actinomycetales Infections/etiology , Aged , Biomarkers/analysis , Diagnosis, Differential , False Positive Reactions , Galactose/analogs & derivatives , Humans , Male , Middle Aged , Mycoses/diagnosis , Mycoses/etiology , Patient Selection , Peritoneal Dialysis/adverse effects , Peritoneal Dialysis/methods , Peritonitis/diagnosis , Peritonitis/etiology , Peritonitis/microbiology , Renal Insufficiency, Chronic/microbiology , Renal Insufficiency, Chronic/therapyABSTRACT
Reduction in renal clearance and removal by hemodialysis adversely affect the level and utility of high-sensitivity troponin I (hsTnI) for diagnosis of acute myocardial infarction (AMI) in hemodialysis (HD) patients. Furthermore, HD process itself might cause undesirable myocardial injury and enhance post HD hsTnI levels. This comparative cross-sectional study was conducted to compare the hsTnI levels between 100 asymptomatic HD patients and their 107 matched non-chronic kidney disease (CKD) population. The hsTnI levels in HD group were higher than non-CKD group [median (IQR): 54.3 (20.6-152.7) vs. 18 (6.2-66.1) ng/L, p < .001)]. The hsTnI levels reduced after HD process from 54.3 (20.6-152.7) ng/L in pre-HD to 27.1 (12.3-91.4) ng/L in post-HD (p = .015). Of interest, 25% of HD patients had increment of hsTnI after HD and might represent HD-induced myocardial injury. The significant risk factors were high hemoglobin level and high blood flow rate. In conclusion, the baseline hsTnI levels in asymptomatic HD patients were higher than non-CKD population. The dynamic change of hsTnI over time would be essential for the diagnosis of AMI. Certain numbers of asymptomatic HD patients had HD-induced silent myocardial injury and should be aggressively investigated to prevent further cardiovascular mortality.
Subject(s)
Myocardial Infarction/diagnosis , Renal Dialysis/adverse effects , Renal Elimination/physiology , Renal Insufficiency, Chronic/physiopathology , Troponin I/blood , Adult , Aged , Aged, 80 and over , Cross-Sectional Studies , Female , Glomerular Filtration Rate/physiology , Humans , Kidney/metabolism , Kidney/physiopathology , Male , Middle Aged , Myocardial Infarction/blood , Prospective Studies , Reference Values , Renal Insufficiency, Chronic/blood , Renal Insufficiency, Chronic/therapy , Troponin I/metabolism , Young AdultABSTRACT
Background: Appropriate dialysis prescription in the transitional setting from chronic kidney disease to end-stage kidney disease is still challenging. Conventional thrice-weekly haemodialysis (HD) might be associated with rapid loss of residual kidney function (RKF) and high mortality. The benefits and risks of incremental HD compared with conventional HD were explored in this systematic review and meta-analysis. Methods: We searched MEDLINE, Scopus and Cochrane Central Register of Controlled Trials up to April 2023 for studies that compared the impacts of incremental (once- or twice-weekly HD) and conventional thrice-weekly HD on cardiovascular events, RKF, vascular access complications, quality of life, hospitalization and mortality. Results: A total of 36 articles (138 939 participants) were included in this meta-analysis. The mortality rate and cardiovascular events were similar between incremental and conventional HD {odds ratio [OR] 0.87 [95% confidence interval (CI)] 0.72-1.04 and OR 0.67 [95% CI 0.43-1.05], respectively}. However, hospitalization and loss of RKF were significantly lower in patients treated with incremental HD [OR 0.44 (95% CI 0.27-0.72) and OR 0.31 (95% CI 0.25-0.39), respectively]. In a sensitivity analysis that included studies restricted to those with RKF or urine output criteria, incremental HD had significantly lower cardiovascular events [OR 0.22 (95% CI 0.08-0.63)] and mortality [OR 0.54 (95% CI 0.37-0.79)]. Vascular access complications, hyperkalaemia and volume overload were not statistically different between groups. Conclusions: Incremental HD has been shown to be safe and may provide superior benefits in clinical outcomes, particularly in appropriately selected patients. Large-scale randomized controlled trials are required to confirm these potential advantages.
ABSTRACT
BACKGROUND: Area-level social determinants of health (SDOH) based on patients' ZIP codes or census tracts have been commonly used in research instead of individual SDOHs. To our knowledge, whether machine learning (ML) could be used to derive individual SDOH measures, specifically individual educational attainment, is unknown. METHODS: This is a retrospective study using data from the Mount Sinai BioMe Biobank. We included participants that completed a validated questionnaire on educational attainment and had home addresses in New York City. ZIP code-level education was derived from the American Community Survey matched for the participant's gender and race/ethnicity. We tested several algorithms to predict individual educational attainment from routinely collected clinical and demographic data. To evaluate how using different measures of educational attainment will impact model performance, we developed three distinct models for predicting cardiovascular (CVD) hospitalization. Educational attainment was imputed into models as either survey-derived, ZIP code-derived, or ML-predicted educational attainment. RESULTS: A total of 20,805 participants met inclusion criteria. Concordance between survey and ZIP code-derived education was 47%, while the concordance between survey and ML model-predicted education was 67%. A total of 13,715 patients from the cohort were included into our CVD hospitalization prediction models, of which 1,538 (11.2%) had a history of CVD hospitalization. The AUROC of the model predicting CVD hospitalization using survey-derived education was significantly higher than the model using ZIP code-level education (0.77 versus 0.72; p < 0.001) and the model using ML model-predicted education (0.77 versus 0.75; p < 0.001). The AUROC for the model using ML model-predicted education was also significantly higher than that using ZIP code-level education (p = 0.003). CONCLUSION: The concordance of survey and ZIP code-level educational attainment in NYC was low. As expected, the model utilizing survey-derived education achieved the highest performance. The model incorporating our ML model-predicted education outperformed the model relying on ZIP code-derived education. Implementing ML techniques can improve the accuracy of SDOH data and consequently increase the predictive performance of outcome models.
Subject(s)
Cardiovascular Diseases , Humans , Cardiovascular Diseases/epidemiology , Retrospective Studies , New York City/epidemiology , Educational Status , Hospitalization , Machine LearningABSTRACT
Acute kidney injury (AKI) is a common complication after a surgery, especially in cardiac and aortic procedures, and has a significant impact on morbidity and mortality. Early identification of high-risk patients and providing effective prevention and therapeutic approach are the main strategies for reducing the possibility of perioperative AKI. Consequently, several risk-prediction models and risk assessment scores have been developed for the prediction of perioperative AKI. However, a majority of these risk scores are only derived from preoperative data while the intraoperative time-series monitoring data such as heart rate and blood pressure were not included. Moreover, the complexity of the pathophysiology of AKI, as well as its nonlinear and heterogeneous nature, imposes limitations on the use of linear statistical techniques. The development of clinical medicine's digitization, the widespread availability of electronic medical records, and the increase in the use of continuous monitoring have generated vast quantities of data. Machine learning has recently shown promise as a method for automatically integrating large amounts of data in predicting the risk of perioperative outcomes. In this article, we discussed the development, limitations of existing work, and the potential future direction of models using machine learning techniques to predict AKI after a surgery.
Subject(s)
Acute Kidney Injury , Artificial Intelligence , Humans , Acute Kidney Injury/diagnosis , Risk Assessment/methods , Risk Factors , Machine LearningABSTRACT
Managing mixed acid-base disorders can be diagnostically challenging, particularly when metabolic acidosis and metabolic alkalosis occur simultaneously. When dealing with metabolic alkalosis, a comprehensive approach involves taking a detailed medical history, assessing volume status, and performing urine chloride analysis. Routine calculation of the anion gap is important to identify masked wide anion gap metabolic acidosis. We report a case of a 32-year-old female with type 1 diabetes mellitus, presented with intractable vomiting for 2 days with hyperglycemia, hypokalemia, and metabolic alkalosis, along with a wide anion gap. She was diagnosed with "diabetic ketoalkalosis" due to diabetic ketoacidosis combined with vomiting-induced metabolic alkalosis. She became clinically stable after resuscitation with normal saline, intravenous potassium, and intravenous insulin.
ABSTRACT
Renal anemia in chronic kidney disease (CKD) is associated with poor outcomes. Hypoxia-inducible factor (HIF) stabilizer, which induces endogenous erythropoietin synthesis and enhances iron mobilization, is a novel treatment for anemia in CKD. We conducted a systematic review and meta-analysis to analyze the effect of HIF stabilizers in anemic CKD patients. This meta-analysis included 43 officially published articles and 3 unpublished studies (27 338 patients). HIF stabilizer treatment significantly increased hemoglobin (Hb) level when compared with placebo (mean difference 1.19 g/dL; 95% confidence interval 0.94 to 1.44 g/dL; P < .001). There was no significant difference in Hb level when compared with erythropoiesis-stimulating agents (ESAs). Significant reductions of ferritin and transferrin saturation (TSAT) were observed, while total iron-binding capacity was increased in the HIF stabilizer group compared with placebo or ESAs. HIF stabilizers significantly reduced hepcidin, high-density lipoprotein, low-density lipoprotein and triglyceride levels. Acute kidney injury and thrombotic events were significantly observed in patients receiving HIF stabilizers. There were no significant differences in myocardial infarction, stroke, dialysis initiation, pulmonary hypertension and mortality between HIF stabilizer and control groups. The present meta-analysis provided evidence that HIF stabilizers increased Hb and TIBC levels and reduced hepcidin, ferritin and TSAT in CKD patients with renal anemia. Long-term follow-up studies on clinical outcomes of HIF stabilizers are still needed.
ABSTRACT
Central diabetes insipidus (DI) is characterized by a deficiency in arginine vasopressin (AVP), an antidiuretic hormone leading to excessive free water loss in the urine and hypernatremia. Central DI can be the first presentation of several occult diseases. However, patients with central DI who have functioning thirst mechanisms and access to water may initially exhibit normal sodium levels. We report a 57-year-old woman who was admitted to the hospital due to cholangitis. Her initial serum sodium was normal and she rapidly developed severe hypernatremia after fluid restriction. The results of the laboratory workup indicated DI, which dramatically responded to desmopressin. MRI showed an ill-defined faint hyper signal intensity in T1, T2/FLAIR lesions involving the bilateral hypothalamus. The histopathological findings confirmed the diagnosis of Langerhans cell histiocytosis (LCH) with multiorgan involvement. Serum sodium returned to normal after receiving desmopressin and water replacement therapy.
ABSTRACT
Severe hyponatremia is associated with neurological impairment and mortality. Furthermore, severe hyponatremia can be the first presentation of several diseases. Therefore, an appropriate investigation for the underlying causes of hyponatremia apart from the proper correction of sodium levels, might lead to a diagnosis of occult diseases.
ABSTRACT
INTRODUCTION: The heightened fibroblast growth factor 23 (FGF23) level in patients with chronic kidney disease (CKD) is associated with increased cardiovascular disease and mortality. We performed a systematic review and meta-analysis to synthesize the available strategies to reduce FGF23 in CKD patients. METHODS: We conducted a meta-analysis by searching the databases of MEDLINE, Scopus, and Cochrane Central Register of Controlled Trials for randomized controlled trials (RCTs) and single-arm studies that examined the effects of dietary phosphate restriction, phosphate binders, iron supplements, calcimimetics, parathyroidectomy, dialysis techniques, and the outcome of preservation of residual renal function (RRF) on FGF23 levels in CKD patients. Random-effects model meta-analyses were used to compute changes in the outcome of interests. RESULTS: A total of 41 articles (7590 patients), comprising 36 RCTs, 5 prospective studies were included in this meta-analysis. Dietary phosphate restriction less than 800 mg per day yielded insignificant effect on FGF23 reduction. Interestingly sevelamer, lanthanum, iron-based phosphate binders, and iron supplement significantly lowered FGF23 levels. In CKD patients with secondary hyperparathyroidism, calcimimetics prescription could significantly reduce FGF23 levels, while surgical parathyroidectomy had no significant effect. In dialysis patients, preservation of RRF and hemoperfusion as well as hemodiafiltration provided a significant decrease in FGF23 levels. CONCLUSIONS: The present meta-analysis demonstrated that non-calcium-based phosphate binders including sevelamer, lanthanum, and iron-based phosphate binders, iron supplements, calcimimetics, hemoperfusion, and preservation of RRF could effectively reduce FGF23 in CKD patients.