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Primary diabetes care and diabetic retinopathy (DR) screening persist as major public health challenges due to a shortage of trained primary care physicians (PCPs), particularly in low-resource settings. Here, to bridge the gaps, we developed an integrated image-language system (DeepDR-LLM), combining a large language model (LLM module) and image-based deep learning (DeepDR-Transformer), to provide individualized diabetes management recommendations to PCPs. In a retrospective evaluation, the LLM module demonstrated comparable performance to PCPs and endocrinology residents when tested in English and outperformed PCPs and had comparable performance to endocrinology residents in Chinese. For identifying referable DR, the average PCP's accuracy was 81.0% unassisted and 92.3% assisted by DeepDR-Transformer. Furthermore, we performed a single-center real-world prospective study, deploying DeepDR-LLM. We compared diabetes management adherence of patients under the unassisted PCP arm (n = 397) with those under the PCP+DeepDR-LLM arm (n = 372). Patients with newly diagnosed diabetes in the PCP+DeepDR-LLM arm showed better self-management behaviors throughout follow-up (P < 0.05). For patients with referral DR, those in the PCP+DeepDR-LLM arm were more likely to adhere to DR referrals (P < 0.01). Additionally, DeepDR-LLM deployment improved the quality and empathy level of management recommendations. Given its multifaceted performance, DeepDR-LLM holds promise as a digital solution for enhancing primary diabetes care and DR screening.
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Aims: Shared decision-making regarding COVID-19 vaccination in IgA nephropathy involves the ability to handle health information regarding potential benefits and risk of flare, but few studies have evaluated health literacy in the context of vaccination. We aimed to evaluate the health literacy and COVID-19 vaccination uptake and acceptance in IgA nephropathy. Methods: Single-center cross-sectional study of 126 consecutive patients with IgA nephropathy. Health literacy was assessed using the HLS-EU-47 questionnaire. Determinants of vaccine acceptance such as contextual influences, individual and group influences, and vaccine-specific issues were adapted from the World Health Organization framework. Results: Forty-eight patients (38.1%) with IgAN nephropathy completed the survey between June and August 2021. The participants' median age was 40.5 (31.6, 52.8) years with median disease duration of 2.8 (1.3, 4.3) years. The median general health literacy index was 31.74 (29.88, 35.82) with significantly greater difficulty in the competency of appraising health information and in the domain of disease prevention (p < 0.001). Forty-five patients (93.8%) received at least one dose of COVID-19 vaccine between January and August 2021. Among the 3 unvaccinated patients, 2 intended to receive the vaccination while and 1 did not intend to get vaccinated. There was a high level of trust and belief that their government and healthcare providers had their best interests at heart and that the healthcare providers were honest about the vaccine's risk and benefits, although 31.2% did not understand how the vaccine works and 22.9% believed that there were other ways to prevent infection. Most thought there was adequate safety information, were confident in the system for tracking adverse events and had no issues with access to the vaccine. Conclusion: Participants with IgA nephropathy had high health literacy scores and low vaccine hesitancy. The determinants for vaccine acceptance can potentially guide efforts to optimize vaccination coverage.
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Nodular glomerulosclerosis, typically diagnosed in patients with diabetes mellitus, has been reported in native kidneys of pre-diabetic patients but similar cases in kidney transplant recipients are lacking. We describe a case of nodular glomerulosclerosis in a kidney transplant recipient who had not been found to be diabetic despite regular screening and discuss the implications for the pathogenesis and diagnosis of nodular glomerulosclerosis and screening of post-transplant diabetes mellitus.
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Nefropatías Diabéticas/diagnóstico , Trasplante de Riñón , Receptores de Trasplantes , Diabetes Mellitus/diagnóstico , Intolerancia a la Glucosa , Humanos , Tamizaje MasivoRESUMEN
Therapeutic plasma exchange (TPE) and continuous kidney replacement therapy (CKRT) are extracorporeal therapeutic procedures often implemented in management of patients. Critically ill patients may be afflicted with disease processes that require both TPE and CKRT. Performing TPE discontinuous with CKRT is technically easier, however, it disrupts CKRT and may compromise with CKRT efficiency or hemofilter life. Concurrent TPE with CKRT offers several advantages including simultaneous control of disease process and correction of electrolyte, fluid, and acid-base disturbances that may accompany TPE. Additionally, TPE may be performed by either centrifugation method or membrane plasma separation method. The technical specifications of these methods may influence the methodology of concurrent connections. This report describes and reviews two different approaches to circuit arrangements when establishing concurrent TPE and CKRT.
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Centrifugación/métodos , Intercambio Plasmático/métodos , Terapia de Reemplazo Renal , Adulto , Femenino , HumanosAsunto(s)
Angioplastia de Balón/efectos adversos , Materiales Biocompatibles Revestidos/efectos adversos , Embolia/inducido químicamente , Trasplante de Riñón , Paclitaxel/efectos adversos , Complicaciones Posoperatorias/inducido químicamente , Angioplastia de Balón/instrumentación , Angioplastia de Balón/métodos , Femenino , Humanos , Adulto JovenRESUMEN
BACKGROUND: Burned patients with acute kidney injury (AKI) requiring renal replacement therapy (RRT) have exceedingly high mortality rates of 73% to 100%. Since January 2011, we have been adopting an early RRT approach in managing burned patients with AKI. Our hypothesis was that early initiation of RRT leads to improved outcome and survival among burned patients with AKI. METHODOLOGY: We conducted a retrospective analysis of Burns Database in Singapore General Hospital from January 2011 to February 2016. Indications for dialysis included serum creatinine of greater than 1.5 times baseline or urine output of less than 0.5 mL/kg per hour for at least 6 consecutive hours. Patients with similar condition from January 2006 to December 2010 were recruited for comparison. RESULT: A total of 27 patients with burns and AKI were recruited from January 2011 to February 2016. The mean age was 45.4 years and 88.9% were male. The mean total burn surface area (TBSA) was 54.8%. The total volume of fluid resuscitation was 2.7 mL/kg per TBSA. The time from onset of burn to RRT was 6.4 days. Most patients presented with stage 1 AKI (51.9%), whereas 22.2% and 25.9% had stage 2 and stage 3 AKI, respectively. Most patients (74.1%) received CRRT and 18.5% received SLED. The mortality rate was 37.0% with majority of death (70%) due to sepsis/multiorgan failure. Only 1 patient required long-term RRT after discharge, and there was no occurrence of abdominal compartment syndrome. The mean age of 15 patients from 2006 to 2010 was 47.8 years. The mean TBSA was 49.5%. Only 26.7% of patients were started on RRT. The mortality rate was 66.7%, which was higher than that of subjects from 2011 to 2016 (37.0%) (P = 0.039). CONCLUSIONS: Optimal timing of RRT for burned patients with AKI has not been established and data on early RRT approach are scarce. The findings of our study suggested that early RRT was associated with lower mortality rates among burned victims with AKI.
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Lesión Renal Aguda , Quemaduras , Lesión Renal Aguda/etiología , Lesión Renal Aguda/terapia , Quemaduras/complicaciones , Quemaduras/terapia , Femenino , Humanos , Masculino , Persona de Mediana Edad , Terapia de Reemplazo Renal , Estudios Retrospectivos , Singapur/epidemiologíaRESUMEN
BACKGROUND: Acute kidney injury (AKI) is a major global health problem. We aim to evaluate the epidemiology, risk factors and outcomes of AKI episodes in our single centre. METHODOLOGY: We prospectively identified 422 AKI and acute on chronic kidney disease episodes in 404 patients meeting KDIGO definitions using electronic medical records and clinical data from 15th July to 22nd October 2016, excluding patients with baseline estimated GFR (eGFR) of < 15 mL/min. Patients were followed up till 6 months after AKI diagnosis. RESULTS: The mean age was 65.8 ± 14.1. Majority of patients were male (58.2%) of Chinese ethnicity (68.8%). One hundred and thirty-two patients (32.6%) were diagnosed in acute care units. Seventy-five percent of patients developed AKI during admission in a non-Renal specialty. Mean baseline eGFR was 50.2 ± 27.7 mL/min. Mean creatinine at AKI diagnosis was 297 ± 161 µmol/L. Renal consultations were initiated at KDIGO Stages 1, 2 and 3 in 58.9, 24.5 and 16.6% of patients, respectively. Three hundred and ten (76.7%) patients had a single etiology of AKI with the 3 most common etiologies of AKI being pre-renal (27.7%), sepsis-associated (25.5%) and ischemic acute tubular necrosis (15.3%). One hundred and nine (27%) patients received acute renal replacement therapy. In-hospital mortality was 20.3%. Six-month mortality post-AKI event was 9.4%. On survival analysis, patients with KDIGO Stage 3 AKI had significantly shorter survival than other stages. CONCLUSION: AKI is associated with significant in-hospital to 6-month mortality. This signifies the pressing need for AKI prevention, early detection and intervention in mitigating reversible risk factors in order to optimize clinical outcomes.
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Lesión Renal Aguda/epidemiología , Lesión Renal Aguda/diagnóstico , Anciano , Femenino , Mortalidad Hospitalaria , Humanos , Masculino , Persona de Mediana Edad , Estudios Prospectivos , Factores de Riesgo , Análisis de Supervivencia , Centros de Atención TerciariaRESUMEN
INTRODUCTION: It is not uncommon for patients without preceding history of kidney disease to present to the Emergency department with renal failure. The absence of prior medical records or renal imaging presents a diagnostic challenge. Elevated parathyroid hormone levels or echogenic contracted kidneys on ultrasound are known to point to a diagnosis of chronic kidney disease. The literature in this regard is surprisingly limited. The objective of this study is to assess the role of intact parathyroid (iPTH) blood level and bedside ultrasound in differentiating acute kidney injury from chronic kidney disease. METHODS: A systematic review which included a literature search of 3 databases, PubMed, Embase, and Cinahl (R) as also secondary sources, was done. The inclusion criteria evaluated studies which evaluated iPTH or bedside ultrasound in differentiating acute kidney injury from chronic kidney disease. We excluded studies which used other laboratory biomarkers like neutrophil gelatin associated lipocalin (NGAL) or carbamylated haemoglobin. A total of 2256 articles were identified. After screening, the relevant articles were reviewed, and an assessment of their methodological quality was made based on the CASP: Critical Appraisals Skill Programme. RESULTS: Of the 2256 articles identified, after screening, only 5 were identified as relevant. CONCLUSIONS: An elevated parathyroid hormone level and echogenic contracted kidneys on bedside ultrasound in the Emergency department can help differentiate acute kidney injury from chronic kidney disease. This differentiation helps decide need for admission as well as further management. Although iPTH level may also rise in acute kidney injury, the value (2.5 times normal) can discriminate it from chronic kidney disease.
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The use of the oXiris® haemofilter during continuous veno-venous haemodiafiltration (CVVHDF) for acute kidney injury (AKI) and severe sepsis is not completely understood. Although this filter has in vitro adsorptive properties for blood-borne cytokines and other humoural mediators of sepsis, its clinical usefulness is uncertain. Given its inherent adsorptive limitation for septic mediators, we developed a CVVHDF protocol in which the oXiris haemofilter was electively changed every 12 h even though there was no clotting or adverse circuit pressures. Augmented filter membrane adsorption was conducted for 3 consecutive days. We treated a critically ill patient with severe sepsis secondary to a gram-negative bacterial infection and sepsis-associated acute kidney injury (SA- AKI) in this way. The patient required high-dose vasopressor support, required mechanical ventilation, had received 12 h of CVVHDF with conventional M100 haemofilter, was on broad spectrum antibiotics and other conventional intensive care unit (ICU) care, prior to institution of the frequent oXiris haemofilter change protocol. Following the start of elective 12 hourly oXiris filter change, the patient showed reduction in the need for vasopressor and by Day 4 of this SA- AKI frequent filter change protocol, vasopressor requirement ceased, he was extubated. He survived ICU and but not hospital stay. To this end, more clinical studies are needed.
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Lesión Renal Aguda/terapia , Infecciones por Bacterias Gramnegativas/terapia , Hemodiafiltración/instrumentación , Sepsis/terapia , Vasoconstrictores/administración & dosificación , Hemodiafiltración/métodos , Humanos , Masculino , Persona de Mediana EdadRESUMEN
BACKGROUND: Traditionally in Asia, hepatitis B (HBV) accounts for the majority of hepatocellular carcinoma (HCC), but increasingly, non-viral or nonalcoholic steatohepatitis (NASH) etiology may play a more prominent role with current socioeconomic changes. There remains a paucity in data comparing NASH-HCC to HBV-related HCC. In this study, we explored the differences in clinical characteristics between HBV- and cryptogenic-related HCC. METHODS: Patients with HCC seen in the Department of Gastroenterology and Hepatology, Singapore General Hospital were enrolled in an ongoing database since 1980. Patients with HCC attributed to HBV or cryptogenic etiology were identified. Comparison of clinical characteristics was performed between the two groups. RESULTS: There were 916 HBV-HCC patients and 163 cryptogenic HCC patients, accounting for 70.9% and 12.6% of the total HCC cases (1292 patients), respectively. Out of the total cohort enrolled from 1980 to 2005, the ratio of cryptogenic to HBV patients was 1:6.7, while from 2006 to the current year, the ratio of cryptogenic to HBV patients has increased significantly to 1:3.9. Relative to patients with HBV, cryptogenic HCC patients were older (67.6 vs. 59.4 years old; p < 0.001), had lower proportion of male patients (69.9% vs. 83.8%; p < 0.001), and had higher incidence of smoking (32.2% vs. 25.8%; p = 0.008). HBV group had higher alanine transaminase (60.9 ± 85.7 U/L vs. 48.0 ± 52.1 U/L; p = 0.003), hemoglobin (12.7 ± 2.28 g/dL vs. 12.0 ± 2.46 g/dL, p < 0.001), albumin (32.9 ± 6.8 g/L vs. 31.3 ± 7.7 g/L; p = 0.007), and prothrombin time (13.2 ± 2.95 s vs. 12.7 ± 2.01 s, p = 0.023), as compared to the cryptogenic group. Cryptogenic HCC patients presented more frequently with unifocal HCC (55.2% vs. 46.5%; p = 0.002). There was no difference in the proportions of patients receiving surgical resection in both groups (23.5% in HBV group vs. 17.9% in cryptogenic group; p = 0.202). Cox regression analysis revealed no survival difference between cryptogenic-related HCC and HBV-related HCC (p = 0.367). CONCLUSION: Temporal trends suggest that HCC attributed to HBV is on the decline, while cryptogenic- or NASH-related HCC is an emerging clinical entity. A paradigm shift in approach to screening, surveillance, and management of HCC may be required in view of the changing landscape of HCC epidemiology into an increasing non-viral etiology.
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Carcinoma Hepatocelular/etiología , Hepatitis B Crónica/complicaciones , Neoplasias Hepáticas/etiología , Neoplasias Primarias Múltiples/etiología , Enfermedad del Hígado Graso no Alcohólico/complicaciones , Distribución por Edad , Anciano , Alanina Transaminasa/sangre , Carcinoma Hepatocelular/epidemiología , Carcinoma Hepatocelular/metabolismo , Estudios de Cohortes , Femenino , Hemoglobinas/metabolismo , Humanos , Incidencia , Neoplasias Hepáticas/epidemiología , Neoplasias Hepáticas/metabolismo , Masculino , Persona de Mediana Edad , Neoplasias Primarias Múltiples/epidemiología , Neoplasias Primarias Múltiples/metabolismo , Modelos de Riesgos Proporcionales , Tiempo de Protrombina , Albúmina Sérica/metabolismo , Distribución por Sexo , Singapur/epidemiología , Fumar/epidemiologíaAsunto(s)
Capacidad Cardiovascular/fisiología , Disnea/etiología , Prueba de Esfuerzo/métodos , Tolerancia al Ejercicio/fisiología , Adulto , Factores de Edad , Estudios de Cohortes , Disnea/epidemiología , Disnea/fisiopatología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Evaluación de Necesidades , Pronóstico , Estudios Retrospectivos , Medición de Riesgo , Conducta de Reducción del Riesgo , Factores Sexuales , Espirometría/métodos , Adulto JovenRESUMEN
BACKGROUND AND AIM: Brush cytology, the conventional method to diagnose cholangiocarcinoma, has been plagued by low diagnostic sensitivity and false-negative results. This paper aims to study the clinical utility of fluorescence in situ hybridization (FISH) in enhancing identification of malignant biliary strictures. METHODS: Brush cytologic specimens collected from endoscopic retrograde cholangiopancreatography for biliary strictures in a tertiary hospital in Singapore from March 2013 to July 2015 were examined by FISH technique using UroVysion probe set in this study. RESULTS: Thirty patients were chosen with five patients having multiple FISH performed due to indeterminate results. The diagnoses for biliary strictures were 13 (43.3%) cholangiocarcinomas, seven (23.3%) pancreatic cancers, seven (23.3%) benign biliary strictures, and three (10%) primary sclerosing cholangitis. Conventional brush cytology had sensitivity of 53.8% with specificity of 82.4%. FISH had sensitivity of 30.8% with specificity of 100%. When FISH results were interpreted in cases with negative or atypical brush cytology, two patients had positive FISH results and cholangiocarcinomas. Based on this pilot study, FISH increased sensitivity of brush cytology in detection of cholangiocarcinoma from 53.8% to 69.2% while preserving specificity of 82.4%. CONCLUSION: Compared with conventional cytology with low sensitivity, FISH may help to increase sensitivity on top of brush cytology while maintaining high specificity.