Acute human immunodeficiency virus (HIV) infection presenting with fever, elevated amylase/lipase, and hematologic abnormalities

Predictive model and risk analysis for coronary heart disease in people living with HIV using machine learning

OBJECTIVE

This study aimed to construct a coronary heart disease (CHD) risk-prediction model in people living with human immunodeficiency virus (PLHIV) with the help of machine learning (ML) per electronic medical records (EMRs).

METHODS

Sixty-one medical characteristics (including demography information, laboratory measurements, and complicating disease) readily available from EMRs were retained for clinical analysis. These characteristics further aided the development of prediction models by using seven ML algorithms [light gradient-boosting machine (LightGBM), support vector machine (SVM), eXtreme gradient boosting (XGBoost), adaptive boosting (AdaBoost), decision tree, multilayer perceptron (MLP), and logistic regression]. The performance of this model was assessed using the area under the receiver operating characteristic curve (AUC). Shapley additive explanation (SHAP) was further applied to interpret the findings of the best-performing model.

RESULTS

The LightGBM model exhibited the highest AUC (0.849; 95% CI, 0.814-0.883). Additionally, the SHAP plot per the LightGBM depicted that age, heart failure, hypertension, glucose, serum creatinine, indirect bilirubin, serum uric acid, and amylase can help identify PLHIV who were at a high or low risk of developing CHD.

CONCLUSION

This study developed a CHD risk prediction model for PLHIV utilizing ML techniques and EMR data. The LightGBM model exhibited improved comprehensive performance and thus had higher reliability in assessing the risk predictors of CHD. Hence, it can potentially facilitate the development of clinical management techniques for PLHIV care in the era of EMRs.

Care of Sexual and Gender Minorities in the Emergency Department: A Scoping Review

STUDY OBJECTIVE

This scoping review was conducted to collate and summarize the published research literature addressing sexual and gender minority care in the emergency department (ED).

METHODS

Using PRISMA-ScR criteria, an electronic search was conducted of CINAHL, Embase, Ovid Medline, and Web of Science for all studies that were published after 1995 involving sexual and gender minorities, throughout all life stages, presenting to an ED. We excluded non-US and Canadian studies and editorials. Titles and abstracts were screened, and full-text review was performed independently with 4 reviewers. Abstraction focused on study design, demographics, and outcomes, and the resulting data were analyzed using an ad hoc iterative thematic analysis.

RESULTS

We found 972 unique articles and excluded 743 after title and abstract screening. The remaining 229 articles underwent full-text review, and 160 articles were included. Themes identified were HIV in sexual and gender minorities (n=61), population health (n=46), provider training (n=29), ED avoidance or barriers (n=23), ED use (n=21), and sexual orientation/gender identity information collection (n=9).

CONCLUSION

The current literature encompassing ED sexual and gender minority care cluster into 6 themes. There are considerable gaps to be addressed in optimizing culturally competent and equitable care in the ED for this population. Future research to address these gaps should include substantial patient stakeholder engagement in all aspects of the research process to ensure patient-focused outcomes congruent with sexual and gender minority values and preferences.

Genetic and pathogenic diversity of severe fever with thrombocytopenia syndrome virus (SFTSV) in South Korea

To investigate nationwide severe fever with thrombocytopenia syndrome virus (SFTSV) infection status, we isolated SFTSVs from patients with suspected severe fever with thrombocytopenia syndrome (SFTS) in 207 hospitals throughout South Korea between 2013 and April 2017. A total of 116 SFTSVs were isolated from 3137 SFTS-suspected patients, with an overall 21.6% case fatality rate. Genetic characterization revealed that at least 6 genotypes of SFTSVs were co-circulating in South Korea, with multiple reassortments among them. Of these, the genotype B-2 strains were the most prevalent, followed by the A and F genotypes. Clinical and epidemiologic investigations revealed that genotype B strains were associated with the highest case fatality rate, while genotype A caused only one fatality among 10 patients. Further, ferret infection studies demonstrated varying clinical manifestations and case mortality rates with different strains of SFTSV, which suggests this virus could exhibit genotype-dependent pathogenicity.

Benign pancreatic hyperenzymemia-Gullo's syndrome: focus on this clinical challenge. A monocentric retrospective study

BACKGROUND

An abnormal and chronic rise of pancreatic enzymes in the blood is most often due to pancreatic diseases, primarily inflammatory or neoplastic, or to numerous extra-pancreatic pathologies. Benign chronic pancreatic hyperenzymemia was described for the first time - as a separate nosological entity - in 1996 by Lucio Gullo et al. They demonstrated the existence of a benign chronic pancreatic hyperenzymemia in asymptomatic subjects and without clinical implications; however, a follow-up of at least 1-2 years is necessary during which no specific symptomatology or morpho-functional impairment of the pancreas should occur, also evaluated through the aid of instrumental diagnostic investigations such as ultrasonography (US), computed tomography (CT) or magnetic resonance cholangio pancreatography (MRCP).

METHODS

This study was performed with the analysis of a group of 43 subjects arrived at the observation of the Gastroenterology Team of Policlinico Hospital G. Rodolico in Catania-Italy which presented a chronic pancreatic hyperenzymemia, in order to establish the actual benignity of this condition over time.

RESULTS

During the follow-up, pancreatic alterations and hyperenzymemia were found in 10 patients, while hyperenzymemia was not associated with pancreatic modification in 33 patients.

CONCLUSIONS

Because of this enzymatic elevation - often conspicuous and lasting - the patient is often particularly anxious. For the same reason, the patient frequently undergoes very expensive laboratory and instrumental diagnostic methods. Good knowledge of the syndrome makes it possible to manage the event more rationally, also to reduce management costs to a minimum.

Acute Retroviral Syndrome Presenting as Acute Hepatitis

Acute retroviral syndrome (ARS) can present as a wide array of clinical manifestations. Establishing a diagnosis early in the disease course can provide an opportunity to minimize immunosuppression and limit further transmission of human immunodeficiency virus (HIV). We present a case of a previously healthy young male who presented with acute hepatitis, as a manifestation of ARS. Initial HIV antigen/antibody testing was negative; however, a high index of suspicion prompted HIV ribonucleic acid (RNA) virologic testing revealing >10 million RNA copies/mL. Anti-retroviral treatment was initiated, along with supportive measures, accomplishing resolution of the transaminitis and the restoration of CD4 counts within normal at one month. Early in the disease course, HIV screening immunoassay could still be negative; hence, confirmatory testing with HIV RNA virologic testing should be pursued when clinical suspicion is high. Prompt diagnosis and treatment can improve outcome and curtail viral transmission.

Clinical applications of amylase: Novel perspectives

BACKGROUND

Amylase was the first enzyme to be characterized, and for the previous 200 years, its clinical role has been restricted to a diagnostic aid. Recent interface research has led to a substantial expansion of its role into novel, viable diagnostic, and therapeutic applications to cancer, infection, and wound healing. This review provides a concise "state-of-the-art" overview of the genetics, structure, distribution, and localization of amylase in humans.

METHOD

A first-generation literature search was performed with the MeSH search string "Amylase AND (diagnost∗ OR therapeut$)" on OVIDSP and PUBMED platforms. A second-generation search was then performed by forward and backward referencing on Web of Knowledge™ and manual indexing, limited to the English Language.

RESULTS

"State of the Art" in amylase genetics, structure, function distribution, localisation and detection of amylase in humans is provided. To the 4 classic patterns of hyperamylasemia (pancreatic, salivary, macroamylasemia, and combinations) a fifth, the localized targeting of amylase to specific foci of infection, is proposed.

CONCLUSIONS

The implications are directed at novel therapeutic and diagnostic clinical applications of amylase such as the novel therapeutic drug classes capable of targeted delivery and "smart release" in areas of clinical need. Future directions of research in areas of high clinical benefit are reported.