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1.
J Biomed Inform ; 139: 104293, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36682389

RESUMO

Invasive fungal infections (IFIs) are particularly dangerous to high-risk patients with haematological malignancies and are responsible for excessive mortality and delays in cancer therapy. Surveillance of IFI in clinical settings offers an opportunity to identify potential risk factors and evaluate new therapeutic strategies. However, manual surveillance is both time- and resource-intensive. As part of a broader project aimed to develop a system for automated IFI surveillance by leveraging electronic medical records, we present our approach to detecting evidence of IFI in the key diagnostic domain of histopathology. Using natural language processing (NLP), we analysed cytology and histopathology reports to identify IFI-positive reports. We compared a conventional bag-of-words classification model to a method that relies on concept-level annotations. Although the investment to prepare data supporting concept annotations is substantial, extracting targeted information specific to IFI as a pre-processing step increased the performance of the classifier from the PR AUC of 0.84 to 0.92 and enabled model interpretability. We have made publicly available the annotated dataset of 283 reports, the Cytology and Histopathology IFI Reports corpus (CHIFIR), to allow the clinical NLP research community to further build on our results.


Assuntos
Infecções Fúngicas Invasivas , Humanos , Infecções Fúngicas Invasivas/epidemiologia , Registros Eletrônicos de Saúde , Processamento de Linguagem Natural , Fatores de Risco
2.
Intern Med J ; 51(11): 1919-1926, 2021 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-33977647

RESUMO

BACKGROUND: Antimicrobial resistance (AMR) in Helicobacter pylori is a global concern. The AMR data to inform the Australian Therapeutic Guidelines are based on data over 20 years old. AIMS: To evaluate the frequency of AMR in H. pylori isolates from gastric biopsy specimens received in our laboratory in Melbourne, Australia. To review the literature on resistance rates in Australia and compare historic data. METHODS: A retrospective, observational study summarising AMR rates in all H. pylori isolates from our laboratory from 2015 to June 2020. Microbiology laboratory in metropolitan Melbourne, Australia, receiving referrals from private hospitals, gastroenterology clinics and endoscopy suites. Population minimum inhibitory concentration distributions and frequency of resistance to clarithromycin, amoxicillin, metronidazole and tetracycline in H. pylori isolates. RESULTS: Three hundred and eighty-six H. pylori isolates with susceptibility testing data were identified. The frequency of resistance in this cohort was: clarithromycin 89.9%, amoxicillin 23.5%, metronidazole 66.1% and tetracycline 4.4%. Comparison with historical data may suggest increasing AMR rates in Australia. The main limitation is the lack of treatment history to correlate AMR results. CONCLUSIONS: Definitive conclusions from this cohort cannot be made, but trends suggest rising levels of primary H. pylori AMR rates in Australia. This has important implications for empirical treatment decision making and treatment outcomes. Primary H. pylori AMR requires dedicated studies and current Australian therapeutic guideline recommendations may require re-evaluation. We propose considerations for improving the management of H. pylori in Australia. A centralised public health approach to H. pylori AMR surveillance should be established.


Assuntos
Infecções por Helicobacter , Helicobacter pylori , Adulto , Amoxicilina , Antibacterianos/farmacologia , Antibacterianos/uso terapêutico , Austrália/epidemiologia , Claritromicina , Farmacorresistência Bacteriana , Infecções por Helicobacter/diagnóstico , Infecções por Helicobacter/tratamento farmacológico , Infecções por Helicobacter/epidemiologia , Humanos , Metronidazol/uso terapêutico , Testes de Sensibilidade Microbiana , Estudos Observacionais como Assunto , Estudos Retrospectivos , Adulto Jovem
3.
5.
Br J Nutr ; 106(4): 583-7, 2011 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-21554816

RESUMO

In healthy older subjects, the glycaemic response to carbohydrate-containing meals is dependent on gastric emptying and intestinal absorption; when the latter is slowed, the magnitude of the rise in glucose is attenuated. The oligosaccharide α-cyclodextrin has been reported to diminish the glycaemic response to starch in young adults; this effect has been attributed to the inhibition of pancreatic amylase. We examined the effects of α-cyclodextrin on gastric emptying of, and the glycaemic and insulinaemic responses to, oral sucrose in healthy older subjects; as sucrose is hydrolysed by intestinal disaccharides, any effect(s) of α-cyclodextrin would not be attributable to amylase inhibition. A total of ten subjects (seven males and three females, age 68-76 years) were studied on 2 d. Gastric emptying, blood glucose and serum insulin were measured after ingestion of a 300 ml drink containing 100 g sucrose, labelled with (99m)Tc-sulphur colloid, with or without 10 g α-cyclodextrin. Gastric emptying was slowed slightly by α-cyclodextrin; this effect was evident between 135 and 195 min and was associated with a slight increase (P < 0·05) in distal stomach retention. After α-cyclodextrin, blood glucose was slightly less (P < 0·05) at 60 min, and serum insulin was less (P < 0·0005) at 90 and 120 min. There was no difference in the incremental areas under the curve (iAUC) for blood glucose, but there was a trend for the iAUC for serum insulin to be lower (P = 0·09) after α-cyclodextrin. We conclude that in a dose of 10 g, α-cyclodextrin has modest effects to slow gastric emptying of, and modify the glycaemic and insulinaemic responses to, oral sucrose, probably due to delayed intestinal carbohydrate absorption.


Assuntos
Sacarose Alimentar/metabolismo , Suplementos Nutricionais , Esvaziamento Gástrico , Hiperglicemia/prevenção & controle , Hipoglicemiantes/metabolismo , alfa-Ciclodextrinas/metabolismo , Idoso , Glicemia/análise , Diarreia/induzido quimicamente , Suplementos Nutricionais/efeitos adversos , Método Duplo-Cego , Feminino , Humanos , Hipoglicemiantes/administração & dosagem , Hipoglicemiantes/efeitos adversos , Insulina/sangue , Absorção Intestinal , Cinética , Masculino , Pacientes Desistentes do Tratamento , Tecnécio , alfa-Ciclodextrinas/administração & dosagem , alfa-Ciclodextrinas/efeitos adversos
6.
Med Mycol Case Rep ; 34: 22-26, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-34584835

RESUMO

We report the first published case of Prototheca wickerhamii breast implant infection. This occurred after mastectomy, chemotherapy, radiotherapy, breast reconstruction, implant revisions and breast seroma aspirations and was preceded by polymicrobial infection. Definitive treatment required implant removal and intravenous liposomal amphotericin B. The management of breast prosthesis infections is discussed.

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