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1.
Annu Rev Genomics Hum Genet ; 25(1): 105-122, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38594933

RESUMO

Deciphering the regulatory code of gene expression and interpreting the transcriptional effects of genome variation are critical challenges in human genetics. Modern experimental technologies have resulted in an abundance of data, enabling the development of sequence-based deep learning models that link patterns embedded in DNA to the biochemical and regulatory properties contributing to transcriptional regulation, including modeling epigenetic marks, 3D genome organization, and gene expression, with tissue and cell-type specificity. Such methods can predict the functional consequences of any noncoding variant in the human genome, even rare or never-before-observed variants, and systematically characterize their consequences beyond what is tractable from experiments or quantitative genetics studies alone. Recently, the development and application of interpretability approaches have led to the identification of key sequence patterns contributing to the predicted tasks, providing insights into the underlying biological mechanisms learned and revealing opportunities for improvement in future models.


Assuntos
Aprendizado Profundo , Regulação da Expressão Gênica , Transcrição Gênica , Humanos , Genoma Humano , Epigênese Genética
2.
J Allergy Clin Immunol ; 153(3): 718-731.e11, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38056634

RESUMO

BACKGROUND: Locally increased IgE levels plays a pathologic role in chronic rhinosinusitis with nasal polyps (CRSwNP). OBJECTIVE: This study aimed to investigate whether Staphylococcus aureus could induce aberrant IgE synthesis in CRSwNP and the potential mechanisms involved. METHODS: Total IgE, IL-4, IL-5, and IL-13 concentrations in the supernatants of the cultures stimulated with S aureus lysate were assessed by ELISA. S aureus-induced cellular responses were investigated by single-cell RNA sequencing. Flow cytometry and quantitative reverse transcription PCR were used to analyze B-cell subsets and stimulated cell ε-germline transcript expression, respectively. IgE-positive B-cell and germinal center localization were assessed by immunohistochemistry and immunofluorescence. RESULTS: S aureus lysate induced IgE production in the supernatants of nasal polyp (NP) tissues but not in those of healthy nasal mucosa. Moreover, IgE levels increased from days 2 to 4 after stimulation, paralleling the enhanced ε-germline transcript, IL-5, and IL-13 expression. Single-cell RNA sequencing revealed that there were increased IL-5 and IL-13 in group 2 innate lymphoid cells and identified a clonal overlap between unstimulated memory B cells and S aureus-stimulated plasma cells. The enriched IgE within NPs was mainly produced by IgE-negative memory B cells. Cellular evidence indicated that the IgE memory response to S aureus might also exist in the peripheral blood of CRSwNP patients. The S aureus-induced IgE memory response was associated with elevated IgE levels in NPs, asthma, and postoperative CRSwNP recurrence. CONCLUSIONS: S aureus induced an IgE response via IgE-negative memory B cells in CRSwNP patients, possibly contributing to CRSwNP development.


Assuntos
Pólipos Nasais , Rinite , Sinusite , Humanos , Pólipos Nasais/metabolismo , Rinite/complicações , Staphylococcus aureus , Células B de Memória , Imunoglobulina E , Interleucina-13 , Imunidade Inata , Interleucina-5 , Sinusite/complicações , Linfócitos/metabolismo , Doença Crônica
3.
Diabetologia ; 2024 Aug 29.
Artigo em Inglês | MEDLINE | ID: mdl-39207471

RESUMO

AIMS/HYPOTHESIS: Although the benefits of sodium-glucose cotransporter 2 inhibitor (SGLT2i) use in chronic kidney disease (CKD) are well established, the effects of these therapeutic agents in patients with advanced CKD are less certain. We hypothesised that the continued use of these drugs, even when renal function deteriorates to stage 4 CKD or worse, is safe and associated with improved cardiorenal survival. METHODS: This is a retrospective cohort study utilising data from medical records from two institutions. All patients with type 2 diabetes mellitus who were prescribed an SGLT2i between 1 January 2016 and 31 December 2021, who subsequently had eGFR <30 ml/min per 1.73 m2 recorded on two occasions at least 90 days apart, were identified. The date on which the eGFR first reached any level less than 30 ml/min per 1.73 m2 was defined as the index date. Individuals were then categorised into the SGLT2i continuation group or the discontinuation group according to the use of SGLT2i after the index date. Inverse probability of treatment weighting (IPTW) was performed to minimise confounding. Outcomes of interest included heart failure outcomes, cardiovascular outcomes, renal outcomes and safety outcomes. RESULTS: According to the eligibility criteria, 337 patients in the continuation group and 358 in the discontinuation group were identified. After IPTW, continuation of SGLT2i use was associated with significantly lower risks of the composite of major adverse cardiovascular events compared with discontinuation of SGLT2i use (HR 0.65 [95% CI 0.43, 0.99]), largely driven by reduced risk of myocardial infarction during follow-up (subdistribution HR [SHR] 0.43 [95% CI 0.21, 0.89]). The incidences of an eGFR decline of 50% or more (SHR 0.58 [95% CI 0.42, 0.81]) and all-cause hospital admission (SHR 0.77 [95% CI 0.64, 0.94]) were also significantly lower in the continuation group. None of the studied safety outcomes were significantly different when comparing the two groups. Blood haemoglobin levels were significantly higher in the continuation group at the end of follow-up (114.6 g/l vs 110.4 g/l, with a difference of 4.12 g/l; p=0.047). CONCLUSIONS/INTERPRETATION: In patients with CKD who were treated with an SGLT2i, continuation of SGLT2i use after eGFR declined to 30 ml/min per 1.73 m2 or less was associated with lower risks of cardiovascular and renal events compared with discontinuation of SGLT2i use. Continued use of SGLT2i throughout the course of CKD should be considered to optimise patient outcomes.

4.
Oncologist ; 2024 Sep 07.
Artigo em Inglês | MEDLINE | ID: mdl-39245044

RESUMO

BACKGROUND: The impact of sidedness on survival of later-line treatment in patients with metastatic colorectal cancer (mCRC) is undetermined. This study aimed to investigate the association between sidedness and survival among chemotherapy refractory patients with mCRC treated with trifluridine/tipiracil (TAS-102) or regorafenib or both. PATIENTS AND METHODS: Patients with mCRC treated with TAS-102 or regorafenib between 2015 and 2020 was retrospectively collected. Patients were stratified into TAS-102 first and regorafenib first, then subdivided into TAS-102 followed by regorafenib (T-R) and regorafenib followed by TAS-102 (R-T) groups. The oncologic outcomes were presented with time-to-treatment failure (TTF) and overall survival (OS). RESULTS: After matching, 376 TAS-102 patients and 376 regorafenib patients were included for outcomes comparison. TTF had insignificant differences while OS was significantly different between TAS-102 and regorafenib groups. Median TTF and OS were 1.9 months versus 2.0 months (P = .701) and 9.1 months versus 7.0 months (P = .008) in TAS-102 and regorafenib, respectively. The OS benefits were consistent regardless primary tumor location. Subgroup analysis with 174 T-R patients and 174 R-T patients was investigated for treatment sequences. TTF and OS had significant differences in both groups. Median TTF and OS were 8.5 months versus 6.3 months (P = .001) and 14.4 months versus 12.6 months (P = .035) in T-R and R-T groups, respectively. The TTF and OS benefits were persisted regardless primary tumor location. CONCLUSION: TAS-102 first provided a better survival benefit in chemotherapy refractory patients with mCRC across all sidedness. Further prospective studies are warranted to validate our conclusions.

5.
J Transl Med ; 22(1): 51, 2024 01 13.
Artigo em Inglês | MEDLINE | ID: mdl-38216992

RESUMO

BACKGROUND: Chest Computed tomography (CT) scans detect lung nodules and assess pulmonary fibrosis. While pulmonary fibrosis indicates increased lung cancer risk, current clinical practice characterizes nodule risk of malignancy based on nodule size and smoking history; little consideration is given to the fibrotic microenvironment. PURPOSE: To evaluate the effect of incorporating fibrotic microenvironment into classifying malignancy of lung nodules in chest CT images using deep learning techniques. MATERIALS AND METHODS: We developed a visualizable 3D classification model trained with in-house CT dataset for the nodule malignancy classification task. Three slightly-modified datasets were created: (1) nodule alone (microenvironment removed); (2) nodule with surrounding lung microenvironment; and (3) nodule in microenvironment with semantic fibrosis metadata. For each of the models, tenfold cross-validation was performed. Results were evaluated using quantitative measures, such as accuracy, sensitivity, specificity, and area-under-curve (AUC), as well as qualitative assessments, such as attention maps and class activation maps (CAM). RESULTS: The classification model trained with nodule alone achieved 75.61% accuracy, 50.00% sensitivity, 88.46% specificity, and 0.78 AUC; the model trained with nodule and microenvironment achieved 79.03% accuracy, 65.46% sensitivity, 85.86% specificity, and 0.84 AUC. The model trained with additional semantic fibrosis metadata achieved 80.84% accuracy, 74.67% sensitivity, 84.95% specificity, and 0.89 AUC. Our visual evaluation of attention maps and CAM suggested that both the nodules and the microenvironment contributed to the task. CONCLUSION: The nodule malignancy classification performance was found to be improving with microenvironment data. Further improvement was found when incorporating semantic fibrosis information.


Assuntos
Neoplasias Pulmonares , Fibrose Pulmonar , Nódulo Pulmonar Solitário , Humanos , Neoplasias Pulmonares/patologia , Fibrose Pulmonar/complicações , Fibrose Pulmonar/diagnóstico por imagem , Fibrose Pulmonar/patologia , Nódulo Pulmonar Solitário/diagnóstico por imagem , Nódulo Pulmonar Solitário/patologia , Tomografia Computadorizada por Raios X/métodos , Pulmão/patologia , Microambiente Tumoral
6.
J Transl Med ; 22(1): 67, 2024 01 16.
Artigo em Inglês | MEDLINE | ID: mdl-38229113

RESUMO

PURPOSE: Evaluate the behavior of lung nodules occurring in areas of pulmonary fibrosis and compare them to pulmonary nodules occurring in the non-fibrotic lung parenchyma. METHODS: This retrospective review of chest CT scans and electronic medical records received expedited IRB approval and a waiver of informed consent. 4500 consecutive patients with a chest CT scan report containing the word fibrosis or a specific type of fibrosis were identified using the system M*Model Catalyst (Maplewood, Minnesota, U.S.). The largest nodule was measured in the longest dimension and re-evaluated, in the same way, on the follow-up exam if multiple time points were available. The nodule doubling time was calculated. If the patient developed cancer, the histologic diagnosis was documented. RESULTS: Six hundred and nine patients were found to have at least one pulmonary nodule on either the first or the second CT scan. 274 of the largest pulmonary nodules were in the fibrotic tissue and 335 were in the non-fibrotic lung parenchyma. Pathology proven cancer was more common in nodules occurring in areas of pulmonary fibrosis compared to nodules occurring in areas of non-fibrotic lung (34% vs 15%, p < 0.01). Adenocarcinoma was the most common cell type in both groups but more frequent in cancers occurring in non-fibrotic tissue. In the non-fibrotic lung, 1 of 126 (0.8%) of nodules measuring 1 to 6 mm were cancer. In contrast, 5 of 49 (10.2%) of nodules in fibrosis measuring 1 to 6 mm represented biopsy-proven cancer (p < 0.01). The doubling time for squamous cell cancer was shorter in the fibrotic lung compared to non-fibrotic lung, however, the difference was not statistically significant (p = 0.24). 15 incident lung nodules on second CT obtained ≤ 18 months after first CT scan was found in fibrotic lung and eight (53%) were diagnosed as cancer. CONCLUSIONS: Nodules occurring in fibrotic lung tissue are more likely to be cancer than nodules in the nonfibrotic lung. Incident pulmonary nodules in pulmonary fibrosis have a high likelihood of being cancer.


Assuntos
Neoplasias Pulmonares , Nódulos Pulmonares Múltiplos , Fibrose Pulmonar , Humanos , Neoplasias Pulmonares/diagnóstico por imagem , Neoplasias Pulmonares/patologia , Fibrose Pulmonar/diagnóstico por imagem , Fibrose Pulmonar/patologia , Nódulos Pulmonares Múltiplos/patologia , Pulmão/diagnóstico por imagem , Pulmão/patologia , Tomografia Computadorizada por Raios X/métodos
7.
Diabetes Obes Metab ; 26(10): 4386-4396, 2024 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-39030922

RESUMO

AIM: Glucagon-like peptide 1 receptor agonists (GLP1RA) and sodium-glucose cotransporter 2 inhibitors (SGLT2i) are both recommended for patients with diabetes, yet their effects on the development or progression of diabetic retinopathy (DR) are largely unknown. METHODS: In this retrospective cohort study, data were collected from a nationwide database. Patients with diabetes who initiated treatment with a GLP1RA or SGLT2i between 1 May 2016 and 31 December 2017, were identified. Patients were divided into those with or without a previous diagnosis of DR and then categorized into the GLP1RA and the SGLT2i groups according to drug use. The primary outcome of interest in the DR group was the composite of new-onset proliferative DR, vitreous haemorrhage and tractional retinal detachment (RD). In the non-DR group, the primary outcome was the composite of newly diagnosed DR of any severity, vitreous haemorrhage and RD. RESULTS: In total, 97 413 patients were identified. After matching, 1517 patients were treated with a GLP1RA and 3034 with an SGLT2i in the DR cohort. In the non-DR cohort, 9549 initiated a GLP1RA and 19 098 initiated an SGLT2i. In patients with pre-existing DR, the incidence of any DR progression event was significantly higher in the GLP1RA group than the SGLT2i group (subdistribution hazard ratio 1.50, 95% confidence interval 1.01-2.23), primarily because of the increased risk of tractional RD. In patients without DR at baseline, the risks of all ocular outcomes were similar between the GLP1RA and SGLT2i groups. CONCLUSIONS: In patients with diabetes mellitus and established DR, GLP1RA treatment was associated with increased risks of DR progression compared with SGLT2i use.


Assuntos
Diabetes Mellitus Tipo 2 , Retinopatia Diabética , Progressão da Doença , Receptor do Peptídeo Semelhante ao Glucagon 1 , Inibidores do Transportador 2 de Sódio-Glicose , Humanos , Retinopatia Diabética/epidemiologia , Inibidores do Transportador 2 de Sódio-Glicose/uso terapêutico , Inibidores do Transportador 2 de Sódio-Glicose/efeitos adversos , Feminino , Masculino , Receptor do Peptídeo Semelhante ao Glucagon 1/agonistas , Pessoa de Meia-Idade , Estudos Retrospectivos , Incidência , Diabetes Mellitus Tipo 2/tratamento farmacológico , Diabetes Mellitus Tipo 2/complicações , Idoso , Hipoglicemiantes/uso terapêutico , Hipoglicemiantes/efeitos adversos , Estudos de Coortes , Agonistas do Receptor do Peptídeo 1 Semelhante ao Glucagon
8.
J Endovasc Ther ; : 15266028241268828, 2024 Aug 10.
Artigo em Inglês | MEDLINE | ID: mdl-39126223

RESUMO

PURPOSE: This is a prospective study to investigate the clinical outcomes of using noncompliant balloons in lower limb angioplasty for chronic limb threatening ischemia (CLTI). MATERIALS AND METHODS: This is a prospective single-center cohort study performed at a local tertiary hospital in Singapore. Consecutive patients who underwent lower limb angioplasty for CLTI using a noncompliant balloon catheter were enrolled if they were aged 40 years and above, presented with CLTI Rutherford grade 4 to 6, and had TASC C or D lesions in the lower limb vessels that were at least 100mm in length. Patient demographics, Rutherford grading, lesion characteristics, complications, and follow-up data were collected and analyzed. The primary outcomes were 30-day freedom from major adverse events, amputation-free survival (AFS) at 12 months, and freedom from clinically driven target lesion revascularization (cdTLR) at 12 months. Secondary outcomes included clinical success and target lesion primary patency (TLPP) at 12 months. Amputation-free survival, freedom from cdTLR, and TLPP were calculated by Kaplan-Meier analysis. RESULTS: From May 2020 to December 2021, 50 patients (50 limbs) were enrolled. 43 (86%) patients had diabetes mellitus, while 12 patients (24%) had end-stage renal failure. 85 lesions were treated, including 59 (69.4%) below-the-knee (BTK) lesions. All the lesions were TASC C (n=45, 52.9%) or TASC D (n=40, 47.1%) lesions. Mean lesion length was 231.4±116.2mm. Technical success rate was 96.5%. No patients were lost to follow-up. Median follow-up duration was 282 days (IQR: 31-390 days). One patient died on day 26 due to an acute myocardial infarction. Two patients had groin hematomas postprocedure, both of which were treated conservatively. AFS, freedom from cdTLR, and TLPP at 12 months postprocedure was 70.0% (95% confidence interval [CI]: 58.4%-83.9%), 90.1% (95% CI: 83.4%-97.4%), and 61.1% (95% CI: 50.7%-73.6%), respectively. CONCLUSION: Early results have shown that the use of a high-pressure, noncompliant balloon is effective in lower limb angioplasty for CLTI in a highly challenging group of patients with a high prevalence of long BTK disease. Good vessel patency and limb salvage rates can be achieved, with a low complication rate. We await more long-term outcomes on vessel patency. CLINICAL IMPACT: There are many devices in the market for use in lower limb angioplasty. However, many of them come with an increased financial cost, procedural time and procedural difficulty. We report our prospective results with the exclusive use of a high pressure, non-compliant balloon, in a challening group of patients with a high prevalence of diabetes and end stage renal failure, achieving amputation free surival at 6 and 12 months post-procedure of 84.0% and 70.0% respectively. The use of non-compliant balloon is technically easy and does not add additional steps compared to a standard POBA procedure, thus limiting costs. We believe this article can be a push factor for clinicians to consider the use of these high pressure, non-compliant balloons in their patient care.

9.
J Urban Health ; 101(4): 782-791, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38630245

RESUMO

Urban parks provide connectedness to nature as a health resilience environment for promoting health. Virtual reality can provide opportunities for urban citizens to be exposed to natural elements with health benefits. The purpose was to explore the effects of actual and virtual parks on the quality of life and physical activity of urban residents. The study design was a cluster trial. Participants were healthy adults aged 20-50 years, recruited from three college campuses, and randomly assigned to two experimental groups (n = 30, 32) and one control group (n = 30). The intervention with virtual or actual parks was conducted for 30 min a session once a week for 12 weeks. Outcomes were measured using self-reported questionnaires, including the World Health Organization Quality-of-Life Scale-BREF and International Physical Activity Questionnaire-Short Form. In total, 84 participants completed the interventions and post-intervention measures. Results showed that participants who experienced actual parks had significant increases in the social quality of life and light-intensity physical activity and had decreased body weight. Participants who experienced the virtual parks experienced a significant increase in their mental quality of life. Participants in the experimental groups of both kinds of parks had significant improvements in their self-rated health, physical and environmental quality of life, and sedentary time after the intervention. Urban parks are an important natural resource for citizens' health and physical activity promotion. Virtual parks can simulate actual parks and have similar health benefits and are thus are recommended for citizens who lack opportunities and motivation to go to actual parks.


Assuntos
Exercício Físico , Parques Recreativos , Qualidade de Vida , Humanos , Adulto , Feminino , Masculino , Pessoa de Meia-Idade , Adulto Jovem , Realidade Virtual , Promoção da Saúde/métodos , Inquéritos e Questionários
10.
J Med Internet Res ; 26: e46777, 2024 Apr 18.
Artigo em Inglês | MEDLINE | ID: mdl-38635981

RESUMO

BACKGROUND: As global populations age and become susceptible to neurodegenerative illnesses, new therapies for Alzheimer disease (AD) are urgently needed. Existing data resources for drug discovery and repurposing fail to capture relationships central to the disease's etiology and response to drugs. OBJECTIVE: We designed the Alzheimer's Knowledge Base (AlzKB) to alleviate this need by providing a comprehensive knowledge representation of AD etiology and candidate therapeutics. METHODS: We designed the AlzKB as a large, heterogeneous graph knowledge base assembled using 22 diverse external data sources describing biological and pharmaceutical entities at different levels of organization (eg, chemicals, genes, anatomy, and diseases). AlzKB uses a Web Ontology Language 2 ontology to enforce semantic consistency and allow for ontological inference. We provide a public version of AlzKB and allow users to run and modify local versions of the knowledge base. RESULTS: AlzKB is freely available on the web and currently contains 118,902 entities with 1,309,527 relationships between those entities. To demonstrate its value, we used graph data science and machine learning to (1) propose new therapeutic targets based on similarities of AD to Parkinson disease and (2) repurpose existing drugs that may treat AD. For each use case, AlzKB recovers known therapeutic associations while proposing biologically plausible new ones. CONCLUSIONS: AlzKB is a new, publicly available knowledge resource that enables researchers to discover complex translational associations for AD drug discovery. Through 2 use cases, we show that it is a valuable tool for proposing novel therapeutic hypotheses based on public biomedical knowledge.


Assuntos
Doença de Alzheimer , Humanos , Doença de Alzheimer/tratamento farmacológico , Doença de Alzheimer/genética , Reconhecimento Automatizado de Padrão , Bases de Conhecimento , Aprendizado de Máquina , Conhecimento
11.
J Med Internet Res ; 26: e48748, 2024 Jan 08.
Artigo em Inglês | MEDLINE | ID: mdl-38190237

RESUMO

BACKGROUND: The prevalence of atrial fibrillation (AF) continues to increase in modern aging society. Patients with AF are at high risk for multiple adverse cardiovascular events, including heart failure, stroke, and mortality. Improved medical care is needed for patients with AF to enhance their quality of life and limit their medical resource utilization. With advances in the internet and technology, telehealth programs are now widely used in medical care. A fourth-generation telehealth program offers synchronous and continuous medical attention in response to physiological parameters measured at home. Although we have previously shown the benefits of this telehealth program for some patients with a high risk of cardiovascular disease, its benefits for patients with AF remains uncertain. OBJECTIVE: This study aims to investigate the benefits of participating in a fourth-generation telehealth program for patients with AF in relation to cardiovascular outcomes. METHODS: This was a retrospective cohort study. We retrospectively searched the medical records database of a tertiary medical center in Northern Taiwan between January 2007 and December 2017. We screened 5062 patients with cardiovascular disease and enrolled 537 patients with AF, of which 279 participated in the telehealth program and 258 did not. Bias was reduced using the inverse probability of treatment weighting adjustment based on the propensity score. Outcomes were collected and analyzed, including all-cause readmission, admission for heart failure, acute coronary syndrome, ischemic stroke, systemic embolism, bleeding events, all-cause mortality, and cardiovascular death within the follow-up period. Total medical expenses and medical costs in different departments were also compared. Subgroup analyses were conducted on ischemic stroke stratified by several subgroup variables. RESULTS: The mean follow-up period was 3.0 (SD 1.7) years for the telehealth group and 3.4 (SD 1.9) years for the control group. After inverse probability of treatment weighting adjustment, the patients in the telehealth program had significantly fewer ischemic strokes (2.0 vs 4.5 events per 100 person-years; subdistribution hazard ratio [SHR] 0.45, 95% CI 0.22-0.92) and cardiovascular deaths (2.5 vs 5.9 events per 100 person-years; SHR 0.43, 95% CI 0.18-0.99) at the follow-up. The telehealth program particularly benefited patients comorbid with vascular disease (SHR 0.11, 95% CI 0.02-0.53 vs SHR 1.16, 95% CI 0.44-3.09; P=.01 for interaction). The total medical expenses during follow-up were similar in the telehealth and control groups. CONCLUSIONS: This study demonstrated the benefits of participating in the fourth-generation telehealth program for patients with AF by significantly reducing their ischemic stroke risk while spending the same amount on medical expenses.


Assuntos
Fibrilação Atrial , Insuficiência Cardíaca , AVC Isquêmico , Telemedicina , Humanos , Fibrilação Atrial/terapia , Estudos Retrospectivos , Qualidade de Vida , Insuficiência Cardíaca/terapia
12.
J Med Internet Res ; 26: e58278, 2024 Sep 20.
Artigo em Inglês | MEDLINE | ID: mdl-39302714

RESUMO

BACKGROUND: International Classification of Diseases codes are widely used to describe diagnosis information, but manual coding relies heavily on human interpretation, which can be expensive, time consuming, and prone to errors. With the transition from the International Classification of Diseases, Ninth Revision, to the International Classification of Diseases, Tenth Revision (ICD-10), the coding process has become more complex, highlighting the need for automated approaches to enhance coding efficiency and accuracy. Inaccurate coding can result in substantial financial losses for hospitals, and a precise assessment of outcomes generated by a natural language processing (NLP)-driven autocoding system thus assumes a critical role in safeguarding the accuracy of the Taiwan diagnosis related groups (Tw-DRGs). OBJECTIVE: This study aims to evaluate the feasibility of applying an International Classification of Diseases, Tenth Revision, Clinical Modification (ICD-10-CM), autocoding system that can automatically determine diagnoses and codes based on free-text discharge summaries to facilitate the assessment of Tw-DRGs, specifically principal diagnosis and major diagnostic categories (MDCs). METHODS: By using the patient discharge summaries from Kaohsiung Medical University Chung-Ho Memorial Hospital (KMUCHH) from April 2019 to December 2020 as a reference data set we developed artificial intelligence (AI)-assisted ICD-10-CM coding systems based on deep learning models. We constructed a web-based user interface for the AI-assisted coding system and deployed the system to the workflow of the certified coding specialists (CCSs) of KMUCHH. The data used for the assessment of Tw-DRGs were manually curated by a CCS with the principal diagnosis and MDC was determined from discharge summaries collected at KMUCHH from February 2023 to April 2023. RESULTS: Both the reference data set and real hospital data were used to assess performance in determining ICD-10-CM coding, principal diagnosis, and MDC for Tw-DRGs. Among all methods, the GPT-2 (OpenAI)-based model achieved the highest F1-score, 0.667 (F1-score 0.851 for the top 50 codes), on the KMUCHH test set and a slightly lower F1-score, 0.621, in real hospital data. Cohen κ evaluation for the agreement of MDC between the models and the CCS revealed that the overall average κ value for GPT-2 (κ=0.714) was approximately 12.2 percentage points higher than that of the hierarchy attention network (κ=0.592). GPT-2 demonstrated superior agreement with the CCS across 6 categories of MDC, with an average κ value of approximately 0.869 (SD 0.033), underscoring the effectiveness of the developed AI-assisted coding system in supporting the work of CCSs. CONCLUSIONS: An NLP-driven AI-assisted coding system can assist CCSs in ICD-10-CM coding by offering coding references via a user interface, demonstrating the potential to reduce the manual workload and expedite Tw-DRG assessment. Consistency in performance affirmed the effectiveness of the system in supporting CCSs in ICD-10-CM coding and the judgment of Tw-DRGs.


Assuntos
Algoritmos , Classificação Internacional de Doenças , Processamento de Linguagem Natural , Humanos , Taiwan , Inteligência Artificial
13.
Chem Biodivers ; 21(5): e202302064, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38390665

RESUMO

Based on our previous research, a 3D-QSAR model (q2=0.51, ONC=5, r2=0.982, F=271.887, SEE=0.052) was established to predict the inhibitory effects of triazole Schiff base compounds on Fusarium graminearum, and its predictive ability was also confirmed through the statistical parameters. According to the results of the model design, 30 compounds with superior bioactivity compared to the template molecule 4 were obtained. Seven of these compounds (DES2-6, DES9-10) with improved biological activity and readily available raw materials were successfully synthesized. Their structures were confirmed through HRMS, NMR, and single crystal X-ray diffraction analysis (DES-5). The bioactivity of the final products was investigated through an in vitro antifungal assay. There was little difference in the EC50 values between the experimental and predicted values of the model, demonstrating the reliability of the model. Especially, DES-3 (EC50=9.915 mg/L) and DES-5 (EC50=9.384 mg/L) exhibited better inhibitory effects on Fusarium graminearum compared to the standard drug (SD) triadimenol (EC50=10.820 mg/L). These compounds could serve as potential new fungicides for future research. The interaction between the final products and isocitrate lyase (ICL) was investigated through molecular docking. Compounds with R groups that have a higher electron-donating capacity were found to be biologically active.


Assuntos
Antifúngicos , Fusarium , Testes de Sensibilidade Microbiana , Relação Quantitativa Estrutura-Atividade , Bases de Schiff , Triazóis , Bases de Schiff/química , Bases de Schiff/farmacologia , Bases de Schiff/síntese química , Triazóis/química , Triazóis/farmacologia , Triazóis/síntese química , Antifúngicos/farmacologia , Antifúngicos/síntese química , Antifúngicos/química , Fusarium/efeitos dos fármacos , Estrutura Molecular , Simulação de Acoplamento Molecular
14.
J Formos Med Assoc ; 2024 Jul 18.
Artigo em Inglês | MEDLINE | ID: mdl-39030141

RESUMO

Secondary hypertension in the elderly poses many challenges and requires a comprehensive diagnostic and management approach. This review explores the prevalence, diagnostic strategies, and treatment modalities for secondary hypertension in elderly patients, focusing on etiologies including primary aldosteronism, renal vascular disease, renal parenchymal disease, obstructive sleep apnea, thyroid disorders, Cushing's syndrome, pheochromocytomas and paragangliomas, and drug-induced hypertension. Key considerations include age-related changes in physiology and atypical presentations of underlying conditions necessitating thorough screening with a combination of clinical evaluation, laboratory tests, and imaging studies. Collaboration among healthcare providers is essential to ensure a timely diagnosis and personalized management tailored to the unique needs of elderly patients. Further research is needed to address knowledge gaps and optimize clinical strategies for managing secondary hypertension in this population.

15.
J Allergy Clin Immunol ; 151(2): 458-468, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-36272582

RESUMO

BACKGROUND: Previous studies on the endotyping of chronic rhinosinusitis (CRS) that were based on inflammatory factors have broadened our understanding of the disease. However, the endotype of CRS combined with inflammatory and remodeling features has not yet been clearly elucidated. OBJECTIVE: We sought to identify the endotypes of patients with CRS according to inflammatory and remodeling factors. METHODS: Forty-eight inflammatory and remodeling factors in the nasal mucosal tissues of 128 CRS patients and 24 control subjects from northern China were analyzed by Luminex, ELISA, and ImmunoCAP. Sixteen factors were used to perform the cluster analysis. The characteristics of each cluster were analyzed using correlation analysis and validated by immunofluorescence staining. RESULTS: Patients were classified into 5 clusters. Clusters 1 and 2 showed non-type 2 signatures with low biomarker concentrations, except for IL-19 and IL-27. Cluster 3 involved a low type 2 endotype with the highest expression of neutrophil factors, such as granulocyte colony-stimulating factor, IL-8, and myeloperoxidase, and remodeling factors, such as matrix metalloproteinases and fibronectin. Cluster 4 exhibited moderate type 2 inflammation. Cluster 5 exhibited high type 2 inflammation, which was associated with relatively higher levels of neutrophil and remodeling factors. The proportion of CRS with nasal polyps, asthma, allergies, anosmia, aspirin sensitivity, and the recurrence of CRS increased from clusters 1 to 5. CONCLUSION: Diverse inflammatory mechanisms result in distinct CRS endotypes and remodeling profiles. The explicit differentiation and accurate description of these endotypes will guide targeted treatment decisions.


Assuntos
Pólipos Nasais , Rinite , Sinusite , Humanos , Rinite/terapia , Citocinas/metabolismo , Sinusite/terapia , Inflamação , Mucosa Nasal/metabolismo , Doença Crônica
16.
J Med Virol ; 95(7): e28957, 2023 07.
Artigo em Inglês | MEDLINE | ID: mdl-37465969

RESUMO

Nucleus accumbens-associated protein 1 (NAC1), a transcriptional cofactor, has been found to play important roles in regulating regulatory T cells, CD8+ T cells, and antitumor immunity, but little is known about its effects on T-cell memory. In this study, we found that NAC1 expression restricts memory formation of CD4+ T cells during viral infection. Analysis of CD4+ T cells from wild-type (WT) and NAC1-deficient (-/- ) mice showed that NAC1 is essential for T-cell metabolism, including glycolysis and oxidative phosphorylation, and supports CD4+ T-cell survival in vitro. We further demonstrated that a deficiency of NAC1 downregulates glycolysis and correlates with the AMPK-mTOR pathway and causes autophagy defective in CD4+ T cells. Loss of NAC1 reduced the expression of ROCK1 and the phosphorylation and stabilization of BECLIN1. However, a forced expression of ROCK1 in NAC1-/- CD4+ T cells restored autophagy and the activity of the AMPK-mTOR pathway. In animal experiments, adoptively transferred NAC1-/- CD4+ T cells or NAC1-/- mice challenged with VACV showed enhanced formation of VACV-specific CD4+ memory T cells compared to adoptively transferred WT CD4+ T cells or WT mice. This memory T-cell formation enhancement was abrogated by forcing expression of ROCK1. Our study reveals a novel role for NAC1 as a suppressor of CD4+ T-cell memory formation and suggests that targeting NAC1 could be a new approach to promoting memory CD4+ T-cell development, which is critical for an effective immune response against pathogens.


Assuntos
Proteínas Quinases Ativadas por AMP , Linfócitos T CD8-Positivos , Animais , Camundongos , Proteínas Quinases Ativadas por AMP/metabolismo , Linfócitos T CD4-Positivos , Sobrevivência Celular , Memória Imunológica , Camundongos Endogâmicos C57BL , Serina-Treonina Quinases TOR/metabolismo
17.
Environ Sci Technol ; 57(14): 5988-5998, 2023 04 11.
Artigo em Inglês | MEDLINE | ID: mdl-36995950

RESUMO

Methylmercury (MeHg) is a potent neurotoxin and has great adverse health impacts on humans. Organisms and sunlight-mediated demethylation are well-known detoxification pathways of MeHg, yet whether abiotic environmental components contribute to MeHg degradation remains poorly known. Here, we report that MeHg can be degraded by trivalent manganese (Mn(III)), a naturally occurring and widespread oxidant. We found that 28 ± 4% MeHg could be degraded by Mn(III) located on synthesized Mn dioxide (MnO2-x) surfaces during the reaction of 0.91 µg·L-1 MeHg and 5 g·L-1 mineral at an initial pH of 6.0 for 12 h in 10 mM NaNO3 at 25 °C. The presence of low-molecular-weight organic acids (e.g., oxalate and citrate) substantially enhances MeHg degradation by MnO2-x via the formation of soluble Mn(III)-ligand complexes, leading to the cleavage of the carbon-Hg bond. MeHg can also be degraded by reactions with Mn(III)-pyrophosphate complexes, with apparent degradation rate constants comparable to those by biotic and photolytic degradation. Thiol ligands (cysteine and glutathione) show negligible effects on MeHg demethylation by Mn(III). This research demonstrates potential roles of Mn(III) in degrading MeHg in natural environments, which may be further explored for remediating heavily polluted soils and engineered systems containing MeHg.


Assuntos
Mercúrio , Compostos de Metilmercúrio , Humanos , Manganês/química , Compostos de Metilmercúrio/metabolismo , Oxidantes/química , Cisteína
18.
BMC Public Health ; 23(1): 1874, 2023 09 27.
Artigo em Inglês | MEDLINE | ID: mdl-37759167

RESUMO

BACKGROUND: Recently, attention has focused on the impact of global climate change on infectious diseases. Storm flooding is an extreme weather phenomenon that not only impacts the health of the environment but also worsens the spread of pathogens. This poses a significant challenge to public health security. However, there is still a lack of research on how different levels of storm flooding affect susceptible enteric infectious diseases over time. METHODS: Data on enteric infectious diseases, storm flooding events, and meteorology were collected for Changsha, Hunan Province, between 2016 and 2020. The Wilcoxon Rank Sum Test was used to identify the enteric infectious diseases that are susceptible to storm flooding. Then, the lagged effects of different levels of storm flooding on susceptible enteric infectious diseases were analyzed using a distributed lag nonlinear model. RESULTS: There were eleven storm flooding events in Changsha from 2016 to 2020, concentrated in June and July. 37,882 cases of enteric infectious diseases were reported. During non-flooding days, the daily incidence rates of typhoid/paratyphoid and bacillary dysentery were 0.3/100,000 and 0.1/100,000, respectively. During flooding days, the corresponding rates increased to 2.0/100,000 and 0.8/100,000, respectively. The incidence rates of both diseases showed statistically significant differences between non-flooding and flooding days. Correlation analysis shows that the best lags for typhoid/paratyphoid and bacillary dysentery relative to storm flooding events may be 1 and 3 days. The results of the distributed lag nonlinear model showed that typhoid/paratyphoid had the highest cumulative RR values of 2.86 (95% CI: 1.71-4.76) and 8.16 (95% CI: 2.93-22.67) after 4 days of general flooding and heavy flooding, respectively; and bacillary dysentery had the highest cumulative RR values of 1.82 (95% CI: 1.40-2.35) and 3.31 (95% CI: 1.97-5.55) after 5 days of general flooding and heavy flooding, respectively. CONCLUSIONS: Typhoid/paratyphoid and bacillary dysentery are sensitive enteric infectious diseases related to storm flooding in Changsha. There is a lagging effect of storm flooding on the onset of typhoid/paratyphoid and bacillary dysentery, with the best lagging periods being days 1 and 3, respectively. The cumulative risk of typhoid/paratyphoid and bacillary dysentery was highest at 4/5 days lag, respectively. The higher of storm flooding, the higher the risk of disease, which suggests that the authorities should take appropriate preventive and control measures before and after storm flooding.


Assuntos
Doenças Transmissíveis , Disenteria Bacilar , Febre Tifoide , Humanos , Disenteria Bacilar/epidemiologia , Urbanização , Febre Tifoide/epidemiologia , Doenças Transmissíveis/epidemiologia , China/epidemiologia
19.
Chem Biodivers ; 20(3): e202201107, 2023 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-36808871

RESUMO

Fourteen novel Schiff base compounds (AS-1∼AS-14) containing 5-amino-1H-1,2,4-triazole-3-carboxylic acid and substituted benzaldehyde were successfully synthesized, and their structures were verified by melting point, elemental analysis (EA) and spectroscopic techniques (Fourier Transform Infra-Red (FT-IR) and Nuclear Magnetic Resonance (NMR)). In vitro hyphal measurements were used to investigate the antifungal activities of the synthesised compounds against Wheat gibberellic, Maize rough dwarf and Glomerella cingulate. The preliminary studies indicated that all compounds had good inhibitory effect on Wheat gibberellic and Maize rough dwarf, among which the compounds of AS-1 (7.44 mg/L, 7.27 mg/L), AS-4 (6.80 mg/L, 9.57 mg/L) and AS-14 (5.33 mg/L, 6.53 mg/L) showed better antifungal activity than that of the standard drug fluconazole (7.66 mg/L, 6.72 mg/L); while inhibitory effect against Glomerella cingulate was poor, only AS-14 (5.67 mg/L) was superior to that of fluconazole (6.27 mg/L). The research of structure-activity relationship exhibited that the introduction of halogen elements on the benzene ring and electron withdrawing groups at the 2,4,5 positions on the benzene ring was beneficial to the improvement of the activity against Wheat gibberellic, while the large steric hindrance was not conducive to the improvement of the activity. Additionally, except for AS-1, AS-3 and AS-10, the other compounds had one or several ratio systems to achieve synergistic effect after recombination with pyrimethamine, among which AS-7 had significant synergistic effect and was expected to be a combinated agent with application prospects. Finally, the molecular docking results of isocitrate lyase with Wheat gibberellic displayed that the presence of hydrogen bonds enabled stable binding of compounds to receptor proteins, and the residues of ARG A: 252, ASN A: 432, CYS A: 215, SER A: 436 and SER A: 434 were the key residues for their binding. Comparing the docking binding energy and biological activity results, it was revealed that the lower the docking binding energy was, the stronger the inhibitory ability of the Wheat gibberellic, when the same position on the benzene ring was substituted.


Assuntos
Antifúngicos , Fluconazol , Antifúngicos/química , Fluconazol/farmacologia , Simulação de Acoplamento Molecular , Espectroscopia de Infravermelho com Transformada de Fourier , Bases de Schiff/farmacologia , Bases de Schiff/química , Benzeno , Relação Estrutura-Atividade , Testes de Sensibilidade Microbiana , Estrutura Molecular
20.
Sensors (Basel) ; 23(9)2023 May 05.
Artigo em Inglês | MEDLINE | ID: mdl-37177714

RESUMO

Accurate, robust and drift-free global pose estimation is a fundamental problem for autonomous vehicles. In this work, we propose a global drift-free map-based localization method for estimating the global poses of autonomous vehicles that integrates visual-inertial odometry and global localization with respect to a pre-built map. In contrast to previous work on visual-inertial localization, the global pre-built map provides global information to eliminate drift and assists in obtaining the global pose. Additionally, in order to ensure the local odometry frame and the global map frame can be aligned accurately, we augment the transformation between these two frames into the state vector and use a global pose-graph optimization for online estimation. Extensive evaluations on public datasets and real-world experiments demonstrate the effectiveness of the proposed method. The proposed method can provide accurate global pose-estimation results in different scenarios. The experimental results are compared against the mainstream map-based localization method, revealing that the proposed approach is more accurate and consistent than other methods.

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