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1.
Tokai J Exp Clin Med ; 49(2): 63-66, 2024 Jul 20.
Article in English | MEDLINE | ID: mdl-38904236

ABSTRACT

The isolated absence of the azygos vein was incidentally found on computed tomography (CT) examination in a 60-year-old female. The exact anomaly can be evaluated on high-resolution images of 0.4-mm slice thickness with low keV using photon-counting detector CT. The azygos vein, including the azygos arch, was absent, and a mildly dilated hemiazygos vein flowed to the left brachiocephalic vein through the left superior intercostal vein. A hemiazygos vein connected the left renal vein at the level of the first lumbar vertebra. This patient was the second patient to undergo evaluation using volume rendering images. High-resolution maximum-intensity projection images were useful for assessing the anatomy. Radiation dose was decreased compared with that in conventional CT.


Subject(s)
Azygos Vein , Tomography, X-Ray Computed , Humans , Azygos Vein/diagnostic imaging , Azygos Vein/abnormalities , Female , Middle Aged , Tomography, X-Ray Computed/methods , Photons , Incidental Findings , Radiation Dosage , Renal Veins/diagnostic imaging , Renal Veins/abnormalities
2.
Tokai J Exp Clin Med ; 49(2): 73-81, 2024 Jul 20.
Article in English | MEDLINE | ID: mdl-38904238

ABSTRACT

PURPOSE: To assese of potential benefint of photon-counting detector CT (PCD-CT) over conventional single-energy CT (CSE-CT) on accurate diagnosis of incidental findings with high clinical significance (IFHCS). MATERIALS AND METHODS: This retrospective study included 365 patients who initially underwent abdominopelvic contrast-enhanced CT (AP-CECT) without non-enhancement (PCD-CT: 187 and CSE-CT: 178). We selected IFHCS and evaluated their diagnosability using CE-CT alone. IFHCSs that could not be diagnosed with only CE-CT were evaluated using additional PCD-CT postprocessing techniques, including virtual non-contrast image, low keV image, and iodine map. A PCD-CT scanner (NAEOTOM Alpha, Siemens Healthineer, Erlangen, Germany) was used. RESULTS: Thirty-nine IFHCSs (PCD-CT: 22 and CSE-CT: 17) were determined in this study. Seven IFHCSs in each group were able to diagnose with only CE-CT. Fifteen IFHCSs were able to diagnose using the additional PCD-CT postprocessing technique, which was useful for detecting and accurately diagnosing 68.2% (15/22) of lesions and 65% (13/20) of patients. All IFHCSs were accurately diagonosed with PCD-CT. CONCLUSION: PCD-CT was useful for characterizing IFHCSs that are indeterminate at CSE-CT. PCD-CT offered potential benefit of PCD-CT over conventional single-energy CT on evaluation of IFHCS on only abdominopelvic CT.


Subject(s)
Incidental Findings , Photons , Tomography, X-Ray Computed , Humans , Female , Male , Tomography, X-Ray Computed/methods , Retrospective Studies , Middle Aged , Aged , Adult , Aged, 80 and over , Radiography, Abdominal/methods , Contrast Media , Pelvis/diagnostic imaging , Abdomen/diagnostic imaging
3.
Gene Ther ; 30(1-2): 172-179, 2023 02.
Article in English | MEDLINE | ID: mdl-33262512

ABSTRACT

Gut bacteria-associated sepsis is a serious concern in patients with gastrointestinal acute radiation syndrome (GIARS). In our previous studies, all mice exposed to 8 Gy of whole body γ-irradiation (8 Gy GIARS-mice) died by sepsis stemming from bacterial translocation. M1Mϕ located in the bacterial translocation site (i.e., the mesenteric lymph nodes, MLNs) have been characterized as major antibacterial effector cells. However, M2bMϕ, inhibitor cells for M1Mϕ polarization, predominated in the MLNs of these mice. The reduced expression of long noncoding RNA Gas5 was associated with M2bMϕ polarization. In this study, we tried to reduce the mortality rate of 8 Gy GIARS-mice through Gas5 gene transduction using lentivirus (Gas5 lentivirus). After Gas5 lentivirus injection, Gas5 RNA was overexpressed in MLN-F4/80+ cells of 8 Gy GIARS-mice, and these cells were identified as non-M2bMϕ. All of the 8 Gy GIARS-mice injected with Gas5 lentivirus survived 30 days or more after irradiation, and bacterial translocation and subsequent sepsis were shown to be minimal in these mice. These results indicate that the antibacterial resistance of 8 Gy GIASR-mice can be restored through the modulation of M2bMϕ located in the bacterial translocation site by Gas5 transduction.


Subject(s)
Sepsis , Animals , Mice , Sepsis/genetics , Sepsis/therapy , Sepsis/microbiology , Genetic Therapy , Anti-Bacterial Agents/therapeutic use
4.
Cogn Neurodyn ; : 1-22, 2022 Nov 22.
Article in English | MEDLINE | ID: mdl-36467993

ABSTRACT

Epidemiological studies report high levels of anxiety and depression amongst adolescents. These psychiatric conditions and complex interplays of biological, social and environmental factors are important risk factors for suicidal behaviours and suicide, which show a peak in late adolescence and early adulthood. Although deaths by suicide have fallen globally in recent years, suicide deaths are increasing in some countries, such as the US. Suicide prevention is a challenging global public health problem. Currently, there aren't any validated clinical biomarkers for suicidal diagnosis, and traditional methods exhibit limitations. Artificial intelligence (AI) is budding in many fields, including in the diagnosis of medical conditions. This review paper summarizes recent studies (past 8 years) that employed AI tools for the automated detection of depression and/or anxiety disorder and discusses the limitations and effects of some modalities. The studies assert that AI tools produce promising results and could overcome the limitations of traditional diagnostic methods. Although using AI tools for suicidal ideation exhibits limitations, these are outweighed by the advantages. Thus, this review article also proposes extracting a fusion of features such as facial images, speech signals, and visual and clinical history features from deep models for the automated detection of depression and/or anxiety disorder in individuals, for future work. This may pave the way for the identification of individuals with suicidal thoughts.

5.
Arthritis Res Ther ; 24(1): 264, 2022 12 07.
Article in English | MEDLINE | ID: mdl-36476479

ABSTRACT

BACKGROUND: This exploratory study compared the inhibition of bone erosion progression in rheumatoid arthritis (RA) patients treated with a conventional synthetic disease-modifying anti-rheumatic drug (csDMARD) plus denosumab versus csDMARD therapy alone and investigated the effects of denosumab on bone micro-architecture and other bone-related parameters using high-resolution peripheral quantitative computed tomography (HR-pQCT). METHODS: In this open-label, randomized, parallel-group study, patients with RA undergoing treatment with a csDMARD were randomly assigned (1:1) to continue csDMARD therapy alone or to continue csDMARDs with denosumab (60-mg subcutaneous injection once every 6 months) for 12 months. The primary endpoint was the change from baseline in the depth of bone erosion, measured by HR-pQCT, in the second and third metacarpal heads at 6 months after starting treatment. Exploratory endpoints were also evaluated, and adverse events (AEs) were monitored for safety. RESULTS: In total, 46 patients were enrolled, and 43 were included in the full analysis set (csDMARDs plus denosumab, N = 21; csDMARD therapy alone, N = 22). Most patients were female (88.4%), and the mean age was 65.3 years. The adjusted mean (95% confidence interval) change from baseline in the depth of bone erosion, measured by HR-pQCT, in the 2-3 metacarpal heads at 6 months was - 0.57 mm (- 1.52, 0.39 mm) in the csDMARDs plus denosumab group vs - 0.22 mm (- 0.97, 0.53 mm) in the csDMARD therapy alone group (between-group difference: - 0.35 mm [- 1.00, 0.31]; P = 0.2716). Similar results were shown for the adjusted mean between-group difference in the width and volume of bone erosion of the 2-3 metacarpal heads. Significant improvements in bone micro-architecture parameters were shown. The incidence of AEs and serious AEs was similar between the csDMARDs plus denosumab and the csDMARD therapy alone groups (AEs: 52.2% vs 56.5%; serious AEs: 4.3% vs 8.7%). CONCLUSIONS: Although the addition of denosumab to csDMARDs did not find statistically significant improvements in bone erosion after 6 months of treatment, numerical improvements in these parameters suggest that the addition of denosumab to csDMARDs may be effective in inhibiting the progression of bone erosion and improving bone micro-architecture. TRIAL REGISTRATION: University Hospital Medical Information Network Clinical Trials Registry, UMIN000030575. Japan Registry for Clinical Trials, jRCTs071180018.


Subject(s)
Antirheumatic Agents , Arthritis, Rheumatoid , Aged , Female , Humans , Male , Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/diagnostic imaging , Arthritis, Rheumatoid/drug therapy , Japan , Tomography
6.
J Bone Miner Metab ; 40(4): 636-647, 2022 Jul.
Article in English | MEDLINE | ID: mdl-35546370

ABSTRACT

INTRODUCTION: Glucocorticoid-induced osteoporosis (GIOP) is associated with elevated fracture risk. Practice guidelines have been published to reduce this risk but are insufficiently followed in everyday practice. The objectives of this study were to estimate fracture incidence in patients exposed to oral glucocorticoids and to analyse the impact of glucocorticoid use on fracture incidence. MATERIALS AND METHODS: This retrospective cohort study was performed using the Medical Data Vision (MDV) claims database from Japan. All patients aged ≥ 18 years initiating oral glucocorticoids and fulfilling Japanese guideline criteria for starting prophylactic osteoporosis treatment between 2009 and 2019 were identified. These were matched to a cohort of unexposed controls using propensity score matching. Fracture incidence in the two cohorts were compared using a Fine-Gray proportional sub-distribution hazard model. RESULTS: 13,090 glucocorticoid-exposed cases were compared to 13,090 unexposed controls. The 1-year fracture rate (all sites) was 9.3 [95% CI 8.8-9.8] in cases and 5.8 [5.4-6.2] in controls. One-year vertebral fracture rates were 4.3 [4.0-4.7] and 2.3 [2.1-2.6] respectively. In the multivariate analysis, the use of glucocorticoids was associated with an increase in the incidence of osteoporotic fractures (hazard ratio: 1.63 [1.51-1.76]). The glucocorticoid-associated risk tended to be higher in subgroups of patients with rheumatoid arthritis, asthma, COPD and in those aged < 65 years. CONCLUSION: Oral glucocorticoid use is associated with an increase in fracture incidence. It is necessary to raise awareness of GIOP and to take public health measures to change the perceptions and behaviour of doctors prescribing glucocorticoids.


Subject(s)
Bone Density Conservation Agents , Osteoporosis , Osteoporotic Fractures , Bone Density Conservation Agents/adverse effects , Glucocorticoids/adverse effects , Humans , Japan/epidemiology , Osteoporosis/chemically induced , Osteoporosis/drug therapy , Osteoporosis/epidemiology , Osteoporotic Fractures/chemically induced , Osteoporotic Fractures/complications , Osteoporotic Fractures/epidemiology , Retrospective Studies
7.
J Biol Chem ; 298(3): 101597, 2022 03.
Article in English | MEDLINE | ID: mdl-35063505

ABSTRACT

Flaviviruses are human pathogens that can cause severe diseases, such as dengue fever and Japanese encephalitis, which can lead to death. Valosin-containing protein (VCP)/p97, a cellular ATPase associated with diverse cellular activities (AAA-ATPase), is reported to have multiple roles in flavivirus replication. Nevertheless, the importance of each role still has not been addressed. In this study, the functions of 17 VCP mutants that are reportedly unable to interact with the VCP cofactors were validated using the short-interfering RNA rescue experiments. Our findings of this study suggested that VCP exerts its functions in replication of the Japanese encephalitis virus by interacting with the VCP cofactor nuclear protein localization 4 (NPL4). We show that the depletion of NPL4 impaired the early stage of viral genome replication. In addition, we demonstrate that the direct interaction between NPL4 and viral nonstructural protein (NS4B) is critical for the translocation of NS4B to the sites of viral replication. Finally, we found that Japanese encephalitis virus and dengue virus promoted stress granule formation only in VCP inhibitor-treated cells and the expression of NS4B or VCP attenuated stress granule formation mediated by protein kinase R, which is generally known to be activated by type I interferon and viral genome RNA. These results suggest that the NS4B-mediated recruitment of VCP to the virus replication site inhibits cellular stress responses and consequently facilitates viral protein synthesis in the flavivirus-infected cells.


Subject(s)
Encephalitis Virus, Japanese , Flavivirus , Nuclear Proteins , Stress Granules , Valosin Containing Protein , Viral Nonstructural Proteins , Virus Replication , Encephalitis Virus, Japanese/genetics , Encephalitis Virus, Japanese/metabolism , Encephalitis Virus, Japanese/physiology , Flavivirus/genetics , Flavivirus/metabolism , Flavivirus/physiology , Genome, Viral , Humans , Nuclear Proteins/metabolism , RNA, Viral/genetics , Stress Granules/genetics , Stress Granules/metabolism , Valosin Containing Protein/metabolism , Viral Nonstructural Proteins/genetics , Viral Nonstructural Proteins/metabolism , Virus Replication/physiology
8.
Mod Rheumatol ; 32(2): 284-291, 2022 Feb 28.
Article in English | MEDLINE | ID: mdl-34850085

ABSTRACT

OBJECTIVES: This study investigated changes in bone mineral density (BMD) and erosion after denosumab discontinuation in rheumatoid arthritis (RA) patients without osteoporosis who participated in the DESIRABLE study. METHODS: This multicentre observational study consisted of a prediscontinuation visit (date of final assessment in DESIRABLE) and a postdiscontinuation visit (2.5 years after the last administered dose of denosumab). Percentage change in lumbar spine (LS) BMD from baseline was assessed as the primary endpoint. RESULTS: Fifty-nine patients were enrolled. The percentage change in LS BMD decreased to baseline levels at the postdiscontinuation visit. Compared with baseline, C-telopeptide of type I collagen levels increased after denosumab discontinuation but most patients had levels within the reference range. Bone erosion scores were not significantly different between the on-treatment period and after denosumab discontinuation (p = .0666) but there was a numerical increase postdiscontinuation. The progression in bone erosion score was significantly reduced in patients whose disease activity was in remission versus those not in remission (p = .0195). CONCLUSIONS: In RA patients without osteoporosis, denosumab discontinuation can be explored while considering patient background factors (disease activity and risk of fracture) and accounting for progression of bone erosion and LS BMD decrease after withdrawal.


Subject(s)
Arthritis, Rheumatoid , Bone Density Conservation Agents , Osteoporosis , Arthritis, Rheumatoid/complications , Arthritis, Rheumatoid/diagnostic imaging , Arthritis, Rheumatoid/drug therapy , Bone Density , Bone Density Conservation Agents/therapeutic use , Denosumab/therapeutic use , Humans , Osteoporosis/diagnostic imaging , Osteoporosis/drug therapy , Osteoporosis/etiology
10.
J Food Sci Technol ; 58(10): 4055-4061, 2021 Oct.
Article in English | MEDLINE | ID: mdl-34471328

ABSTRACT

Histamine-producing bacteria (HPB) produce histamine from histidine contained in food through the action of histidine decarboxylase. To identify HPB isolated from food, it is necessary to detect histamine produced by the bacteria. In this study, we concurrently identified HPB and detected histamine by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry. After 24 h of incubation, 30 of 34 bacterial strains were correctly identified. Histamine was detected in all HPB cultured on Niven's medium, and 94% of HPB cultured in histidine broth, except for two strains with low histamine production. This method may greatly simplify the procedure and reduce the time required to identify HPB.

11.
J Bone Miner Metab ; 39(6): 1019-1030, 2021 Nov.
Article in English | MEDLINE | ID: mdl-34125296

ABSTRACT

INTRODUCTION: Glucocorticoid-induced osteoporosis (GIOP) is associated with a high fracture risk. Practice guidelines by the Japanese Society for Bone and Mineral Research in 2014 recommend bone densitometry and appropriate treatment to reduce this risk. The study objectives were to describe characteristics of GIOP patients in Japan and to evaluate their management in a subgroup of patients without comorbid cancer. MATERIALS AND METHODS: This retrospective cohort study was performed using the Medical Data Vision (MDV) database from Japan. Adult patients initiating oral glucocorticoid treatment with a total GIOP risk score ≥ 3, based on the 2014 practice guideline, identified between 2009 and 2019 were eligible. A subgroup of patients without any cancer diagnosis was also identified. Data were extracted on demographics, concurrent medical conditions, use of bone densitometry, and osteoporosis treatment. RESULTS: 25,569 patients were eligible, of whom 12,227 had a confirmed cancer diagnosis. Mean age was 68.5 years and 12,356 patients (48.3%) were women. Concurrent medical conditions of interest were documented in 14,887 patients, most frequently rheumatoid arthritis (n = 4185) and asthma (n = 3085). Yearly bone densitometry was performed in 6.5% (n = 865) of the cancer-free subgroup; 51.8% (n = 6905) were prescribed an osteoporosis treatment, most frequently bisphosphonates (n = 5132; 74.3%). Between 2011 and 2018, rates of densitometry were stable, whereas prescription rates increased from 40.0 to 51.8%. CONCLUSION: In spite of publication of guidelines for GIOP management, there is an important treatment gap in their application in everyday practice. For this reason, public health measures to increase physician awareness of GIOP are needed.


Subject(s)
Bone Density Conservation Agents , Osteoporosis , Adult , Aged , Bone Density , Female , Glucocorticoids/adverse effects , Humans , Japan/epidemiology , Male , Osteoporosis/chemically induced , Osteoporosis/drug therapy , Osteoporosis/epidemiology , Retrospective Studies
12.
J Virol ; 95(15): e0223420, 2021 07 12.
Article in English | MEDLINE | ID: mdl-33980593

ABSTRACT

Many positive-stranded RNA viruses encode polyproteins from which viral proteins are generated by processing the polyproteins. This system produces an equal amount of each viral protein, though the required amounts for each protein are not the same. In this study, we found the extra membrane-anchored nonstructural (NS) proteins of Japanese encephalitis virus and dengue virus are rapidly and selectively degraded by the endoplasmic reticulum-associated degradation (ERAD) pathway. Our gene targeting study revealed that ERAD involving Derlin2 and SEL1L, but not Derlin1, is required for the viral genome replication. Derlin2 is predominantly localized in the convoluted membrane (CM) of the viral replication organelle, and viral NS proteins are degraded in the CM. Hence, these results suggest that viral protein homeostasis is regulated by Derlin2-mediated ERAD in the CM, and this process is critical for the propagation of these viruses. IMPORTANCE The results of this study reveal the cellular ERAD system controls the amount of each viral protein in virus-infected cells and that this "viral protein homeostasis" is critical for viral propagation. Furthermore, we clarified that the "convoluted membrane (CM)," which was previously considered a structure with unknown function, serves as a kind of waste dump where viral protein degradation occurs. We also found that the Derlin2/SEL1L/HRD1-specific pathway is involved in this process, whereas the Derlin1-mediated pathway is not. This novel ERAD-mediated fine-tuning system for the stoichiometries of polyprotein-derived viral proteins may represent a common feature among polyprotein-encoding viruses.


Subject(s)
Dengue Virus/metabolism , Encephalitis Virus, Japanese/metabolism , Endoplasmic Reticulum-Associated Degradation/physiology , Membrane Proteins/metabolism , Proteins/metabolism , Viral Nonstructural Proteins/metabolism , Animals , Cell Line, Tumor , Chlorocebus aethiops , Dengue Virus/growth & development , Encephalitis Virus, Japanese/growth & development , Endoplasmic Reticulum/metabolism , Genome, Viral/genetics , HCT116 Cells , HEK293 Cells , HeLa Cells , Humans , RNA Interference , RNA, Small Interfering/genetics , Ubiquitin-Protein Ligases/metabolism , Valosin Containing Protein/metabolism , Vero Cells , Virus Replication/physiology
13.
Mod Rheumatol ; 31(1): 34-41, 2021 Jan.
Article in English | MEDLINE | ID: mdl-31826682

ABSTRACT

OBJECTIVE: To investigate new bone erosion and cartilage destruction predictors in rheumatoid arthritis (RA) patients treated with conventional synthetic disease-modifying antirheumatic drugs (csDMARDs). METHODS: Placebo-treated patient data from two 12-month, randomized, double-blind, phase 2 (DRIVE) and 3 (DESIRABLE) trials that evaluated denosumab efficacy in csDMARD-treated RA patients were used. Change from baseline in erosion score (ES) of ≥1.0 at 12 months was considered new bone erosion; predictors were identified using a multivariate model. RESULTS: Among 306 patients, mean ± standard deviation disease activity score 28-C-reactive protein (CRP) at baseline was 3.58 ± 1.03. New bone erosion was observed in 90 patients (29.4%). Univariate analysis identified female sex, anti-cyclic citrullinated peptide (CCP) antibody positivity, rheumatoid factor (RF) positivity, tender joint count ≥6, CRP ≥0.3 mg/dL, erythrocyte sedimentation rate (ESR) ≥28 mm/h, and baseline ES ≥3 as significant predictors for new bone erosion. In multivariate analysis, predictors were anti-CCP antibody positivity, CRP ≥0.3 mg/dL, and baseline ES ≥3; RF and ESR were excluded as they strongly correlated with anti-CCP antibody and CRP, respectively. CONCLUSION: In RA patients treated with csDMARDs, new bone erosion predictors were seropositivity, elevated inflammatory markers, and baseline ES ≥3. TRIAL REGISTRATION NUMBER: DRIVE, JapicCTI-101263; DESIRABLE, NCT01973569.


Subject(s)
Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/drug therapy , Foot Joints/diagnostic imaging , Hand Joints/diagnostic imaging , Wrist Joint/diagnostic imaging , Adult , Aged , Arthritis, Rheumatoid/blood , Arthritis, Rheumatoid/diagnostic imaging , Autoantibodies/blood , Biomarkers/blood , Blood Sedimentation , C-Reactive Protein/metabolism , Disease Progression , Double-Blind Method , Female , Humans , Male , Middle Aged , Radiography , Rheumatoid Factor/blood , Sex Factors
14.
J Bone Miner Metab ; 38(6): 848-858, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32671481

ABSTRACT

INTRODUCTION: In anti-osteoporosis drug trials, vitamin D and calcium (Ca) are common supplements; however, the optimal dose of each is unclear. Using data from the randomized, double-blind, placebo-controlled DIRECT trial, we assessed whether baseline serum 25-hydroxy vitamin D (25[OH]D) level influences the efficacy of denosumab co-administered with vitamin D and Ca. MATERIALS AND METHODS: In this prespecified sub-analysis, subjects with primary osteoporosis who received denosumab or placebo, plus vitamin D (≥ 400 IU/day) and Ca (≥ 600 mg/day), were classified as 25(OH)D deficient (< 20 ng/mL), insufficient (≥ 20 to < 30 ng/mL), and sufficient (≥ 30 ng/mL). Study endpoints included absolute serum 25(OH)D level at baseline, 12 months, and 24 months; change in serum 25(OH)D and bone mineral density (BMD) status from baseline; and incidence of new vertebral fractures at 24 months. RESULTS: In 475 denosumab-treated and 481 placebo-treated subjects, proportions with deficient/insufficient/sufficient 25(OH)D at baseline were 53.1%/37.1%/9.9% and 50.9%/42.0%/7.1%, respectively. Supplementation significantly increased mean serum 25(OH)D levels; at 24 months, mean levels were > 30 ng/mL (sufficient) in both treatment groups. Increase in BMD over time was higher in the denosumab group vs. placebo group in all three vitamin D status groups. At month 24, denosumab-treated subjects with deficient/insufficient baseline 25(OH)D had a significantly lower risk of new vertebral fracture vs. placebo-treated subjects. CONCLUSION: Among DIRECT trial subjects supplemented with ≥ 400 IU/day of vitamin D and ≥ 600 mg/day of Ca, baseline 25(OH)D sufficiency may not influence the efficacy of denosumab in increasing BMD or preventing vertebral fractures.


Subject(s)
Calcium/administration & dosage , Denosumab/administration & dosage , Vitamin D/administration & dosage , Vitamin D/blood , Aged , Bone Density/drug effects , Bone Density Conservation Agents/pharmacology , Bone Density Conservation Agents/therapeutic use , Calcium/pharmacology , Calcium/therapeutic use , Denosumab/pharmacology , Denosumab/therapeutic use , Double-Blind Method , Female , Humans , Male , Spinal Fractures/blood , Spinal Fractures/drug therapy , Spinal Fractures/physiopathology , Treatment Outcome , Vitamin D/analogs & derivatives , Vitamin D/pharmacology
15.
Comput Methods Programs Biomed ; 196: 105604, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32593061

ABSTRACT

BACKGROUND AND OBJECTIVES: The high mortality rate and increasing prevalence of heart valve diseases globally warrant the need for rapid and accurate diagnosis of such diseases. Phonocardiogram (PCG) signals are used in this study due to the low cost of obtaining the signals. This study classifies five types of heart sounds, namely normal, aortic stenosis, mitral valve prolapse, mitral stenosis, and mitral regurgitation. METHODS: We have proposed a novel in-house developed deep WaveNet model for automated classification of five types of heart sounds. The model is developed using a total of 1000 PCG recordings belonging to five classes with 200 recordings in each class. RESULTS: We have achieved a training accuracy of 97% for the classification of heart sounds into five classes. The highest classification accuracy of 98.20% was achieved for the normal class. The developed model was validated with a 10-fold cross-validation, thus affirming its robustness. CONCLUSION: The study results clearly indicate that the developed model is able to classify five types of heart sounds accurately. The developed system can be used by cardiologists to aid in the detection of heart valve diseases in patients.


Subject(s)
Aortic Valve Stenosis , Heart Sounds , Heart Valve Diseases , Mitral Valve Insufficiency , Humans
16.
Artif Intell Med ; 103: 101789, 2020 03.
Article in English | MEDLINE | ID: mdl-32143796

ABSTRACT

Cardiovascular disease (CVD) is the leading cause of death worldwide, and coronary artery disease (CAD) is a major contributor. Early-stage CAD can progress if undiagnosed and left untreated, leading to myocardial infarction (MI) that may induce irreversible heart muscle damage, resulting in heart chamber remodeling and eventual congestive heart failure (CHF). Electrocardiography (ECG) signals can be useful to detect established MI, and may also be helpful for early diagnosis of CAD. For the latter especially, the ECG perturbations can be subtle and potentially misclassified during manual interpretation and/or when analyzed by traditional algorithms found in ECG instrumentation. For automated diagnostic systems (ADS), deep learning techniques are favored over conventional machine learning techniques, due to the automatic feature extraction and selection processes involved. This paper highlights various deep learning algorithms exploited for the classification of ECG signals into CAD, MI, and CHF conditions. The Convolutional Neural Network (CNN), followed by combined CNN and Long Short-Term Memory (LSTM) models, appear to be the most useful architectures for classification. A 16-layer LSTM model was developed in our study and validated using 10-fold cross-validation. A classification accuracy of 98.5% was achieved. Our proposed model has the potential to be a useful diagnostic tool in hospitals for the classification of abnormal ECG signals.


Subject(s)
Electrocardiography/methods , Heart Diseases/diagnosis , Heart Diseases/pathology , Neural Networks, Computer , Signal Processing, Computer-Assisted , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/pathology , Deep Learning , Heart Diseases/diagnostic imaging , Heart Failure/diagnostic imaging , Heart Failure/pathology , Humans , Myocardial Infarction/diagnostic imaging , Myocardial Infarction/pathology
17.
J Immunol ; 204(5): 1255-1262, 2020 03 01.
Article in English | MEDLINE | ID: mdl-31941655

ABSTRACT

Gut bacteria-associated sepsis is a serious concern in patients with gastrointestinal acute radiation syndrome (GIARS). In our previous studies, gut bacteria-associated sepsis caused high mortality rates in mice exposed to 6-9 Gy of γ-rays. IL-12+CD38+ iNOS+ Mϕ (M1Mϕ) located in the bacterial translocation site (mesenteric lymph nodes [MLNs]) of unirradiated mice were characterized as host defense antibacterial effector cells. However, cells isolated from the MLNs of GIARS mice were mostly CCL1+IL-10+LIGHT+miR-27a+ Mϕ (M2bMϕ, inhibitor cells for the M1Mϕ polarization). Reduced long noncoding RNA Gas5 and increased miR-222 expression in MLN-Mϕ influenced by the irradiation were shown to be associated with M2bMϕ polarization. In this study, the mortality of mice exposed to 7 Gy of γ-rays (7 Gy GIARS mice) was completely controlled after the administration of glycyrrhizin (GL), a major active ingredient in licorice root (Glycyrrhiza glabra). Bacterial translocation and subsequent sepsis were minimal in 7 Gy GIARS mice treated with GL. Increased Gas5 RNA level and decreased miR-222 expression were shown in MLN-Mϕ isolated from 7 Gy GIARS mice treated with GL, and these macrophages did not display any properties of M2bMϕ. These results indicate that gut bacteria-associated sepsis in 7 Gy GIARS mice was controlled by the GL through the inhibition of M2bMϕ polarization at the bacteria translocation site. Expression of Ccl1, a gene required for M2bMϕ survival, is silenced in the MLNs of 7 Gy GIARS mice because of Gas5 RNA, which is increased in these cells after the suppression of miR-222 (a Gas5 RNA expression inhibitor) by the GL.


Subject(s)
Bacteria/immunology , Bacterial Infections , Bacterial Physiological Phenomena , Bacterial Translocation , Gamma Rays/adverse effects , Glycyrrhizic Acid/pharmacology , Intestines , Macrophages , MicroRNAs/immunology , RNA, Long Noncoding/immunology , Radiation Injuries, Experimental , Animals , Bacterial Infections/immunology , Bacterial Infections/pathology , Bacterial Infections/prevention & control , Bacterial Physiological Phenomena/drug effects , Bacterial Physiological Phenomena/immunology , Bacterial Physiological Phenomena/radiation effects , Bacterial Translocation/drug effects , Bacterial Translocation/immunology , Bacterial Translocation/radiation effects , Intestines/immunology , Intestines/microbiology , Macrophages/immunology , Macrophages/microbiology , Macrophages/pathology , Male , Mice , Mice, Inbred BALB C , Radiation Injuries, Experimental/immunology , Radiation Injuries, Experimental/microbiology , Radiation Injuries, Experimental/pathology , Radiation Injuries, Experimental/prevention & control , Sepsis/immunology , Sepsis/microbiology , Sepsis/pathology , Sepsis/prevention & control
18.
Diagnostics (Basel) ; 10(1)2019 Dec 21.
Article in English | MEDLINE | ID: mdl-31877790

ABSTRACT

We have newly developed coaxial and confocal optical-resolution photoacoustic microscopy based on sol-gel composite materials. This transducer contains a concave-shaped piezoelectric layer with a focus depth of 5 mm and a hole with a diameter of 3 mm at the center to pass a laser beam into a phantom. Therefore, this system can directly detect an excited photoacoustic signal without prisms or acoustic lenses. We demonstrate the capability of the system through pulse-echo and photoacoustic imaging experiments. The center frequency of the fabricated transducer is approximately 7 MHz, and its relative bandwidth is 86%. An ex-vivo experiment is conducted, and photoacoustic signals are clearly obtained. As a result, 2- and 3-dimensional maximum amplitude projection images are reconstructed.

19.
mSphere ; 4(5)2019 09 25.
Article in English | MEDLINE | ID: mdl-31554719

ABSTRACT

The continuous emergence of carbapenemase-producing Enterobacteriaceae (CPE) presents a great public health challenge. Mitigation of CPE spread in the environment is crucial, particularly from a One Health perspective. Here we describe the isolation of CPE strain SNI47 from influent water of a sewage treatment plant in Japan. SNI47 was identified as Klebsiella quasipneumoniae subsp. quasipneumoniae by phylogenetic analysis and was resistant to ß-lactams, including carbapenems. Of four plasmids detected from SNI47, the 185,311-bp IncA/C2 plasmid (pTMSNI47-1), which carried 10 drug resistance genes, including genes for four ß-lactamases (blaCTX-M-2, blaDHA-1, blaKHM-1, and blaOXA-10), was transferred to Escherichia coli J53 via conjugation. The MICs of all tested ß-lactams for the transconjugant were higher than for the recipient. We constructed recombinant plasmids, into which each ß-lactamase gene was inserted, and used them to transform E. coli DH5α cells, demonstrating that KHM-1 enhanced carbapenem resistance. In addition, these ß-lactamases were responsible for a wide-spectrum ß-lactam resistance acquisition with mutual compensation. KHM-1, recognized as a rare type of metallo-ß-lactamase, was detected in a transferable plasmid, from a sewage treatment plant, involved in horizontal gene transfer. The detection of such plasmids raises a health risk alarm for CPE dissemination.IMPORTANCE In our investigation of urban wastewater in Japan, carbapenem-resistant Klebsiella quasipneumoniae subsp. quasipneumoniae was isolated that carried the pTMSNI47-1 plasmid, which carries four ß-lactamase genes and has transferability among Enterobacteriaceae pTMSNI47-1 was found to encode a rarely reported carbapenemase, KHM-1. Cooperative effects of ß-lactamases encoded by pTMSNI47-1 appeared to have broad-spectrum resistance to ß-lactams. The detection of the KHM-1 gene in urban wastewater suggests that such a rare antimicrobial resistance (AMR) gene can be pooled in the environment, potentially emerging as an AMR determinant in a pathogen. When the number of ß-lactamase resistance genes is increased in one plasmid, the transfer of this plasmid can confer broad-spectrum resistance to ß-lactams, even if the individual gene confers narrow-spectrum resistance. The present study adds important information about the potential risk of sewage treatment plants as reservoirs and environmental suppliers of AMR genes, contributing to the public health from a One Health perspective.


Subject(s)
Klebsiella/drug effects , Klebsiella/genetics , Plasmids/genetics , Sewage/microbiology , beta-Lactam Resistance , beta-Lactams/pharmacology , Anti-Bacterial Agents/pharmacology , Carbapenems , Conjugation, Genetic , Escherichia coli/genetics , Gene Transfer, Horizontal , Japan , Microbial Sensitivity Tests , Phylogeny , Public Health , Urban Renewal , beta-Lactamases/genetics
20.
Trials ; 20(1): 494, 2019 Aug 13.
Article in English | MEDLINE | ID: mdl-31409388

ABSTRACT

BACKGROUND: Rheumatoid arthritis (RA) is a chronic inflammatory disease of the joints, causes joint destruction, and leads to physical disability. Advances in the treatment of RA, such as biologic disease-modifying anti-rheumatic drugs (DMARDs), have provided better clinical outcomes, including the achievement of remission for patients with RA, but some patients cannot receive these treatments because of their side effects and high cost, and not all patients achieve remission. Although the efficacy of denosumab, which is a human IgG2 monoclonal antibody with a high affinity for the receptor activator of nuclear factor kappa B (RANK) ligand (RANKL), in the treatment of RA has been reported in clinical trials, the efficacy of denosumab in both preventing joint destruction and improving disease activity has not been evaluated in a real-world setting. METHODS/DESIGN: This open-label, randomized, parallel-group study will compare the continued use of conventional synthetic DMARDs (csDMARDs) alone with the combined use of csDMARDs and denosumab in patients whose RA is treated with csDMARDs. In total, 44 patients with RA will be randomly assigned to receive additional treatment with denosumab or to continue RA treatment without additional denosumab. The duration of the intervention will be 12 months. To analyze bone erosion and bone micro-architecture precisely, high-resolution peripheral quantitative computed tomography (HR-pQCT) will be performed every 6 months. The primary endpoint is changes in the depth of bone erosion as measured by HR-pQCT from baseline to 6 months. Important secondary endpoints are the changes from baseline in the width and volume of bone erosion as measured by HR-pQCT and changes from baseline in the depth of bone erosion at 12 months. Changes in bone micro-architecture will also be analyzed as an exploratory endpoint. DISCUSSION: The results of this study are expected to provide strong evidence regarding the usefulness of denosumab for the treatment of RA. Moreover, by using HR-pQCT, this study will also reveal the effect of denosumab not only on bone erosion but also on bone micro-architecture. TRIAL REGISTRATION: This study was registered with the University Hospital Medical Information Network Clinical Trials Registry as UMIN000030575 on December 26, 2017.


Subject(s)
Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/drug therapy , Bone Density Conservation Agents/therapeutic use , Bone Remodeling/drug effects , Denosumab/therapeutic use , Joints/drug effects , Antirheumatic Agents/adverse effects , Arthritis, Rheumatoid/diagnostic imaging , Arthritis, Rheumatoid/physiopathology , Bone Density Conservation Agents/adverse effects , Denosumab/adverse effects , Disease Progression , Humans , Japan , Joints/diagnostic imaging , Joints/physiopathology , Randomized Controlled Trials as Topic , Time Factors , Treatment Outcome
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