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1.
Article in English | MEDLINE | ID: mdl-38960798

ABSTRACT

BACKGROUND: The use of immunotherapy in mismatch repair proficient colorectal cancer (pMMR-CRC) or pancreatic adenocarcinoma (PDAC) is associated with limited efficacy. DAPPER (NCT03851614) is a phase 2, basket study randomizing patients with pMMR CRC or PDAC to durvalumab with olaparib (durvalumab + olaparib) or durvalumab with cediranib (durvalumab + cediranib). METHODS: PDAC or pMMR-CRC patients were randomized to either durvalumab+olaparib (arm A), or durvalumab + cediranib (arm B). Co-primary endpoints included pharmacodynamic immune changes in the tumor microenvironment (TME) and safety. Objective response rate, progression-free survival (PFS) and overall survival (OS) were determined. Paired tumor samples were analyzed by multiplexed immunohistochemistry and RNA-sequencing. RESULTS: A total of 31 metastatic pMMR-CRC patients were randomized to arm A (n = 16) or B (n = 15). In 28 evaluable patients, 3 patients had stable disease (SD) (2 patients treated with durvalumab + olaparib and 1 patient treated with durvalumab + cediranib) while 25 had progressive disease (PD). Among patients with PDAC (n = 19), 9 patients were randomized to arm A and 10 patients were randomized to arm B. In 18 evaluable patients, 1 patient had a partial response (unconfirmed) with durvalumab + cediranib, 1 patient had SD with durvalumab + olaparib while 16 had PD. Safety profile was manageable and no grade 4-5 treatment-related adverse events were observed in either arm A or B. No significant changes were observed for CD3+/CD8+ immune infiltration in on-treatment biopsies as compared to baseline for pMMR-CRC and PDAC independent of treatment arms. Increased tumor-infiltrating lymphocytes at baseline, low baseline CD68+ cells and different immune gene expression signatures at baseline were associated with outcomes. CONCLUSIONS: In patients with pMMR-CRC or PDAC, durvalumab + olaparib and durvalumab + cediranib showed limited antitumor activity. Different immune components of the TME were associated with treatment outcomes.

2.
Rev Sci Instrum ; 95(7)2024 Jul 01.
Article in English | MEDLINE | ID: mdl-39007679

ABSTRACT

We present characterization and storage methods for a high-finesse nanofiber Fabry-Pérot resonator. Reflection spectroscopy from both ends of the resonator allows for the evaluation of the mirror transmittances and optical loss inside the resonator. To maintain the quality of the nanofiber resonator after the fabrication, we have developed a portable storage container. By filling the container with dry, clean nitrogen gas, we can prevent contamination of the nanofiber during storage. This approach allows us to minimize the additional optical loss to less than 0.08% over a week. The portable container facilitates both the fabrication and subsequent experimentation with the resonator in different locations. This flexibility expands the range of applications, including quantum optics, communication, and sensing.

4.
Zhongguo Xue Xi Chong Bing Fang Zhi Za Zhi ; 36(3): 314-320, 2024 Jun 17.
Article in Chinese | MEDLINE | ID: mdl-38952320

ABSTRACT

CRISPR/Cas system, an adaptive immune system with clustered regularly interspaced short palindromic repeats, may interfere with exogenous nucleic acids and protect prokaryotes from external damages, is an effective gene editing and nucleic acid detection tools. The CRISPR/Cas system has been widely applied in virology and bacteriology; however, there is relatively less knowledge about the application of the CRISPR/Cas system in parasitic diseases. The review summarizes the mechanisms of action of the CRISPR/Cas system and provides a comprehensive overview of their application in gene editing and nucleic acid detection of parasitic diseases, so as to provide insights into future studies on parasitic diseases.


Subject(s)
CRISPR-Cas Systems , Gene Editing , Parasitic Diseases , Gene Editing/methods , Humans , Parasitic Diseases/diagnosis , Animals , Nucleic Acids/analysis , Nucleic Acids/genetics
5.
Nan Fang Yi Ke Da Xue Xue Bao ; 44(6): 1141-1148, 2024 Jun 20.
Article in Chinese | MEDLINE | ID: mdl-38977344

ABSTRACT

OBJECTIVE: To predict the risk of in-hospital death in patients with chronic heart failure (CHF) complicated by lung infections using interpretable machine learning. METHODS: The clinical data of 1415 patients diagnosed with CHF complicated by lung infections were obtained from the MIMIC-IV database. According to the pathogen type, the patients were categorized into bacterial pneumonia and non-bacterial pneumonia groups, and their risks of in-hospital death were compared using Kaplan-Meier survival curves. Univariate analysis and LASSO regression were used to select the features for constructing LR, AdaBoost, XGBoost, and LightGBM models, and their performance was compared in terms of accuracy, precision, F1 value, and AUC. External validation of the models was performed using the data from eICU-CRD database. SHAP algorithm was applied for interpretive analysis of XGBoost model. RESULTS: Among the 4 constructed models, the XGBoost model showed the highest accuracy and F1 value for predicting the risk of in-hospital death in CHF patients with lung infections in the training set. In the external test set, the XGBoost model had an AUC of 0.691 (95% CI: 0.654-0.720) in bacterial pneumonia group and an AUC of 0.725 (95% CI: 0.577-0.782) in non-bacterial pneumonia group, and showed better predictive ability and stability than the other models. CONCLUSION: The overall performance of the XGBoost model is superior to the other 3 models for predicting the risk of in-hospital death in CHF patients with lung infections. The SHAP algorithm provides a clear interpretation of the model to facilitate decision-making in clinical settings.


Subject(s)
Heart Failure , Hospital Mortality , Machine Learning , Humans , Heart Failure/mortality , Heart Failure/complications , Male , Female , Chronic Disease , Algorithms , Pneumonia/mortality , Pneumonia/complications , Pneumonia, Bacterial/mortality , Pneumonia, Bacterial/complications , Aged , Risk Factors , Middle Aged , Kaplan-Meier Estimate
6.
Zhonghua Yu Fang Yi Xue Za Zhi ; 58(6): 745-755, 2024 Jun 06.
Article in Chinese | MEDLINE | ID: mdl-38955720

ABSTRACT

Allergic diseases are immune disorders caused by allergens, leading to inflammation or organ dysfunction. In the past decade, the prevalence of allergic diseases in China has increased dramatically, imposing a heavy economic burden on the health care system and society. In vitro diagnosis of allergic diseases plays a crucial role in the diagnosis, treatment, and prevention of such diseases. This article enumerates the in vitro tests and diagnostic techniques of allergic diseases, gives an advocacy for quality management of IgE-related tests, summarizes the clinical interpretation and relevant research progress, aiming to provide a reference for improving laboratory diagnosis of allergic diseases.


Subject(s)
Hypersensitivity , Humans , Hypersensitivity/diagnosis , Immunoglobulin E
8.
J Foot Ankle Surg ; 2024 Jun 27.
Article in English | MEDLINE | ID: mdl-38944232

ABSTRACT

The modified Lapidus procedure has emerged as a versatile solution for various pedal pathologies, particularly hallux abducto valgus. There have been numerous modifications over time regarding fixation techniques, joint preparation methods, graft utilization, and weightbearing protocols. However, concerns persist regarding prolonged non-weightbearing postoperatively, prompting the need for alternative approaches. This retrospective descriptive cohort analysis assessed the outcomes of 40 feet from 34 patients who underwent the modified Lapidus procedure with a medial plating system, aimed to evaluate immediate weightbearing outcomes on union rate, fixation-related complications, and functional outcomes. Among the 40 feet, findings showed a 95% (38/40) union rate within 6 months, with 2.5% (1/40) experiencing delayed union and 2.5% (1/40) facing fixation-related complications. There is a single case of malunion in the cohort. Additionally, statistically significant improvements were observed across all domains of the Manchester-Oxford Foot Questionnaire at p < .001. These findings suggest immediate weightbearing as a potential alternative to traditional non-weightbearing protocols. However, the study's retrospective nature and lack of a comparative group warrant cautious interpretation. Further research is essential to validate these findings and refine postoperative care protocols. By challenging conventional practices, this study underscores the complexity of optimizing patient outcomes in modified Lapidus procedure management. Tailored approaches and prospective investigations are imperative for establishing definitive guidelines and enhancing surgical techniques in this domain.

9.
J Dent Res ; : 220345241253526, 2024 Jun 13.
Article in English | MEDLINE | ID: mdl-38867655

ABSTRACT

The water-rich nature of the dentin bonding microenvironment, coupled with the stresses on the bonding interface, contributes to the hydrolytic degradation of the hybrid layer, resulting in a decline in bonding durability and, ultimately, restoration failure. Currently, the 3-step etch-and-rinse technique remains the gold standard for dentin bonding, and the bonding mechanism mainly involves a physical interaction with little chemical bonding. In this study, we have developed a siloxane-modified polyurethane monomer (SPU) with acrylate and siloxane modifications that chemically binds to both collagen and hydroxyapatite in dentin. Formulated as a bisphenol A-glycidyl methacrylate alternative, the SPU monomer-based adhesive was designed to improve dentin bonding quality and durability. Attenuated total reflection Fourier transform infrared spectroscopy, thermogravimetric analysis, X-ray photoelectron spectroscopy, scanning electron microscopy, transmission electron microscope, and hydroxyproline release assays were performed on SPU-treated collagen, hydroxyapatite, and acid-etched dentin slices to dentin. The physicochemical properties of the configured SPU adhesives were profiled for polymerization behavior, water contact angle, and tensile strain and strength. The bonding effectiveness was assessed through micro-tensile strength, nano-leakage tests conducted on the bonded samples before and after thermal cycle aging. Finally, we further conducted in vivo and in vitro experiments to assess the biocompatibility of adhesives. The results showed that the siloxane groups of SPU monomer could covalently bind to dentin collagen and hydroxyapatite. The incorporation of SPU in the adhesive led to a significant increase in adhesive polymerization (P < 0.05) and tensile strain at break up to 134.11%. Furthermore, the SPU adhesive significantly improved dentin bond strength (P < 0.05), reduced interfacial nano-leakage (P < 0.05), and displayed good biocompatibility. In conclusion, the application of SPU, which achieves dual chemical bonding with dentin, can improve the quality of the hybrid layer, buffer the interfacial stresses, enhance the interfacial resistance to hydrolysis, and provide a feasible strategy to extend the service life of adhesive restorations.

10.
Zhongguo Xue Xi Chong Bing Fang Zhi Za Zhi ; 36(2): 169-173, 2024 May 09.
Article in Chinese | MEDLINE | ID: mdl-38857961

ABSTRACT

OBJECTIVE: To investigate the prevalence of Echinococcus infections in small rodents around human residential areas in Yushu City, Qinghai Province in 2023, so as to provide insights into precision echinococcosis control. METHODS: One or two quadrats, each measuring 50 m × 50 m, were randomly assigned in Shanglaxiu Township and Longbao Township, Yushu City, Qinghai Province on June 2023, respectively, and 300 plate-type mouse traps, each measuring 12.0 cm × 6.5 cm, were assigned in each quadrat. Small rodents were captured during the period between 10 : 00 and 18 : 00 each day for 4 days. Then, all captured small rodents were identified and dissected, and liver specimens with suspected Echinococcus infections were subjected to pathological examinations. The Echinococcus cytochrome c oxidase 1 (cox1) gene was amplified using PCR assay, and the sequence of the amplified product was aligned to that was recorded in the GenBank to characterize the parasite species. In addition, a phylogenetic tree of Echinococcus was generated based on the cox1 gene sequence using the neighbor-joining method. RESULTS: A total of 236 small rodents were captured in Shanglaxiu and Longbao townships, Yushu City, including 65 Qinghai voles and 51 plateau pikas in Shanglaxiu Township, and 62 Qinghai voles and 58 plateau pikas in Longbao Township, and there was no significant difference in the constituent ratio of small rodents between the two townships (χ2 = 0.294, P > 0.05). Seven plateau pikas and 12 Qinghai voles were suspected to be infected with Echinococcus by dissection, and pathological examinations showed unclear structure of hepatic lobules and disordered hepatocyte arrangement in livers of small rodents suspected of Echinococcus infections. PCR assay identified E. shiquicus DNA in 7 Qinghai voles, which were all captured from Shanglaxiu Township. Phylogenetic analysis showed that the cox1 gene sequence of Echinococcus in small rodents was highly homologous to the E. shiquicus cox1 gene sequence reported previously. CONCLUSIONS: Plateau pika and Qinghai vole were predominant small rodents around human residential areas in Yushu City, Qinghai Province in 2023, and E. shiquicus infection was detected in Qinghai voles.


Subject(s)
Echinococcosis , Echinococcus , Phylogeny , Rodentia , Animals , Echinococcosis/epidemiology , Echinococcosis/veterinary , Echinococcosis/parasitology , China/epidemiology , Echinococcus/genetics , Echinococcus/isolation & purification , Echinococcus/classification , Rodentia/parasitology , Prevalence , Humans
11.
Zhonghua Yi Xue Za Zhi ; 104(22): 2059-2065, 2024 Jun 11.
Article in Chinese | MEDLINE | ID: mdl-38858216

ABSTRACT

Objective: To investigate the effect of Dapagliflozin, sodium-glucose cotransporter 2 inhibitor (SGLT2i), on contrast-induced acute kidney injury (CIAKI) in patients with type 2 diabetes mellitus (T2DM) after percutaneous coronary intervention(PCI). Methods: A cohort study. The clinical data of 366 patients with coronary heart disease combined with T2DM who underwent PCI in the Department of Cardiology, Tianjin University Chest Hospital, from June 2021 to June 2022 were retrospectively analyzed, including 218 males and 148 females, aged (64.6±11.0) years old. According to whether the patients had used Dapagliflozin or not, the selected patients were divided into SGLT2i group(n=124) and control group(n=242). The changes in cardiac indicators, renal function, and inflammatory response indicators before and 72 hours after PCI treatment were analyzed and compared between the two groups. The incidence rate of CIAKI in the two groups was analyzed, and the influencing factors of CIAKI were analyzed by multivariate logistic regression. The major adverse cardiac events (MACE) were recorded during the follow-up period of the two groups, and Kaplan-Meier survival analysis and log-rank test were used to compare the differences in MACE occurrence between the two group. Results: The left ventricular ejection fraction (LVEF) of the SGLT2i group was lower than that of the control group, and the proportion of patients with LVEF<45% and CIAKI risk score were higher than those of the control group, with statistical significance (all P<0.05). 72 h after PCI treatment, ß-2 Microglobulin(ß-2MG), cystatin-C(Cys-C), and neutrophil gelatinase-associated lipocalin (NGAL) in both groups were all increased compared to those before PCI treatment, with statistical significance (all P<0.05).ß-2MG, Cys-C, and NGAL in SGLT2i group were all lower than those in the control group, with statistical significance(all P<0.05).The levels of interleukin-6(IL-6), hypersensitive C-reactive protein (hs-CRP), and malondialdehyde in both groups of patients increased compared to preoperative levels, while the levels of superoxide dismutase (SOD) decreased compared to preoperative levels, with statistical significance (all P<0.05). The levels of IL-6, hs-CRP, and malondialdehyde in the SGLT2i group were lower than those in the control group, while SOD was higher than that in the control group, with statistical significance (all P<0.05). Among all patients included, 34 cases experienced CIAKI (9.8%), and the incidence of CIAKI in the SGLT2i group was lower than that in the control group [4.8% (6/124) vs 11.6% (28/242),P=0.037]. Multivariate logistic regression analysis showed that the use of dapagliflozin was a protective factor for CIAKI in T2DM patients receiving PCI treatment (OR=0.321, 95%CI: 0.127-0.816, P=0.017). After a follow-up of 14.0 (12.0, 16.2) months, the incidence of MACE in SGLT2i group was lower than that in the control group (7.3% vs 12.8%, P=0.048). Conclusions: Dapagliflozin may reduce the risk of CIAKI and MACE in T2DM patients after PCI treatment. Its mechanism may be related to the anti-inflammatory and antioxidant effects of SGLT2i.


Subject(s)
Acute Kidney Injury , Benzhydryl Compounds , Diabetes Mellitus, Type 2 , Glucosides , Percutaneous Coronary Intervention , Sodium-Glucose Transporter 2 Inhibitors , Humans , Male , Female , Percutaneous Coronary Intervention/adverse effects , Glucosides/therapeutic use , Benzhydryl Compounds/therapeutic use , Benzhydryl Compounds/adverse effects , Middle Aged , Retrospective Studies , Aged , Sodium-Glucose Transporter 2 Inhibitors/therapeutic use , Sodium-Glucose Transporter 2 Inhibitors/adverse effects , Contrast Media/adverse effects , Coronary Artery Disease , Cohort Studies
12.
Zhonghua Yi Xue Za Zhi ; 104(24): 2256-2259, 2024 Jun 25.
Article in Chinese | MEDLINE | ID: mdl-38901983

ABSTRACT

The clinical manifestations, biochemical and metabolic data, genetic variations and treatment data of children with MTHFR gene variant induced hyperhomocysteinemia admitted to Hangzhou Children's Hospital and Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from November 2015 to September 2021 were analysed retrospectively. A total of 15 pediatric patients were included, including 10 males and 5 females, with onset ages ranging from 6 days to 18 years old and confirmed ages ranging from 40 days to 18 years old. One confirmed case was detected through neonatal screening, and the remaining 14 cases were all diagnosed through genetic diagnosis after onset. The main clinical manifestations were feeding difficulties, hypotonia, epilepsy, developmental delay. All patients had elevated levels of blood homocysteine, with blood homocysteine levels before and after treatment being (151.46±57.44) µmol/L and (69.96±32.88) µmol/L, significantly decreased after treatment compared with before treatment, with a statistically significant difference (P<0.001). The blood methionine level before the treatment was 9.40 (6.20, 11.96) µmol/L, normal or slightly decreased compared to the reference range. The methionine level returned to normal after treatment. A total of 19 MTHFR gene variants were detected, with 6 being unreported variants and 13 being known variants. c.1316C>T (p.L439P) was the most common variant(16.6%,5/30). All the patients had varied neurological damages, with 7 patients improved after metabolic therapy by carnitine and folinic acid, 8 patients experiencing developmental delay, and 1 patient experiencing frequent epilepsy. The clinical manifestations of MTHFR gene variation-related hyperhomocysteinemia are complex and variable. Early-onset and homozygous variants often have a poor prognosis. Blood homocysteine, blood amino acid analysis, serum total homocysteine assay and gene testing are helpful for early diagnosis.


Subject(s)
Homocysteine , Hyperhomocysteinemia , Methylenetetrahydrofolate Reductase (NADPH2) , Humans , Methylenetetrahydrofolate Reductase (NADPH2)/genetics , Hyperhomocysteinemia/genetics , Male , Female , Child , Child, Preschool , Adolescent , Infant , Retrospective Studies , Homocysteine/blood , Infant, Newborn , Mutation , Methionine
13.
Nat Commun ; 15(1): 3990, 2024 May 11.
Article in English | MEDLINE | ID: mdl-38734685

ABSTRACT

The path of tokamak fusion and International thermonuclear experimental reactor (ITER) is maintaining high-performance plasma to produce sufficient fusion power. This effort is hindered by the transient energy burst arising from the instabilities at the boundary of plasmas. Conventional 3D magnetic perturbations used to suppress these instabilities often degrade fusion performance and increase the risk of other instabilities. This study presents an innovative 3D field optimization approach that leverages machine learning and real-time adaptability to overcome these challenges. Implemented in the DIII-D and KSTAR tokamaks, this method has consistently achieved reactor-relevant core confinement and the highest fusion performance without triggering damaging bursts. This is enabled by advances in the physics understanding of self-organized transport in the plasma edge and machine learning techniques to optimize the 3D field spectrum. The success of automated, real-time adaptive control of such complex systems paves the way for maximizing fusion efficiency in ITER and beyond while minimizing damage to device components.

14.
J Dairy Sci ; 2024 May 16.
Article in English | MEDLINE | ID: mdl-38762115

ABSTRACT

The objective of this study was to determine the potential effect and interaction of 3- nitrooxypropanol (3-NOP; Bovaer®) and whole cottonseed (WCS) on lactational performance, and enteric methane (CH4) emission of dairy cows. A total of 16 multiparous cows, including 8 Holstein Friesian (HF) and 8 Brown Swiss (BS) [224 ± 36 d in milk, 26 ± 3.7 kg milk yield], were used in a split-plot design, where the main plot was the breed of cows. Within each subplot, cows were randomly assigned to a treatment sequence in a replicated 4 × 4 Latin Square design with 2 × 2 factorial arrangements of treatments with 4, 24-d periods. The experimental treatments were: 1) Control (basal TMR), 2) 3-NOP (60 mg/kg TMR DM), 3) WCS (5% TMR DM), and 4) 3-NOP + WCS. The treatment diets were balanced for ether extract, crude protein, and NDF contents (4%, 16%, and 43% of TMR DM, respectively). The basal diets were fed twice daily at 0800 and 1800 h. Dry matter intake (DMI) and milk yield were measured daily, and enteric gas emissions were measured (using the GreenFeed system) during the last 3 d of each 24-d experimental period when animals were housed in tie stalls. There was no difference in DMI on treatment level, whereas the WCS treatment increased ECM yield and milk fat yield. There was no interaction of 3-NOP and WCS for any of the enteric gas emission parameters, but 3-NOP decreased CH4 production (g/d), CH4 yield (g/kg DMI), and CH4 intensity (g/kg ECM) by 13, 14 and 13%, respectively. Further, an unexpected interaction of breed by 3-NOP was observed for different enteric CH4 emission metrics: HF cows had a greater CH4 mitigation effect compared with BS cows for CH4 production (g/d; 18 vs. 8%), CH4 intensity (g/kg MY; 19% vs. 3%) and CH4 intensity (g/kg ECM; 19 vs. 4%). Hydrogen production was increased by 2.85 folds in HF and 1.53 folds in BS cows receiving 3-NOP. Further, there was a 3-NOP ' Time interaction for both breeds. In BS cows, 3-NOP tended to reduce CH4 production by 18% at around 4 h after morning feeding but no effect was observed at other time points. In HF cows, the greatest mitigation effect of 3-NOP (29.6%) was observed immediately after morning feeding and it persisted at around 23% to 26% for 10 h until the second feed provision, and 3 h thereafter, in the evening. In conclusion, supplementing 3-NOP at 60 mg/kg DM to a high fiber diet resulted in 18 to 19% reduction in enteric CH4 emission in Swiss Holstein Friesian cows. The lower response to 3-NOP by BS cows was unexpected and has not been observed in other studies. These results should be interpreted with caution due to low number of cows per breed. Lastly, supplementing WCS at 5% of DM improved ECM and milk fat yield but did not enhance CH4 inhibition effect of 3-NOP of dairy cows.

15.
Zhonghua Yu Fang Yi Xue Za Zhi ; 58(5): 690-697, 2024 May 06.
Article in Chinese | MEDLINE | ID: mdl-38715511

ABSTRACT

Chronic kidney disease (CKD) is a major public health problem worldwide. When CKD patients progress to the stage of kidney failure, kidney replacement therapy (KRT) or conservative treatment (palliative or non-dialysis treatment) will be needed. The risk prediction models of chronic kidney failure have been developed in recent years. These models, focusing on demographic indicators, clinical indicators, and laboratory data, are used to predict the likelihood of progression to kidney failure and requiring KRT. This article will retrieve prediction models for chronic kidney failure as an outcome, demonstrate the current research progress, and hope that it may be helpful for the strategies of preventing chronic kidney failure.


Subject(s)
Kidney Failure, Chronic , Humans , Kidney Failure, Chronic/therapy , Risk Factors , Risk Assessment , Disease Progression
16.
Zhonghua Yi Xue Za Zhi ; 104(15): 1230-1235, 2024 Apr 16.
Article in Chinese | MEDLINE | ID: mdl-38637161

ABSTRACT

Acute respiratory distress syndrome (ARDS) is one of the most common syndromes in the intensive care unit, with a high mortality and morbidity. Refractory hypoxia is the typical feature of ARDS, and improving hypoxia is the key to the treatment of ARDS. Due to the rapid progression of ARDS, invasive ventilation is usually used to improve hypoxia. But in recent years, with the extending of the understanding of ARDS and the development of non-invasive oxygen therapy, high flow nasal oxygen (HFNO) and non-invasive ventilation (NIV) are gradually used in ARDS. Therefore, we reviewed the role of HFNO and NIV in ARDS in this paper.


Subject(s)
Noninvasive Ventilation , Respiratory Distress Syndrome , Respiratory Insufficiency , Humans , Respiration, Artificial , Oxygen , Respiratory Distress Syndrome/therapy , Hypoxia/therapy , Respiratory Insufficiency/therapy
17.
Neurobiol Aging ; 139: 73-81, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38643691

ABSTRACT

Through the application of machine learning algorithms to neuroimaging data the brain age methodology was shown to provide a useful individual-level biological age prediction and identify key brain regions responsible for the prediction. In this study, we present the methodology of constructing a rhesus macaque brain age model using a machine learning algorithm and discuss the key predictive brain regions in comparison to the human brain, to shed light on cross-species primate similarities and differences. Structural information of the brain (e.g., parcellated volumes) from brain magnetic resonance imaging of 43 rhesus macaques were used to develop brain atlas-based features to build a brain age model that predicts biological age. The best-performing model used 22 selected features and achieved an R2 of 0.72. We also identified interpretable predictive brain features including Right Fronto-orbital Cortex, Right Frontal Pole, Right Inferior Lateral Parietal Cortex, and Bilateral Posterior Central Operculum. Our findings provide converging evidence of the parallel and comparable brain regions responsible for both non-human primates and human biological age prediction.


Subject(s)
Aging , Brain , Macaca mulatta , Machine Learning , Magnetic Resonance Imaging , Animals , Brain/diagnostic imaging , Aging/physiology , Aging/pathology , Humans , Male , Longevity/physiology , Female , Algorithms
18.
J Affect Disord ; 357: 148-155, 2024 Jul 15.
Article in English | MEDLINE | ID: mdl-38670463

ABSTRACT

BACKGROUND: Anxiety disorders are among the most common mental health disorders in the middle aged and older population. Because older individuals are more likely to have multiple comorbidities or increased frailty, the impact of anxiety disorders on their overall well-being is exacerbated. Early identification of anxiety disorders using machine learning (ML) can potentially mitigate the adverse consequences associated with these disorders. METHODS: We applied ML to the data from the Canadian Longitudinal Study on Aging (CLSA) to predict the onset of anxiety disorders approximately three years in the future. We used Shapley value-based methods to determine the top factor for prediction. We also investigated whether anxiety onset can be predicted by baseline depression-related predictors alone. RESULTS: Our model was able to predict anxiety onset accurately (Area under the Receiver Operating Characteristic Curve or AUC = 0.814 ± 0.016 (mean ± standard deviation), balanced accuracy = 0.741 ± 0.016, sensitivity = 0.743 ± 0.033, and specificity = 0.738 ± 0.010). The top predictive factors included prior depression or mood disorder diagnosis, high frailty, anxious personality, and low emotional stability. Depression and mood disorders are well known comorbidity of anxiety; however a prior depression or mood disorder diagnosis could not predict anxiety onset without other factors. LIMITATION: While our findings underscore the importance of a prior depression diagnosis in predicting anxiety, they also highlight that it alone is inadequate, signifying the necessity to incorporate additional predictors for improved prediction accuracy. CONCLUSION: Our study showcases promising prospects for using machine learning to develop personalized prediction models for anxiety onset in middle-aged and older adults using easy-to-access survey data.


Subject(s)
Anxiety Disorders , Machine Learning , Humans , Female , Male , Canada/epidemiology , Longitudinal Studies , Aged , Anxiety Disorders/epidemiology , Anxiety Disorders/diagnosis , Anxiety Disorders/psychology , Middle Aged , Aging/psychology , Aged, 80 and over , Depression/epidemiology , Depression/diagnosis , Depression/psychology , Comorbidity , Frailty/diagnosis , Frailty/epidemiology , Prospective Studies , Anxiety/epidemiology , Anxiety/diagnosis , Anxiety/psychology
19.
Zhonghua Jie He He Hu Xi Za Zhi ; 47(4): 363-370, 2024 Apr 12.
Article in Chinese | MEDLINE | ID: mdl-38599814

ABSTRACT

A series of studies on the interventional diagnosis and treatment of tuberculosis(TB)were carried out by domestic and foreign researchers in 2023. The combination of minimally invasive interventional procedures with endoscopes, guidance, material acquisition techniques by multiple ways and multichannel and highly accurate laboratory testing techniques is becoming more and more widely practiced clinically, which has played an important role in the accurate diagnosis of problematic TB. Diagnostic procedures for pulmonary TB, tracheobronchial TB, mediastinal lymphatic TB and extrapulmonary TB included conventional flexible bronchoscopy and specific types of bronchoscopy(ultrathin bronchoscopy and endobronchial ultrasound), transbronchial needle aspiration biopsy, endobronchial ultrasound and virtual bronchoscopic navigation system-guided forceps biopsy, thoracoscopic cryobiopsy of pleura, percutaneous biopsy, and so on. The time to diagnosis has been significantly reduced and the diagnostic efficacy has been improved by the clinical specimen detection using either Gene Xpert MTB/RIF, Ultra, loop-mediated isothermal amplification, metagenomic next-generation sequencing, or nanopore sequencing, etc. Interventional therapy was focused on the following diseases: pulmonary TB with massive hemoptysis, tracheobronchial TB, pleural TB and TB-related fistulas. Interventional treatment of tracheobronchial TB mainly included the application of rigid bronchoscopy, bronchoscopic cold and thermal ablation treatment, endoscopic clamp, dilatations of narrow airway with balloon and stent placement, etc. The interventional treatment of pulmonary TB complicated by massive hemoptysis included endovascular embolization, coated stent placement, etc. Interventional treatment of pleural TB involved the application of thoracoscopy, endoscopic forceps, the implantation of stent and other occlusive devices and the closure of fistulas with autologous fat transplantation. In this article, we reviewed the progress of interventional diagnosis and treatment of TB by the search of published literatures from October 2022 to September 2023.


Subject(s)
Fistula , Tuberculosis, Pleural , Tuberculosis, Pulmonary , Humans , Hemoptysis , Tuberculosis, Pulmonary/diagnosis , Biopsy , Bronchoscopy/methods
20.
Zhonghua Nei Ke Za Zhi ; 63(4): 378-385, 2024 Apr 01.
Article in Chinese | MEDLINE | ID: mdl-38561283

ABSTRACT

Objective: To analyze the clinical characteristics and prognosis of patients with primary aldosteronism (PA) associated with subclinical Cushing syndrome (SCS). Methods: This retrospective cohort study was conducted at the First Affiliated Hospital of Chongqing Medical University in China. Patients with PA were included between January 2014 and December 2022. According to the results of 1-mg overnight dexamethasone suppression test, the patients were divided into the PA group and PA associated with SCS (PA/SCS) group. The demographic information, hormone levels, and follow-up results were analyzed. Independent sample t-test, chi-square test and Mann-Whitney U test were used for data comparison. Results: A total of 489 PA patients were enrolled in this study, of which 109 had PA/SCS (22.3%). Patients with SCS were on average older (54.4±10.7 vs. 47.4±11.0, P<0.001); had a larger proportion of women (69.7%, 76/109 vs. 57.4%, 218/380; P=0.020); and a longer duration of hypertension [96 (36, 180) vs. 60 (12, 120) months, P=0.001] than patients without SCS. There were 215 and 51 patients in the PA group and PA/SCS group, who completed adrenalectomy and follow-up, respectively. The remission rate of autonomous cortisol secretion in the PA/SCS group was 85.3% (29/34). There was no significant difference in the remission rate of autonomous aldosterone secretion among patients between the PA/SCS and PA group (94.1%, 48/51 vs. 94.4%, 203/215; P=1.000), while the clinical remission rate in the PA/SCS group was lower than that in the PA group (39.2%, 20/51 vs. 61.9%, 133/215; P=0.003). Conclusions: SCS is common in PA patients (22.3%), and the clinical remission rate is low. Screening using the 1-mg overnight dexamethasone suppression test is recommended for all patients with PA.


Subject(s)
Adrenal Gland Neoplasms , Cushing Syndrome , Hyperaldosteronism , Humans , Female , Cushing Syndrome/complications , Cushing Syndrome/diagnosis , Adrenal Gland Neoplasms/complications , Retrospective Studies , Hyperaldosteronism/complications , Hyperaldosteronism/diagnosis , Prognosis , Dexamethasone/therapeutic use , Aldosterone
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