With the emergence of deep learning techniques based on convolutional neural networks, artificial intelligence (AI) has driven transformative developments in the field of medical image analysis. Recently, large language models (LLMs) such as ChatGPT have also started to achieve distinction in this domain. Increasing research shows the undeniable role of AI in reshaping various aspects of medical image analysis, including processes such as image enhancement, segmentation, detection in image preprocessing, and postprocessing related to medical diagnosis and prognosis in clinical settings. However, despite the significant progress in AI research, studies investigating the recent advances in AI technology in the aforementioned aspects, the changes in research hotspot trajectories, and the performance of studies in addressing key clinical challenges in this field are limited. This article provides an overview of recent advances in AI for medical image analysis and discusses the methodological profiles, advantages, disadvantages, and future trends of AI technologies.
Artificial Intelligence ; Humans ; Image Processing, Computer-Assisted/methods* ; Neural Networks, Computer ; Deep Learning ; Diagnostic Imaging/methods*

OBJECTIVE To standardize the strategies for prevention and control of Chikungunya(CHIK)in healthcare in-stitutions so as to reduce the risk of transmission in the institutions.METHODS A working group comprising the ex-perts in hospital infection control,infectious diseases,and microbiology systematically reviewed domestic and international evidence and current guidelines,integrated China's vector ecology and healthcare realities,conducted two rounds of Delphi to achieve expert consensus,and graded the evidence and recommendation strength using the Oxford Centre for Evidence Based Medicine system.RESULTS The consensus issues 18 actionable recommendations on triage,patient mosquito-proof isolation,integrated vector control,protection of susceptible populations,environmental cleaning and disinfection,specimen management,medical textile handling,and outbreak emergency response,with each statement assigned an evi-dence level and recommendation strength.CONCLUSION This consensus is for the first time in China to provide evidence-graded strategies for control of CHIK in healthcare institutions,offering work flow-oriented,implementable guidance for clinicians,laboratorians,and infection-control personnel under different risk scenarios and enhancing the comprehensive coping capacity of the healthcare institutions.

Creutzfeldt-Jakob disease(CJD)is a rapidly progressive and fatal neurodegenerative disorder caused by prions,with certain infectivity and iatrogenic transmission risks.With the rapid progress and application of new dia-gnostic biomarkers and detection methods,as well as the construction and improvement of surveillance and reporting systems,the detection of CJD in patients domestically and internationally has shown an increasing trend year by year.Due to its long incubation period and heterogeneity of early symptoms,early identification and diagnosis of the disease is difficult,increasing the risk of transmission within medical institutions.Currently,there is a lack of con-sensus on the infection prevention and control of CJD.In order to timely identify and diagnose CJD as well as effec-tively block its transmission in medical institutions,this consensus summarizes 15 clinical concerns and formulates 24 specific recommendations based on the latest domestic and international research findings and clinical evidence,as well as combines with clinical practice,aiming to standardize healthcare-associated infection prevention and control measures for CJD and reduce its transmission risk in medical institutions.

Gastric cancer presents a high incidence rate and substantial disease burden,posing significant therapeutic challenges.Recent advances have yielded significant benefits for gastric cancer patients through novel anti-tumor agents,including immune checkpoint inhibitor(ICI),human epidermal growth factor receptor 2(HER2)-targeted therapies,and claudin 18.2(CLDN18.2)-directed agents.Both monotherapy and various combination regimens demonstrate considerable promise in gastric cancer treatment.However,a critical safety concern potentially limiting patient benefit is drug-induced interstitial lung disease(ILD)/pneumonitis,particularly associated with ICI and antibody-drug conjugate(ADC).The risk and underlying mechanisms of ILD vary considerably across different anti-tumor drug classes,and its often insidious onset makes early detection difficult.Therefore,a deep understanding of the distinct ILD risks and mechanisms associated with different agents,coupled with rational,individualized drug monitoring and patient management,is paramount.This review systematically analyzes the incidence rates,clinical characteristics,and risk factors associated with ILD/pneumonitis reported in recent clinical trials of anti-tumor therapies for gastric cancer.It aimed to elucidate the risk stratification and mechanistic differences between drug classes,thereby enhancing clinical awareness and ultimately helping to maximize clinical outcomes for gastric cancer patients.

Gastric cancer presents a high incidence rate and substantial disease burden,posing significant therapeutic challenges.Recent advances have yielded significant benefits for gastric cancer patients through novel anti-tumor agents,including immune checkpoint inhibitor(ICI),human epidermal growth factor receptor 2(HER2)-targeted therapies,and claudin 18.2(CLDN18.2)-directed agents.Both monotherapy and various combination regimens demonstrate considerable promise in gastric cancer treatment.However,a critical safety concern potentially limiting patient benefit is drug-induced interstitial lung disease(ILD)/pneumonitis,particularly associated with ICI and antibody-drug conjugate(ADC).The risk and underlying mechanisms of ILD vary considerably across different anti-tumor drug classes,and its often insidious onset makes early detection difficult.Therefore,a deep understanding of the distinct ILD risks and mechanisms associated with different agents,coupled with rational,individualized drug monitoring and patient management,is paramount.This review systematically analyzes the incidence rates,clinical characteristics,and risk factors associated with ILD/pneumonitis reported in recent clinical trials of anti-tumor therapies for gastric cancer.It aimed to elucidate the risk stratification and mechanistic differences between drug classes,thereby enhancing clinical awareness and ultimately helping to maximize clinical outcomes for gastric cancer patients.

Creutzfeldt-Jakob disease(CJD)is a rapidly progressive and fatal neurodegenerative disorder caused by prions,with certain infectivity and iatrogenic transmission risks.With the rapid progress and application of new dia-gnostic biomarkers and detection methods,as well as the construction and improvement of surveillance and reporting systems,the detection of CJD in patients domestically and internationally has shown an increasing trend year by year.Due to its long incubation period and heterogeneity of early symptoms,early identification and diagnosis of the disease is difficult,increasing the risk of transmission within medical institutions.Currently,there is a lack of con-sensus on the infection prevention and control of CJD.In order to timely identify and diagnose CJD as well as effec-tively block its transmission in medical institutions,this consensus summarizes 15 clinical concerns and formulates 24 specific recommendations based on the latest domestic and international research findings and clinical evidence,as well as combines with clinical practice,aiming to standardize healthcare-associated infection prevention and control measures for CJD and reduce its transmission risk in medical institutions.

OBJECTIVE To standardize the strategies for prevention and control of Chikungunya(CHIK)in healthcare in-stitutions so as to reduce the risk of transmission in the institutions.METHODS A working group comprising the ex-perts in hospital infection control,infectious diseases,and microbiology systematically reviewed domestic and international evidence and current guidelines,integrated China's vector ecology and healthcare realities,conducted two rounds of Delphi to achieve expert consensus,and graded the evidence and recommendation strength using the Oxford Centre for Evidence Based Medicine system.RESULTS The consensus issues 18 actionable recommendations on triage,patient mosquito-proof isolation,integrated vector control,protection of susceptible populations,environmental cleaning and disinfection,specimen management,medical textile handling,and outbreak emergency response,with each statement assigned an evi-dence level and recommendation strength.CONCLUSION This consensus is for the first time in China to provide evidence-graded strategies for control of CHIK in healthcare institutions,offering work flow-oriented,implementable guidance for clinicians,laboratorians,and infection-control personnel under different risk scenarios and enhancing the comprehensive coping capacity of the healthcare institutions.

Senescence is the major risk factor that promotes development of different stages of chronic liver diseases and is closely related to occurrence of hepatocellular carcinoma.Significant differences consist in clinicopathological features and tumor microenvironment between elderly and young patients with hepatocellular carcinoma.With rapid development of systemic therapy,immune checkpoint inhibitors combined with targeted therapy have greatly improved the prognosis of patients with advanced hepa-tocellular carcinoma.The selection of treatment decisions for elderly patients with hepatocellular carcinoma requires to consider u-nique age-related issues.Adequate communication and necessary evaluation should be carried out before making decisions.Elderly patients with hepatocellular carcinoma are speculated to benefit from combination immunotherapy based on age subgroup analysis of large clinical studies.However,data of effects and security obtained from clinical trials has certain limitations when being ap-plied in elderly populations of real world.The optimal therapeutic strategies for elderly patients with hepatocellular carcinoma still remain to be further explored in large-scale prospective clinical studies.

Objective:To explore predictors of overall survival (OS) in Chinese patients with polycythemia vera (PV) .Methods:A total of 906 consecutive newly diagnosed patients with PV seen at the Blood Diseases Hospital, Chinese Academy of Medical Sciences, from June 2007 to February 2020 were included, and their data were collected. PV was diagnosed according to 2016 World Health Organization (WHO) diagnostic definitions. OS and prognostic factors were retrospectively analyzed.Results:Among the 906 patients, 439 were male (48.5%) and 467 were female (51.5%) . The median age was 57 years (range: 18-91 years) . 31.6% (276/874) of the patients had a thrombosis history at diagnosis, and 4.6% (25/541) of the patients had abnormal cytogenetics. The median follow-up was 54 months (95% confidence interval [ CI] 8-130 months) . The 5- and 10-year cumulative deaths were 5.8% (95% CI 4.8%-6.7%) and 11.1% (95% CI 9.3%-12.9%) , respectively. Univariate analysis showed that age ≥60 years, thrombosis history, white blood cells (WBC) ≥15×10 9/L, platelet (PLT) ≥450×10 9/L, and platelet distribution width (PDW) ≥15 fl significantly correlated with worse OS, and palpable spleen correlated with better OS. Multivariate analysis showed that age ≥60 years ( HR=4.3, 95% CI 2.1-9.2, P<0.001) and PDW ≥15 fl ( HR=2.1, 95% CI 1.1-4.0, P=0.023) were independent prognostic factors for worse OS. The 5-year cumulative death for patients with PDW ≥15 fl or PDW<15 fl was 8.6% (95% CI 5.9%-11.3%) or 4.4% (95% CI 3.4%-5.4%) , respectively. The 5-year cumulative death for patients defined as low-, intermediate-, and high-risk patients by international working group score system for PV (IWG-PV) were 0.8% (95 CI 0.2%-1.4%) , 4.0% (95% CI 2.7%-5.3%) , and 12% (95% CI 9.6%-14.4%) , respectively, with a significant difference among the three cohorts ( P<0.05) . PDW ≥ 15 fl significantly affected OS for intermediate- and high-risk patients ( HR=2.3, 95% CI 1.2-4.2, P=0.009) defined by IWG-PV score system, but not for low-risk patients ( HR=3.1, 95% CI 0.2-52.0, P=0.405) . Conclusions:Age ≥60 years and PDW ≥15 fl were independent prognostic factors for worse OS in PV. IWG-PV score system effectively predicted OS for Chinese patients with PV.

To investigate Streptococcus suis ( S.suis) isolated from patients in Shandong province using genomic epidemiology and pathogenologic analysis. To provide the foundation to establish reasonable and accurate prevention and control measures of human S. suis infection. Molecular typing, whole genome phylogenetic tree, virulence gene typing, antibiotic resistance profile and mobile genetic elements carrying antibiotic resistance genes of isolated S. suis strains were investigated. The pathogenicity of isolated strains was also evaluated by comparing their capacity to induce pro-inflammatory cytokine production in vitro. S. suis infections in Shandong province were predominantly due to serotype 2 and sequence type 1 strains. The major symptoms were meningitis. The studied strains could be divided into five lineages. All strains belong to highly pathogenic type in Shandong province,Strains from lineage 2 possessed higher capacity to stimulate pro-inflammatory cytokine production than other strains did, even though other strains belong to highly pathogenic strains. In addition, multiple antibiotic resistance genes and corresponding mobile genetic elements werewidespread in S. suis strains from Shandong province, except strains from lineage 3. High diversities in genome, evolutionary path and pathogenicity of S. suis strains from Shandong province were revealed. It was necessary to surveillant the S. suis strain in genomic level.