1.Harnessing Machine Learning for Personalized Care of Patients With Idiopathic Sudden Sensorineural Hearing Loss: A Multicenter Cohort Study
Yen-Ting GUO ; Ching-Ting TAN ; Chen-Chi WU ; Chun-Ying WANG ; Chein-Yu HUANG ; Tzu-Hsiang YANG ; Ting-Yi LEE ; Ting-Hua YANG ; Tien-Chen LIU ; Pey-Yu CHEN ; Pei-Hsuan LIN
Clinical and Experimental Otorhinolaryngology 2026;19(2):194-204
Objectives:
. Idiopathic sudden sensorineural hearing loss (ISSNHL) is a significant cause of hearing loss. Intratympanic steroid injection (ITSI) is commonly used as an initial or salvage treatment; however, the lack of a standardized treatment protocol has resulted in variability in clinical practice. In addition, no efficient prediction model currently exists to support personalized management. Therefore, this study aimed to develop tailored management strategies for ISSNHL using a machine-learning model.
Methods:
. This retrospective multicenter cohort study was conducted between January 2015 and December 2020, with data analysis performed between January 2021 and March 2024. Patients were selected based on the International Classification of Diseases, 10th Revision criteria for ISSNHL, along with relevant medication and procedure codes. Patients with pure-tone audiogram results not meeting ISSNHL criteria, better initial hearing in the affected ear, an identifiable etiology, no post-treatment audiogram, or delayed treatment (>6 weeks) were excluded. We included 770 patients diagnosed with ISSNHL who received ITSI. The primary outcome was the area under the receiver operating characteristic curve for prediction performance. Recovery status was determined using the last pure-tone audiogram. Modeling was conducted on the Quanta for Medical Care AI platform using five machine-learning algorithms and a nested cross-validation framework, in which feature selection and hyperparameter tuning were performed in the inner folds and model performance was evaluated in the outer folds.
Results:
. A random forest classifier outperformed the other models in predicting hearing outcomes, achieving an area under the receiver operating characteristic curve of 0.788. Time to ITSI was the most influential treatment-related factor, with ITSI administered within 10 days of hearing loss being associated with better outcomes. This model can be used to provide personalized prognostic estimates under different treatment protocols.
Conclusion
. The machine-learning-based prediction model facilitates personalized treatment strategies and timely treatment adjustments for ISSNHL, thereby optimizing the likelihood of complete recovery.
2.Identification and infection rate of densovirus in Culex pipiens pallens in Beijing in 2023
Xiu-yan XU ; Ting YAN ; Si-jie ZHU ; Jing LI ; Mei-de LIU ; Hong-jiang ZHANG ; Ting LIU ; Qiu-hong LI ; Xiao-jie ZHOU ; Ying TONG ; Yong ZHANG
Acta Parasitologica et Medica Entomologica Sinica 2026;33(1):25-30
Objective This study conducted molecular biological identification of the viruses carried by Culex pipiens pallens specimens collected in Shunyi District, Beijing in 2023, and observed the changes in the infection rate of the viruses carried by Cx. pipiens pallens at different collection times. Methods Cx. pipiens pallens were collected using carbon dioxide mosquito traps. The mosquito samples were ground in batches and analyzed by molecular biology technologies. The virus infection rate at different collection times was analyzed statistically. Results 17 strains of Culex pipiens pallens densovirus(CppDNV)were identified from Cx. pipiens pallens samples collected in Shunyi District, Beijing, in 2023. The nucleotide sequence analysis of the virus genome coding region showed that CppDNV was a single-stranded DNA virus with a total length of 3 335 nt, encoding 2 non-structural proteins(NS1, NS2)and 1 capsid protein(VP). The nucleotide(amino acid)sequence lengths of the three proteins were 2 376 nt(791 aa),1 092 nt(363 aa)and 1 071 nt(356 aa), respectively. Phylogenetic analysis showed that CppDNV was located in genus Brevihamaparvovirus. Statistical analysis showed no significant difference in infection rates across collection times(χ2=4.429, P=0.194). Conclusions CppDNV was identified in Cx. pipiens pallens in Beijing, and it was stably maintained in this natural population.
3.Incidence and severity grading of treatment-related adverse event associated with programmed death-1/programmed death-ligand 1 inhibitors combined with various anticancer regimens
Ting FENG ; Ying QU ; Lian LIU ; Lin WANG
Journal of Clinical Medicine in Practice 2025;29(2):19-23
Objective To analyze the incidence and severity grading of treatment-related adverse event(TRAE)associated with programmed death-l/programmed death-ligand 1(PD-1/PD-L1)in-hibitors combined with various anticancer regimens.Methods A total of 356 tumor patients treated with PD-1/PD-L1 inhibitors were retrospectively selected as the study objects.The occurrence of ad-verse reactions in patients treated with PD-1/PD-L1 inhibitors combined with different anticancer regi-mens was recorded and analyzed.Results Among the 356 patients treated with PD-1/PD-L1 inhibi-tors in combination with various anticancer regimens,332 times of TRAEs were observed.Fatigue and adverse gastrointestinal reactions were the most prevalent,accounting for 31.93%(106/332)and 20.78%(69/332)respectively.Skin-related adverse reactions(appearing within 3 to12 weeks)and gas-trointestinal adverse reactions(5 to 10 weeks)occurred first,while fever(10 to 30 weeks)and pneumonia(12 to 32 weeks)presented later,with the longest observation time span.The lowest overall incidence of TRAE was observed in the combination of PD-1/PD-L1 inhibitors with cytotoxic T-lymphocyte-as-sociated antigen 4(CTLA-4)inhibitors(85.71%,36/42),while the highest was in the combina-tion with platinum-based doublet chemotherapy(96.88%,155/160).The incidence of grade 3 to 5 TRAEwas lowest in the combination of PD-1/PD-L1 inhibitors with radiotherapy(10.53%,6/57)and highest in the combination with vascular endothelial growth factor/vascular endothelial growth factor receptor(VEGF/VEGFR)targeted therapy(44.64%,25/56).There was no signifi-cant difference in the incidence and severity of TRAE among different tumors(P>0.05).Conclu-sion When different anti-cancer regiments combined with PD-1/PD-L1 inhibitors,the overall inci-dence of TRAE is higher,among which the incidence of TRAE combined with CTLA-4 is relatively lowest,and the symptoms of TRAE combined with radiotherapy are relatively mild.
4.Survey and recommendations for gastrointestinal endoscope cleaning and disinfection quality in 74 medical institutions in Yangzhou of Jiangsu Province
Xiaofang YE ; Jianping SUN ; Ying QIN ; Qi LIU ; Shuping DONG ; Ting MENG
Journal of Clinical Medicine in Practice 2025;29(7):122-126
Objective To investigate the current situation of personnel training,material alloca-tion,process implementation and quality monitoring of gastrointestinal endoscopy cleaning and disin-fection in medical institutions at all levels in Yangzhou City,so as to provide reliable data for further improving the quality management of digestive endoscopy cleaning and disinfection in the city.Meth-ods According to the latest industry standards,a questionnaire was designed to carry out an online questionnaire survey on the status quo of digestive endoscopy cleaning and disinfection in 74 medical institutions of different levels in Yangzhou City,and the results were analyzed.Results 50%of the city's hospitals adopt the way of self-training within the department,and only 22 people have obtained the provincial or above professional cleaning and disinfection certificate.In 21.62%of hospitals,cleaning and disinfection personnel were not assessed before starting work.13.51%of the hospitals did not use purified water for terminal rinsing,and 44.59%of the hospitals did not have a cleaning and disinfection machine.79.73%of hospitals recorded by hand.71.62%of the hospitals failed to carry out standard cleaning quality monitoring,83.78%of the hospitals did not implement biofiltra-tion monitoring method.In addition,in the biological monitoring in 2023,14.86%of hospitals had the problem of excessive microorganisms.Conclusion The implementation of endoscope cleaning and disinfection standards varied significantly among medical institutions in Yangzhou,with level one and level two hospitals posing potential hospital infection risks.It is recommended to establish a pro-fessional entry system for endoscope cleaning and disinfection personnel citywide,increase investment in hardware facilities,and strictly enforce monitoring standards.
5.Engineering yeast for high-efficiency isoliquiritigenin production via synthetic biology approaches
Yan YIN ; Shucan LIU ; Ting LI ; Ying HUANG ; Xianan ZHANG ; Guangxi REN ; Wei GAO ; Xinghong GUO ; Dan JIANG ; Chunsheng LIU
Science of Traditional Chinese Medicine 2025;3(4):356-365
Background: Isoliquiritigenin, a key pharmacologically active compound derived from the traditional Chinese medicine Glycyrrhizae Radix et Rhizoma, can be further modified into various high-value 5-deoxyflavones, demonstrating significant potential for pharmaceutical development. Currently, the supply of isoliquiritigenin primarily depends on plant extraction. However, heterologous synthesis using microbial cell factories presents a promising alternative, offering a solution to resource limitations caused by the dwindling availability of Glycyrrhiza uralensis. Objective: This study aimed to employ heterologous synthesis in yeast strains for the stable and high-efficiency production of isoliquiritigenin. Methods: First, a stable chassis strain for isoliquiritigenin production was constructed by integrating optimized biosynthetic pathway enzyme genes. A type IV noncatalytic chalcone isomerase-like protein and a synthetic protein scaffold system were employed to enhance the metabolic channeling of key pathway enzymes. Subsequently, yeast metabolism was fine-tuned to balance precursor supply, and cofactor engineering strategies were implemented to increase nicotinamide adenine dinucleotide phosphate hydrogen (NADPH) availability, thereby ensuring the catalytic efficiency of the key enzyme chalcone reductase. Results: The engineered strain Y21-2 achieved a 24.4-fold increase in isoliquiritigenin titer compared to the original strain. Additionally, the proportion of the by-product naringenin chalcone was reduced by 67.8%, marking the first instance in which the ratio of C-5 hydroxylated by-products was minimized to 10.4% during the microbial synthesis of 5-deoxyflavones. Conclusion: This work provides a valuable reference for the efficient and sustainable production of isoliquiritigenin, laying a solid foundation for further pathway optimization and the biotechnological synthesis of other high-value natural 5-deoxyflavones.
6.Ultrasound radiomics combined with machine learning for early diagnosis of seronegative hashimoto’s thyroiditis
Wenjun WU ; Chang LIU ; Shengsheng YAO ; Daming LIU ; Yuan LUO ; Yihan SUN ; Ting RUAN ; Mengyou LIU ; Li SHI ; Mingming XIAO ; Qi ZHANG ; Zhengshuai LIU ; Xingai JU ; Jiahao WANG ; Xiang FEI ; Li LU ; Yang GAO ; Ying ZHANG ; Liying GONG ; Xuanyu CHEN ; Wanli ZHENG ; Xiali NIU ; Xiao YANG ; Huimei CAO ; Shijie CHANG ; Zuoxin MA ; Jianchun CUI
Chinese Journal of Endocrine Surgery 2025;19(3):313-319
Objective:To evaluate the value of ultrasound radiomics combined with machine learning for early diagnosis of seronegative Hashimoto’s thyroiditis (SN-HT) .Methods:This retrospective study included 164 patients from Liaoning Provincial People’s Hospital , Lixin County People’s Hospital, Linghai Dalinghe Hospital, Fengcheng Phoenix Hospital, who underwent thyroidectomy for solitary nodules with normal thyroid function between Nov. 2016 and Jan. 2024. Postoperative pathology confirmed Hashimoto’s thyroiditis (HT) in some cases, who were further categorized into antibody-positive and antibody-negative groups based on serum antibody status. Patients without Hashimoto’s thyroiditis served as the control group. A total of 298 ultrasound images were analyzed. Radiomics features were extracted from hypoechoic non-nodular areas within 0.5 cm surrounding the tumor. Two senior pathologists and two senior ultrasound physicians independently assessed lymphocytic infiltration, eosinophilic changes of follicular epithelium, and the proportion of hypoechoic areas in pathology and ultrasound images, respectively. A machine learning model, CCH-NET, was developed using linear regression and t-distributed stochastic neighbor embedding (t-SNE) techniques. The dataset was divided into a training set (80%) and a validation set (20%) to compare the diagnostic accuracy of CCH-NET with that of senior ultrasound physicians. Results:In internal validation, CCH-NET achieved a diagnostic accuracy of 88.89% for both antibody-positive and antibody-negative groups, significantly higher than the 66.67% accuracy of senior ultrasound physicians ( P<0.01). In external validation, CCH-NET achieved 75.00% and 66.67% accuracy for the two groups, compared to 50.00% by senior ultrasound physicians. For the control group, both methods achieved 93.33% accuracy. The AUC of CCH-NET was 0.848, outperforming senior ultrasound physicians (0.681) ,demonstrating superior diagnostic performance. Conclusion:The radiomics-based CCH-NET model, using non-nodular hypoechoic areas as a specific indicator, can accurately identify early SN-HT in euthyroid patients. It significantly outperforms senior ultrasound physicians, improving diagnostic accuracy and reducing missed diagnoses.
7.Observation on brain structural changes in preterm infants and analysis of clinical risk factors based on 3D T1 structural MRI
Mingwen YANG ; Lin ZHANG ; Zuozhen LAN ; Ting PENG ; Ying LIN ; Jungang LIU
Chinese Journal of Medical Imaging Technology 2025;41(10):1628-1632
Objective To observe brain structural changes in preterm infants and to analyze associated clinical risk factors based on 3D T1 structural MRI.Methods Brain 3D T1 structural MRI data of 82 preterm infants(preterm group)and 50 term infants(term group)were analyzed.Cortical morphology,including cortical thickness,surface area,sulcal depth and gyrification index were compared between groups.Spearman partial correlation analysis was used to explore the correlations of cortical structural changes and perinatal clinical variables.Results Compared with those in term group,increased cortical thickness of the right caudal middle frontal gyrus,reduced surface area of the left inferior parietal lobule,left precuneus and bilateral supramarginal gyrus,as well as decreased gyrification index in the right superior temporal gyrus,right lateral occipital gyrus,left inferior parietal lobule and left parahippocampal gyrus were observed in preterm group(all FDR corrected P<0.05).No significant difference of sulcal depth was found between groups(all P>0.05).Cortical surface area in bilateral supramarginal gyrus of preterm infant lowly-weakly negatively(rs=-0.327,-0.267,both P<0.05)correlated,while the gyrification index in left parahippocampal gyrus of preterm infant weakly and positively(rs=0.221,P=0.045)correlated with maternal gestational diabetes mellitus.The surface area of left inferior parietal lobule,left precuneus,left supramarginal gyrus and right supramarginal gyrus in preterm infant weakly and negatively correlated with maternal infection during pregnancy(rs=-0.284—-0.224,all P<0.05).Meanwhile,cortical thickness of the right caudal middle frontal gyrus and surface area of the right supramarginal gyrus in preterm infant lowly and negatively correlated with premature rupture of membranes(rs=-0.311,-0.301,both P<0.05).Conclusion 3D T1 structural MRI was useful for detecting abnormal cortical morphology of preterm infants.Maternal gestational diabetes,infection during pregnancy and premature rupture of membranes might be risk factors for abnormal brain structure in newborns.
8.HuiNet report of 2024: the distribution and antimicrobial resistance profile of clinical bacterial isolates in Anhui province
Yanyan LIU ; Yasheng LI ; Liang YU ; Yi YANG ; Ting WU ; Jun YIN ; Lifen HU ; Ying YE ; Jiabin LI
Chinese Journal of Clinical Infectious Diseases 2025;18(1):63-76
Objective:To report the surveillance results of the distribution and antimicrobial resistance profile of clinical isolates in Anhui province.Methods:Surveillance data from 94 members of the Anhui Antimicrobial Resistance Surveillance Network(HuiNet)from October 2023 to September 2024 were collected,the major drug-resistant bacteria and the resistance to commonly used antibiotics were analyzed. WHONET 5.6 and SPSS 25.0 software were used for data analysis.Results:Among 240 339 clinical strains,Gram-negative bacteria accounted for 75.0%(180 153 strains). The detected bacteria mainly include Escherichia coli( n=53 587,22.3%), Klebsiella pneumoniae( n=39 774,16.5%), Pseudomonas aeruginosa( n=25 505,10.6%), Staphylococus aureus( n=19 438,8.1%), Acinetobacter baumannii complex( n=14 239,5.9%),and so on. The prevalence of methicillin-resistant Staphylococcus aureus(MRSA)and methicillin-resistant coagulase-negative Staphylococcus aureus(MRCNS)were 37.7%(7 112/18 853)and 73.9%(13 221/17 895),respectively. No vancomycin- and teicolanin-resistant Staphylococcus were detected. The prevalence of carbapenem-resistant Escherichia coli(CREC)and Klebsiella pneumoniae(CRKP)were 1.9%(971/51 991)and 12.3%(4 864/39 414),respectively. The resistance rate of CRKP to tigecycline and polycolistin B was 7.7% and 7.9%,respectively. The prevalence of carbapenem-resistant Acinetobacter baumannii(CRAB)complex and Pseudomonas aeruginosa(CRPA)were 57.9%(8 222/14 198)and 18.2%(4 569/25 052),respectively,with low resistance to polycolistin B(2.0% and 7.2%,respectively). The detection rates of MRSA,MRCNS,CRAB complex,third-generation cephalosporin-resistant Escherichia coli(3GC-R-EC)and quinolone-resistant Escherichia coli(QREC)in northern Anhui were the highest(46.8%,77.1%,65.6%,57.6% and 55.5%,respectively),which were higher than those in central and southern Anhui( χ2=107.858 and 566.202,5.950 and 142.223,39.254 and 289.137,135.402 and 449.114,39.142 and 185.114, P<0.05 or <0.01),and the detection rates in central Anhui were higher than those in southern Anhui( χ2=272.031,102.717,162.409,118.891 and 66.889,all P<0.001). The detection rates of CRKP,CRPA and thirdgeneration cephalosporinresistant Klebsiella pneumoniae(3GC-R-KP)in central Anhui were the highest(16.7%,21.7% and 32.0%,respectively),which were higher than those in northern and southern Anhui( χ2=229.656 and 439.377,156.599 and 65.818,77.386 and 232.568,all P<0.001). The detection rates of CREC,3GC-R-EC and QREC were the highest in the elderly(2.2%,54.0% and 56.4%,respectively),which were higher than those in children and adults( χ2=8.034 and 13.150,17.032 and 103.437,438.353 and 183.099,all P<0.01). The detection rates of CRKP and 3GC-R-KP in neonates were the highest(20.6% and 56.9%,respectively),which were significantly higher than those in children,adults and the elderly( χ2=38.869,8.337 and 7.921;65.517,55.525 and 49.214,all P<0.01),and the detection rate of 3GC-R-KP in the elderly was higher than that in children and adults( χ2=14.122 and 7.501,both P<0.01). The detection rates of CRAB complex,CRPA,CREC,CRKP and 3GC-R-KP in tertiary hospitals were higher than those in secondary hospitals( χ2=25.606,16.501,5.820,33.116 and 117.086, P<0.05 or <0.01). Except for MRSA,vancomycin-resistant Enterococcus faecium and QREC,the detection rates of major drug-resistant bacteria in intensive care unit(ICU)were the highest(all P<0.001). From 2019 to 2024,the detection rates of MRSA,MRCNS,CRKP,CRAB complex and CRPA all showed a slow decreasing trend( χ2=42.319,122.779,340.381,83.512 and 81.668,all P<0.001). Conclusions:The situation of antimicrobial resistance in Anhui province shows a downward trend,but it is still serious,especially in northern and central Anhui. It is necessary to pay attention to the bacterial resistance particularly for the elderly,newborns,children and ICU.
9.Expert consensus on prevention and control of Chikungunya in healthcare institutions(2025 Edition)
Ling HE ; Yan LIU ; Fang YU ; Ying LIU ; Dayue LIU ; Hongyan LIU ; Ruiting WANG ; Shuxian CHEN ; Chen ZHU ; Xiaodong HAN ; Ting HUANG ; Fengxia GUO ; Zhen-feng ZHONG ; Yuanchun MO ; Xiujuan QU ; Yinan LI ; Yi XU ; Chengxiang KONG ; Ning LI ; Shaoyan LU ; Ming WU ; Zide DENG ; Shumei SUN
Chinese Journal of Nosocomiology 2025;35(22):3361-3369
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.
10.Genetic and clinical characteristics in epilepsy patients with ATP6V1A gene variants
Shijia OUYANG ; Ting WANG ; Quanzhen TAN ; Yuan LI ; Zeyong DONG ; Changhao LIU ; Wenwei LIU ; Ying YANG ; Xiaoling YANG ; Yuehua ZHANG
Chinese Journal of Pediatrics 2025;63(12):1354-1359
Objective:To explore the genetic and clinical characteristics of epilepsy related with ATP6V1A gene heterozygous variants.Methods:A case series study was conducted. The clinical data of 10 children of epilepsy associated with ATP6V1A gene variants who were admitted to the Children′s Medical Center, Peking University First Hospital from January 2019 to December 2024 was collected. The characteristics of children′ gene variation, clinical phenotype, auxiliary examination results, treatment and prognosis were analyzed.Results:Among the 10 children, there were 4 boys and 6 girls. All 10 children with ATP6V1A gene variants were de novo heterozygous variants, including 1 case of mosaic variant. A total of 9 different variants were identified and 7 variants have not been reported previously. The age at epilepsy onset was 28 (9, 48) months. Five children experienced their first seizure as a fever induction. The types of epileptic seizures included focal seizures in 6 children, epileptic spasms in 5 children, tonic spasms and atonic seizures in 1 child respectively. Three children had 2 seizure types. Global developmental delays were exhibited in 8 children, 2 of whom manifested autism spectrum disorder phenotypes. Two children showed normal development. Electroencephalography revealed slowed background activity in 5 children. Interictal epileptiform discharges were recorded in 9 cases, including hypsarrhythmia, focal, multifocal or generalized discharges. Clinical seizures were captured in 4 children. Brain magnetic resonance imaging abnormalities were found in 4 children, including frontotemporal cortical dysplasia, prominent sulci, delayed myelination of white matter, dysplasia of the corpus callosum, bilateral ventricular enlargement, and cerebral atrophy. Five children were diagnosed with developmental and epileptic encephalopathy (DEE), and 4 of them were diagnosed with infantile epileptic spasms syndrome. At the last follow-up, the age was 78 (25, 120) months. Seizures were controlled in 6 children, while 4 children had uncontrolled seizures despite treatment with ≥3 anti-seizure medications. Conclusions:All children with ATP6V1A gene related epilepsy harbored de novo heterozygous missense variants, with few showing mosaic variants. Seizure onset age ranged widely from the neonatal period to childhood. The predominant seizure types were focal seizures and epileptic spasms. The phenotypic spectrum may exhibit DEE, while a minority maintain normal development.


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