1.Health literacy prediction models based on machine learning methods: a scoping review
PAN Xiang ; TONG Yingge ; LI Yixuan ; NI Ke ; CHENG Wenqian ; XIN Mengyu ; HU Yuying
Journal of Preventive Medicine 2025;37(2):148-153
Objective:
To conduct a scoping review on the types, construction methods and predictive performance of health literacy prediction models based on machine learning methods, so as to provide the reference for the improvement and application of such models.
Methods:
Publications on health literacy prediction models conducted using machine learning methods were retrieved from CNKI, Wanfang Data, VIP, PubMed and Web of Science from inception to May 1, 2024. The quality of literature was assessed using the Prediction Model Risk of Bias ASsessment Tool. Basic characteristics, modeling methods, data sources, missing value handling, predictors and predictive performance were reviewed.
Results:
A total of 524 publications were retrieved, and 22 publications between 2007 and 2024 were finally enrolled. Totally 48 health literacy prediction models were involved, and 25 had a high risk of bias (52.08%), with major issues focusing on missing value handling, predictor selection and model evaluation methods. Modeling methods included regression models, tree-based machine learning methods, support vector machines and neural network models. Predictors primarily encompassed factors at four aspects: individual, interpersonal, organizational and society/policy aspects, with age, educational level, economic status, health status and internet use appearing frequently. Internal validation was conducted in 14 publications, and external validation was conducted in 4 publications. Forty-two models reported the areas under the receiver operating characteristic curve, which ranged from 0.52 to 0.983, indicating good discrimination.
Conclusion
Health literacy prediction models based on machine learning methods perform well, but have deficiencies in risk of bias, data processing and validation.
2.Analysis of clinical features and prognosis in pediatric malignant solid tumors of head and neck in single-center
Peiyi YANG ; Chao DUAN ; Shengcai WANG ; Mei JIN ; Dawei ZHANG ; Libing FU ; Tong YU ; Zhikai LIU ; Xiaoli MA ; Xin NI ; Yan SU
Journal of Capital Medical University 2025;46(3):545-552
Objective To summarize the clinical features and prognosis of children suffered from malignant solid tumors of head and neck.Methods The clinical data of children with primary malignant solid tumors located in the head and neck was retrospectively analyzed from January 2007 to December 2021 in the Department of Oncology,Beijing Children's Hospital,Capital Medical University,and the clinical features,prognostic factors were summarized.Results A total of 234 children with malignant solid tumors of head and neck were included,with a male to female ratio of 1∶0.7,aged from 3 months to 17 years and 6 months(median age 51 months).173 cases(73.9%)were treated with local painless masses.Other symptoms included snoring and facial paralysis.The proportion of rhabdomyosarcoma(RMS)was the highest(145 cases,62.0%),followed by neuroblastoma(NB)(25 cases,10.7%),Ewing sarcoma(19 cases,8.1%),etc.A total of 47 cases(20.1%)had distant metastasis.The patients received surgery,chemotherapy and radiotherapy under the mode of multidisciplinary treatment(MDT).The 3-year and 5-year overall survival(OS)were 80.8%and 75.8%,respectively,and the 3-year and 5-year progression free survival(PFS)were 64.0%and 58.9%,respectively.Tumor survivors had abnormal appearance or facial motor function(49 cases,41.2%),developmental problems or abnormal tooth loss(18 cases,15.1%),and other long-term complications that may be related to the tumor or treatment.Conclusion There are various pathologic types of pediatric head and neck malignant solid tumors,RMS and NB are the most common.Local painless mass was the most common complaint.Distant metastasis is an independent risk factor for the prognosis of head and neck malignant solid tumors.Under the MDT model,the prognosis of malignant solid tumors of the head and neck in our center was generally good.In the treatment of the tumors,the side effects and sequelae should be controlled as small as possible under the premise of long-term survival.
3.Value of dual-energy CT quantitative parameters combined with clinical features in diagnosis of stages T2 and T3 colorectal cancer
Ni FANG ; Xin WEI ; Weijuan CHEN ; Mei FENG ; Lingjing ZHANG ; Yuexi LIU ; Qi LAI ; Xuan DING ; Xinjie LIU ; Wei JIANG ; Han YU
Journal of Army Medical University 2025;47(2):177-185
Objective To investigate the diagnostic value of our regression model based on quantitative parameters of dual-energy CT and clinical features for stages T2 and T3 colorectal cancer.Methods A cross-section study was performed on 91 patients with colorectal cancer confirmed by postoperative pathology in our hospital from January 2022 to November 2023.All of them underwent dual-energy CT examination.According to the pathological T staging criteria of Chinese Colorectal Cancer Diagnosis and Treatment Standard(2020 Edition),they were divided into T2 group(n=43)and T3 group(n=48).Univariate analysis was used to compare the differences in quantitative CT parameters and clinical features between the 2 groups,and the obtained significant variables were employed to construct diagnosis models by univariate or multivariate logistic regression analysis.The area under receiver operating characteristic curve(AUC)of the CT parametric model and the model combined with clinical features was compared to evaluate the efficacy of diagnosing T2 and T3 stages.Results Univariate analysis showed that carcinoembryonic antigen(CEA),N stage,tumor location,tumor longest diameter(LD),CT value of virtual noncontrast(CT-VNC),fat fraction,electron density(Rho)and dual energy index(DEI)were significantly different between the T2 and T3 groups(P<0.05).Multivariate logistic regression analysis found that N stage,tumor location,LD,fat fraction and DEI were independent risk factors for the diagnosis of stage T3.The AUC value of the model of above CT parameters in diagnosing stage T3 colorectal cancer was 0.671(95%CI:0.558~0.783),and the AUC value of the combined model of above CT parameters and clinical features was 0.886(95%CI:0.815~0.957),and statistical difference was observed in the AUC value between the combined model and the CT parametric model(P<0.01).Conclusion The regression model constructed with dual-energy CT quantitative parameters combined with clinical features has high value in the preoperative diagnosis of stages T2 and T3 colorectal cancer before surgery.
4.Effect of a compound nutrition preparation on wound healing after acute trauma in rats
Wenbin XIN ; Qian BAI ; Xiangmin NI ; Rongjiang HUANG ; Xinyu LIANG ; Mantian MI ; Jian WANG
Journal of Army Medical University 2025;47(6):506-518
Objective To explore the efficacy of a compound nutrition preparation on wound healing after acute trauma and investigate the underlying mechanism primarily.Methods After skin wound model was successfully constructed on totally 60 male SD rats surgically,they were randomly divided into control group(CON group),whey protein group(WP group)and low-and high-dose nutritional formula groups(LDF and HDF groups),with 15 animals in per group.From the next day after surgery,the rats in each group were given corresponding nutritional interventions for 2 weeks.During the intervention,the wound conditions were observed and recorded,and the wound area was measured.The samples were collected on the 3rd,7th and 14th days after surgery,respectively.Serum albumin(ALB),prealbumin(PA),total protein(TP),inflammatory factors(TNF-α,IL-1β,IL-6 and IL-10),immunoglobulins(IgA,IgG and IgM)and hydroxyproline(Hyp)were detected by the corresponding reagent kits.The histopathologic changes of wound were observed with HE staining.Masson staining was used to observe the collagen fiber deposition in wound tissue.The angiogenesis of wound tissue was evaluated by immunohistochemical staining.Results Compared with the CON group,the wound healing speed,collagen synthesis and angiogenesis speed were significantly accelerated in the WP group,LDF group and HDF group(P<0.05),and the effects were the most obvious in the HDF group.On the 3rd day after surgery,in the WP,LDF and HDF groups,the serum ALB,PA and TP levels were significantly increased(P<0.05),serum TNF-α and IL-1β levels were obviously decreased(P<0.05),and serum IL-10 level was notably increased(except WP group)when compared with the CON group.The serum IgG and IgM levels were significantly increased in the LDF group and HDF group(P<0.05)and significant increment of IgA was only observed in the HDF group(P<0.05).On the 7th day after modeling,the levels of ALB,PA and TP were significantly increased(P<0.05),the levels of TNF-α,IL-1β and IL-6 were obviously decreased(P<0.05),and the levels of IL-10 were remarkably increased(P<0.05)in the HDF group than the CON group;The LDF group and HDF group had significantly elevated serum IgG and IgM levels(P<0.05),but only the former group had statistically increased serum IgA level(P<0.05).On the 14th day after modeling,the HDF group had significantly increased levels of ALB and TP(P<0.05),decreased levels of IL-1β(P<0.05),and raised levels of IgG and IgM when compared with the CON group(P<0.05).Conclusion Our compound nutrition preparation promotes wound healing in rat model of acute trauma,which might be related to its improving the nutritional status,promoting collagen synthesis,and thus alleviating inflammatory response and enhancing immune function.
5.The effect of adenoidectomy on the prognosis of children with refractory chronic sinusitis and adenoid hypertrophy
Lang XU ; Lu LIU ; Wei ZHANG ; Pengpeng WANG ; Xin NI
Chinese Archives of Otolaryngology-Head and Neck Surgery 2025;32(8):529-533,537
OBJECTIVE To analyze the distribution of the nasopharyngeal microbiota in children with refractory chronic sinusitis and adenoid hypertrophy using 16S rRNA next-generation high-throughput sequencing technology,and to compare the effects of adenoidectomy on the nasopharyngeal microbiota in such patients,with the aim of providing microbiological evidence for the clinical treatment of refractory chronic sinusitis with adenoid hypertrophy.METHODS Children diagnosed with chronic sinusitis with adenoid hypertrophy who visited Chengdu Women and Children's Central Hospital from January 2024 to March 2025 and whose symptoms were not controlled after drug treatment were selected.They were divided into a non-surgical group and a surgical group based on whether they underwent adenoidectomy.The VAS scores,Lund-Kennedy scores,and microbial community detection rates between the two groups were compared.RESULTS The final VAS scores and Lund-Kennedy scores for surgical group were both lower than those for non-surgical group,with statistically significant differences(tVAS score=3.491,P<0.001;tLund-Kennedy score=4.166,P<0.001).Comparisons of microbial α diversity analysis and β diversity at the phylum and genus levels between the two groups showed no statistically significant differences(tα diversity analysis=0.524,P=0.604;Rβ diversity at the phylum level=0.075,P=0.454;Rthe genus level=0.117,P=0.538).The dominant bacterial groups at the phylum level were the same in both groups,including Proteobacteria,Bacillales,Actinobacteria,Bacteroidetes,and Firmicutes,but the average relative abundance differed between the two groups.Species comparison analysis showed that at the phylum level,the abundance of Proteobacteria and Thermodesulfovibrio in surgical group was higher than that in non-surgical group;At the genus level,the abundance of the genus Moraxella was higher in non-surgical group than in surgical group,while the abundance of the genera Acidovorax,Stenotrophomonas,Delftia,Burkholderia,Caballeronia,Paraburkholderia,Lactobacillus,Devosia,norank_f_Muribaculaceae,Paracoccus,and Kocuria was lower in non-surgical group than in surgical group.CONCLUSION Children with refractory sinusitis and adenoid hypertrophy all have rich microbial communities in the nasopharynx.Adenoid surgery has no significant effect on the diversity of the nasopharyngeal microbial community.However,the composition of the microbial community has changed,and there are significant species differences,which may be related to the resolution of local obstruction after adenoidectomy and changes in the survival environment of the nasopharyngeal microbial community.
6.Mid-long term follow-up reports on head and neck rhabdomyosarcoma in children
Chao DUAN ; Sidou HE ; Shengcai WANG ; Mei JIN ; Wen ZHAO ; Xisi WANG ; Zhikai LIU ; Tong YU ; Lejian HE ; Xiaoman WANG ; Chunying CUI ; Xin NI ; Yan SU
Chinese Journal of Pediatrics 2025;63(1):62-69
Objective:To analyze the clinical characteristics of children with head and neck rhabdomyosarcoma (RMS) and to summarize the mid-long term efficacy of Beijing Children′s Hospital Rhabdomyosarcoma 2006 (BCH-RMS-2006) regimen and China Children′s Cancer Group Rhabdomyosarcoma 2016 (CCCG-RMS-2016) regimen.Methods:A retrospective cohort study. Clinical data of 137 children with newly diagnosed head and neck RMS at Beijing Children′s Hospital, Capital Medical University from March 2013 to December 2021 were collected. Clinical characteristic of patients at disease onset and the therapeutic effects of patients treated with the BCH-RMS-2006 and CCCG-RMS-2016 regimens were compared. The treatments and outcomes of patients with recurrence were also summarized. Survival analysis was performed by Kaplan-Meier method, and Log-Rank test was used for comparison of survival rates between groups.Results:Among 137 patients, there were 80 males (58.4%) and 57 females (41.6%), the age of disease onset was 59 (34, 97) months. The primary site in the orbital, non-orbital non-parameningeal, and parameningeal area were 10 (7.3%), 47 (34.3%), and 80 (58.4%), respectively. Of all patients, 32 cases (23.4%) were treated with the BCH-RMS-2006 regimen and 105 (76.6%) cases were treated with the CCCG-RMS-2016 regimen. The follow-up time for the whole patients was 46 (20, 72) months, and the 5-year progression free survival (PFS) and overall survival (OS) rates for the whole children were (60.4±4.4)% and (69.3±4.0)%, respectively. The 5-year OS rate was higher in the CCCG-RMS-2016 group than in BCH-RMS-2006 group ((73.0±4.5)% vs. (56.6±4.4)%, χ2=4.57, P=0.029). For the parameningeal group, the 5-year OS rate was higher in the CCCG-RMS-2016 group (61 cases) than in BCH-RMS-2006 group (19 cases) ((57.3±7.6)% vs. (32.7±11.8)%, χ2=4.64, P=0.031). For the group with meningeal invasion risk factors, the 5-year OS rate was higher in the CCCG-RMS-2016 group (54 cases) than in BCH-RMS-2006 group (15 cases) ((57.7±7.7)% vs. (30.0±12.3)%, χ2=4.76, P=0.029). Among the 10 cases of orbital RMS, there was no recurrence. In the non-orbital non-parameningeal RMS group (47 cases), there were 13 (27.6%) recurrences, after re-treatment, 7 cases survived. In the parameningeal RMS group (80 cases), there were 40 (50.0%) recurrences, with only 7 cases surviving after re-treatment. Conclusions:The overall prognosis for patients with orbital and non-orbital non-parameningeal RMS is good. However, children with parameningeal RMS have a high recurrence rate, and the effectiveness of re-treatment after recurrence is poor. Compared with the BCH-RMS-2006 regimen, the CCCG-RMS-2016 regimen can improve the treatment efficacy of RMS in the meningeal region.
7.Efficacy and safety of hybrid closed-loop insulin delivery system in treating type 1 diabetes mellitus in children
Manyun LI ; Qian DENG ; Juanjuan WANG ; Xin WANG ; Jinwen NI ; Yuqing CHEN
Chinese Journal of Pediatrics 2025;63(8):891-895
Objective:To evaluate the efficacy of hybrid closed-loop insulin delivery system (CLS) in glycemic control in young children with type 1 diabetes mellitus (T1DM).Methods:This retrospective observational self-controlled study analyzed data from 14 children (aged 3-9 years) with T1DM treated at the Endocrinology and Metabolism Department of Anhui Provincial Children′s Hospital between August 2021 and February 2024. All the patients had undergone continuous subcutaneous insulin infusion (commonly known as insulin pump therapy) with continuous glucose monitoring system (CGMS) for at least 4 weeks and CLS for over 6 months. Data collected included age, sex, body mass index (BMI), diabetes duration, duration of insulin pump use, baseline glycated hemoglobin (HbA1C), and pre-and post-treatment glycemic metrics. Based on the duration of combined CLS therapy, groups were divided as follows: baseline (before combined CLS therapy), 0-<4 weeks, 4-<8 weeks, 8-<12 weeks, 12-<24 weeks. Independent sample t-test and ANOVA were used to compare intergroup and multigroup differences, respectively, in glycemic levels before and after hybrid CLS therapy. Results:Among the 14 pediatric patients, 8 were male and 6 were female. Their age was (6.5±0.5) year old, BMI was (16.1±1.3) kg/m2, duration of diabetes was (20.1±2.6) months, duration of CGMS insulin pump use was (13.8±2.6) months, and baseline HbA1C was (10.2±0.8)%. One-way ANOVA revealed that hybrid CLS therapy significantly improved glycemic control, compared to pre-treatment, at 6 months follow-up, the following outcomes were observed: increased time-in-range (TIR), reduced time in hyperglycemia and hypoglycemia, lower HbA1C and mean glucose level, improved daytime TIR, and decreased mean glucose levels at fasting, postprandial (three meals), and bedtime (22:00), and scores on the pediatric quality of life inventory significantly increased ( F=3.16, 2.94, 2.56, 13.84, 2.36, 7.00, 40.48, 115.90, 192.50, 122.70, 75.55, t=11.00, all P<0.05). Conclusions:Compared to baseline insulin pump therapy, hybrid CLS improves glycemic control and quality of life in young children with T1DM, while reducing the risk of hypoglycemia over a 6-month treatment period.
8.Research progress of thermal ablation for benign thyroid nodules in children
Wenyuan SHI ; Jiaojiao DING ; Xin NI
Chinese Journal of Ultrasonography 2025;34(1):79-84
Although thyroid nodules are less common in children than in adults,some benign nodules enlarge with age,causing symptoms or aesthetic concerns. Preserving thyroid function is crucial due to its role in children's growth and development. Thermal ablation,a safe and minimally invasive technique,offers a new option for treating benign thyroid nodules in children. This article reviewed the indications,methods,outcomes,and complication management of thermal ablation,in order to provide a reference for clinical practice.
9.Construction of monitoring and evaluation index system for the building project of national children′s regional medical center
Bo ZHENG ; Jiayi SUN ; Wei REN ; Fanlong BU ; Qunying GUO ; Qing WANG ; Ning ZHANG ; Xin NI
Chinese Journal of Hospital Administration 2025;41(8):575-579
Objective:To establish a monitoring and evaluation index system for the building project of national children′s regional medical centre (shorted as the evaluation system), so as to provide quantitative supports for output hospitals to fulfil their primary responsibilities and offer guidance for project hospitals to implement target management.Methods:From April to June 2024, through searching literature and policy document, and combining with the actual situation of national regional medical center construction, the initial indicators of the evaluation system were screened. An evaluation system were constructed using two rounds of Delphi method, and the weights of indicators were determined by analytic hierarchy process.Results:This study invited 17 experts. The participation rates of experts in the two rounds of consultation exceeded 90.00%, with an expert authority coefficient of 0.96. The final evaluation system comprised 2 primary indicators, 8 secondary indicators, and 52 tertiary indicators. The primary indicators included project implementation status and project outcomes, with relative weights of 44.44% and 55.56% respectively. Project implementation status included 4 secondary indicators: project organisation, resource allocation, project progress, and safeguard mechanisms. Project outcomes encompassed 4 secondary indicators: healthcare service capacity, regional talent development outreach, and collaborative innovation.Conclusions:The evaluation system established in this study demonstrated a high degree of scientificity and feasibility. It could effectively supported the process management and outcome evaluation of establishing the national children′s regional medical centre. This system provided a scientific basis for enhancing the quality and efficiency of children′s healthcare services, optimising policy formulation and resource allocation.
10.Value of artificial intelligence in assisting ultrasound residents training for the identification,measurement and diagnosis of fetal nuchal translucency thickness
Liqun FENG ; Siying LIANG ; Rongbo LING ; Chengcheng WU ; Naimin SUN ; Chunya JI ; Yuanji ZHANG ; Xin YANG ; Dong NI ; Xuedong DENG ; Linliang YIN
Chinese Journal of Ultrasonography 2025;34(7):579-585
Objective:To explore the clinical application value of artificial intelligence(AI)-assisted training in enhancing the accuracy of nuchal translucency(NT)identification,standardization of measurement,and diagnostic efficacy for abnormalities among ultrasound residents.Methods:A retrospective collection of 300 standard fetal NT ultrasound images was conducted at the Center for Medical Ultrasound,Suzhou Hospital Affiliated of Nanjing Medical University from January 2018 to June 2024. The AI model performed NT measurements and diagnoses once. Four sonographers of different seniority levels(including two resident physicians)independently conducted NT measurements and diagnoses twice. Prior to the experiment,the middle-age and resident sonographers had uniformly completed traditional theory training. Following the first independent measurements,the two resident sonographers received additional AI-assisted training,after which all 4 sonographers performed the second independent measurements. A fetal medicine expert evaluated blindly all the results and compared the differences in NT recognition accuracy,measurement standard rate and diagnosis accuracy between the middle-age sonographer(traditional training only)and two resident sonographers(traditional + AI-assisted training).Results:For the middle-aged sonographer who only received traditional lecture-based training,the accuracy of NT recognition,standardization rate of measurement,or diagnostic accuracy were not significantly improved befroe and after the training,and the diffrence was not statistically significant( χ2=0.189,1.887,0.326;all P>0.05). In contrast,the second-year resident(Resident 2)and first-year resident(Resident 1),who received both traditional lecture-based training and AI training,demonstrated some improvements in the accuracy of NT measurement site recognition,though the differences were not statistically significant( χ2=1.301,2.418;all P>0.05). However,both residents did significant improvements in the standardization rate of NT measurement( χ2=25.768,17.035;all P<0.05). In terms of diagnostic accuracy,Resident 1 did significant improvement( χ2=10.180, P<0.05),while Resident 2 also did some improvement,though the difference was not statistically significant( χ2=2.573, P>0.05). Conclusions:The AI-assisted training system enhances the ability of ultrasound resident sonographers to recognize,measure,and diagnose NT,providing a novel and efficient training model for standardized residency training in ultrasound specialties.


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