1.Performance of a prompt engineering method for extracting individual risk factors of precocious puberty from electronic medical records.
Feixiang ZHOU ; Taowei ZHONG ; Guiyan YANG ; Xianglong DING ; Yan YAN
Journal of Central South University(Medical Sciences) 2025;50(7):1224-1233
OBJECTIVES:
Accurate identification of risk factors for precocious puberty is essential for clinical diagnosis and management, yet the performance of natural language processing methods applied to unstructured electronic medical record (EMR) data remains to be fully evaluated. This study aims to assess the performance of a prompt engineering method for extracting individual risk factors of precocious puberty from EMRs.
METHODS:
Based on the capacity and role-insight-statement-personality-experiment (CRISPE) prompt framework, both simple and optimized prompts were designed to guide the large language model GLM-4-9B in extracting 10 types of risk factors for precocious puberty from 653 EMRs. Accuracy, precision, recall, and F1-score were used as evaluation metrics for the information extraction task.
RESULTS:
Under simple and optimized prompt conditions, the overall accuracy, precision, recall, and F1-score of the model were 84.18%, 98.09%, 81.99%, and 89.32% versus 97.15%, 98.31%, 98.16%, and 98.23%, respectively. The optimized prompts achieved more stable performance across age (<9 years vs ≥9 years) and visit-time (<2023 vs ≥2023) subgroups compared with simple prompts. The accuracy range for extracting each risk factor was 60.03%-97.24%, while with optimized prompts, the range improved to 92.19%-99.85%. The largest performance improvement occurred for "beverage intake" (60.03% vs 92.19%), and the smallest for "maternal age of menarche" (97.24% vs 99.23%). In comparing distributions among simple prompts, optimized prompts, and ground truth, statistically significant differences were observed for snack intake, beverage intake, soy milk intake, honey intake, supplement use, tonic use, sleep quality, and sleeping with the light on (all P<0.001), while exercise (P=0.966) and maternal menarche age (P=0.952) showed no significant differences.
CONCLUSIONS
Compared with simple prompts, optimized prompts substantially improved the extraction performance of individual risk factors for precocious puberty from EMRs, underscoring the critical role of prompt engineering in enhancing large language model performance.
Humans
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Puberty, Precocious/epidemiology*
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Risk Factors
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Electronic Health Records
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Female
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Child
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Natural Language Processing
2.Parabacteroides distasonis promotes liver regeneration by increasing β-hydroxybutyric acid (BHB) production and BHB-driven STAT3 signals.
Manlan GUO ; Xiaowen JIANG ; Hui OUYANG ; Xianglong ZHANG ; Shuaishuai ZHANG ; Peng WANG ; Guofang BI ; Ting WU ; Wenhong ZHOU ; Fengting LIANG ; Xiao YANG ; Shicheng FAN ; Jian-Hong FANG ; Peng CHEN ; Huichang BI
Acta Pharmaceutica Sinica B 2025;15(3):1430-1446
The liver regenerative capacity is crucial for patients with end-stage liver disease following partial hepatectomy (PHx). The specific bacteria and mechanisms regulating liver regeneration post-PHx remain unclear. This study demonstrated dynamic changes in the abundance of Parabacteroides distasonis (P. distasonis) post-PHx, correlating with hepatocyte proliferation. Treatment with live P. distasonis significantly promoted hepatocyte proliferation and liver regeneration after PHx. Targeted metabolomics revealed a significant positive correlation between P. distasonis and β-hydroxybutyric acid (BHB), as well as hyodeoxycholic acid and 3-hydroxyphenylacetic acid in the gut after PHx. Notably, treatment with BHB, but not hyodeoxycholic acid or 3-hydroxyphenylacetic acid, significantly promoted hepatocyte proliferation and liver regeneration in mice after PHx. Moreover, STAT3 inhibitor Stattic attenuated the promotive effects of BHB on cell proliferation and liver regeneration both in vitro and in vivo. Mechanistically, P. distasonis upregulated the expression of fatty acid oxidation-related proteins, and increased BHB levels in the liver, and then BHB activated the STAT3 signaling pathway to promote liver regeneration. This study, for the first time, identifies the involvement of P. distasonis and its associated metabolite BHB in promoting liver regeneration after PHx, providing new insights for considering P. distasonis and BHB as potential strategies for promoting hepatic regeneration.
3.Expert consensus on the clinical strategies for orthodontic treatment with clear aligners.
Yan WANG ; Hu LONG ; Zhihe ZHAO ; Ding BAI ; Xianglong HAN ; Jun WANG ; Bing FANG ; Zuolin JIN ; Hong HE ; Yuxin BAI ; Weiran LI ; Min HU ; Yanheng ZHOU ; Hong AI ; Yuehua LIU ; Yang CAO ; Jun LIN ; Huang LI ; Jie GUO ; Wenli LAI
International Journal of Oral Science 2025;17(1):19-19
Clear aligner treatment is a novel technique in current orthodontic practice. Distinct from traditional fixed orthodontic appliances, clear aligners have different material features and biomechanical characteristics and treatment efficiencies, presenting new clinical challenges. Therefore, a comprehensive and systematic description of the key clinical aspects of clear aligner treatment is essential to enhance treatment efficacy and facilitate the advancement and wide adoption of this new technique. This expert consensus discusses case selection and grading of treatment difficulty, principle of clear aligner therapy, clinical procedures and potential complications, which are crucial to the clinical success of clear aligner treatment.
Humans
;
Consensus
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Orthodontic Appliance Design
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Orthodontic Appliances, Removable
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Tooth Movement Techniques/methods*
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Malocclusion/therapy*
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Orthodontics, Corrective/instrumentation*
4.Expert consensus on the workflow of digital aesthetic design in prosthodontics
Zhonghao LIU ; Feng LIU ; Jiang CHEN ; Cui HUANG ; Xianglong HAN ; Wenjie HU ; Chun XU ; Weicai LIU ; Lina NIU ; Chufan MA ; Yijiao ZHAO ; Ke ZHAO ; Ming ZHENG ; Yaming CHEN ; Qingfeng HUANG ; Yi MAN ; Mingming XU ; Xuliang DENG ; Ti ZHOU ; Xiaorui SHI
Journal of Practical Stomatology 2024;40(2):156-163
In the field of dental aesthetics,digital aesthetic design plays a crucial role in helping dentists to predict treatment outcomes vis-ually,as well as in enhancing the consistency of knowledge and understanding of aesthetic goals between dentists and patients.It serves as the foundation for achieving ideal aesthetic effects.However,there is no clear standard for this digital process currently in China and abroad.Many dentists lack of systematic understanding of how to carry out digital aesthetic design for treatment.To establish standardized processes for dental aesthetic design and to improve the homogeneity of treatment outcomes,Chinese Society of Digital Dental Industry(CSD-DI)convened domestic experts in related field to compile this consensus.This article elaborates on the key aspects of digital aesthetic data collection,integration steps,and the digital aesthetic design process.It also formulates a decision tree for dental aesthetics at macro level and outlines corresponding workflows for various clinical scenarios,serving as a reference for clinicians.
5.Obstacle avoidance in simulated prosthetic vision based on SOLOv2-RS
Ning E ; Jing WANG ; Xianglong ZHOU ; Rongfeng ZHAO ; Haiyang HE
Chinese Journal of Medical Physics 2024;41(3):309-315
Aiming at the obstacle avoidance in simulated prosthetic vision,an improved instance segmentation model SOLOv2-RS is proposed for providing a basis for implant recipients to accurately perceive the relevant instance objects of navigation tasks in low-resolution prosthetic vision.According to the visual attention mechanism,the distance from the center of the visual field and the target scale are adopted as the importance calculation criteria for each instance,and the obtained importance score is used as the basis for the hierarchical representation of the obstacles to be avoided.Meanwhile,edge information is used to cue the tactile paving,and it is morphologically inflated for avoiding the edge information loss caused by the limited phosphene.The prosthetic vision simulation results demonstrate that the hierarchical optimization processing strategy for simulated prosthetic vision can effectively achieve the optimal representation of tactile paving and obstacles,thus facilitating the implant recipients to accomplish outdoor obstacle avoidance tasks more efficiently,and providing ideas for the research on the image processing of visual prosthetic devices.
6.The three-connections and four-screwings technique via a single ilioinguinal approach for treatment of high double column acetabular fractures
Huijun LIU ; Qianqian ZHOU ; Xianglong XIONG ; Bin ZHANG ; Zhongnan GUI ; Bo WANG ; Yajun TANG ; Peng XIANG ; Qing SHI
Chinese Journal of Orthopaedic Trauma 2024;26(3):262-266
Objective:To investigate the clinical efficacy of three-connections and four-screwings technique in the treatment of high double column acetabular fractures through a single ilioinguinal approach.Methods:A retrospective study was conducted to analyze the data of 42 patients who had been treated for high double column acetabular fractures from June 2017 to June 2020 at Trauma Ward 2, Department of Orthopedics and Traumatology, The First Hospital of Traditional Chinese Medicine of Changde. There were 19 males and 23 females with an age of (42.7±25.6) years. 29 injuries were due to a traffic accident, 12 ones to fall from a height, and one to fall. The time from injury to operation was (4.5±2.1) days. All the patients were treated by the three-connections and four-screwings technique through a single ilioinguinal approach. Briefly, the anterior column was connected and secured to the main bone using 3 routes, and the posterior column was attached and fixated to the anterior column reset using 2 or 3 of the 4 screwings. The operation time, intraoperative blood loss, fracture reduction quality, fracture healing time, hip function at the last follow-up and complications during the follow-up were recorded.Results:For this cohort, the operation time was (150.0±30.5) min, and intraoperative blood loss (300.0±50.0) mL. According to the Matta scale for postoperative acetabular fracture reduction, 34 cases were excellent, 6 cases good, and 2 cases acceptable, with an excellent and good rate of 95.2% (40/42). After operation one patient had fat liquefaction and wound exudation which responded to drainage and dressing change. The 42 patients were followed up for (15.0±3.4) months. All fractures healed after (11.0±2.0) months. By the modified Merle d'Aubigné & Postel scoring system, the hip function was evaluated at the last follow-up as excellent in 33 cases, as good in 6 cases, and as fair in 3 cases, yielding an excellent and good rate of 92.9% (39/42).Conclusions:In the treatment of high double column acetabular fractures, the three-connections and four-screwings technique through a single ilioinguinal approach can lead to fine reduction and rigid fixation by lag screw compression and neutralization plate protection. Consequently, early functional exercises can be performed to secure good therapeutic outcomes for the patients.
7.Clinical observation of venetoclax combined with homoharringtonine and cytarabine in the treatment of acute myeloid leukemia
Ling ZHOU ; Qiuyuan PENG ; Pan ZHAO ; Jin WEI ; Xiaojing LIN ; Xingli ZOU ; Wenfeng LUO ; Jing WANG ; Kunying XIE ; Xianglong LI ; Yang LIU ; Xun NI
China Pharmacy 2024;35(14):1743-1747
OBJECTIVE To observe the short-term efficacy and safety of venetoclax combined with homoharringtonine and cytarabine in the treatment of acute myeloid leukemia (AML). METHODS The data of 40 newly diagnosed AML patients admitted to our hospital from October 2022 to November 2023 were retrospectively collected and divided into observation group and control group according to treatment plan, with 20 cases in each group. The patients in the control group were given Daunorubicin hydrochloride for injection+Cytarabine for injection, and the patients in the observation group were given Venetoclax tablets+ Homoharringtonine injection+Cytarabine for injection. The patients in both groups were given relevant medicine, with 28 days as one cycle. The short-term efficacy, negative rate of minimal residual disease (MRD), duration of granulocyte deficiency, duration of platelet (PLT) <20×109 L-1, transfusion volume of suspended red blood cells and platelet, and the occurrence of adverse drug reactions were evaluated in both groups after 1 cycle of induction chemotherapy. RESULTS The complete remission or complete remission with incomplete hematologic recovery (CR/CRi) rate in the observation group was significantly higher than control group (P<0.05), and the negative rate of MRD in the observation group was also significantly higher than control group (P<0.05). However, in low-, medium- and high-risk patients, there was no statistical significance in CR/CRi rates between the two groups (P>0.05). There were no significant differences in the duration of agranulocytosis, the duration of PLT <20×109 L-1, the amount of suspended red blood cell transfusion, the amount of platelet transfusion, the incidence of hematologic toxicity and the incidence of non-hematologic toxicity between 2 groups (P>0.05). CONCLUSIONS Venetoclax combined with homoharringtonine and cytarabine show good short-term efficacy and safety in the treatment of AML.
8.Ethical considerations on the development and application of artificial intelligence in public health
Chunyu RONG ; Dongni HONG ; Baoyue WANG ; Junwei WANG ; Yunmeng WANG ; Xianglong LI ; Siyu DING ; Ping ZHOU
Shanghai Journal of Preventive Medicine 2024;36(5):504-510
With the development of digital technology, an increasing number of artificial intelligence (AI) technologies are being applied in the field of public health, significantly improving the efficiency of healthcare systems. However, such technological advancement also introduces a series of ethical risks. In this article, we conducted a systematic review by searching nine domestic and international databases and analyzing the ethical issues related to AI in public health, ultimately including 158 articles. Based on the analysis of the included literature, ethical risks were categorized into four aspects: data, algorithms, rights and responsibilities, and social impact. A total of 15 key issues were identified, among which privacy and confidentiality, informed consent, data security, and fairness, justice and inclusion emerged as the most prominent issues. The ethical challenges posed by AI in the field of public health cannot be ignored, and it is necessary to formulate ethical guidelines and practical recommendations for AI in this field, establish sound regulatory and review mechanisms, thereby ensuring the healthy development of AI research in public health.
9.Impact of the Size and Depth of Pulmonary Nodules on the Surgical Approach for Lung Resection in the Treatment of Early-stage Lung Cancer ≤2 cm
TANG ZAIBIN ; GE WENKE ; ZHOU DINGYE ; HE ZHICHENG ; XU JING ; PAN XIANGLONG ; CHEN LIANG ; WU WEIBING
Chinese Journal of Lung Cancer 2024;27(3):170-178
Background and objective Current studies suggest that for early-stage lung cancers with a component of ground-glass opacity measuring ≤2 cm,sublobar resection is suitable if it ensures adequate margins.However,lobectomy may be necessary for some cases to achieve this.The aim of this study was to explore the impact of size and depth on surgical techniques for wedge resection,segmentectomy,and lobectomy in early-stage lung cancer ≤2 cm,and to determine methods for ensuring a safe resection margin during sublobar resections.Methods Clinical data from 385 patients with early-stage lung can-cer ≤2 cm,who underwent lung resection in 2022,were subject to a retrospective analysis,covering three types of procedures:wedge resection,segmentectomy and lobectomy.The depth indicator as the OA value,which is the shortest distance from the inner edge of a pulmonary nodule to the opening of the corresponding bronchus,and the AB value,which is the distance from the inner edge of the nodule to the pleura,were measured.For cases undergoing lobectomy and segmentectomy,three-dimensional computed tomography bronchography and angiography(3D-CTBA)was performed to statistically determine the number of subsegments required for segmentectomy.The cutting margin width for wedge resection and segmentectomy was recorded,as well as the specific subsegments and their quantities removed during lung segmentectomy were documented.Results In wedge resection,segmentectomy,and lobectomy,the sizes of pulmonary nodules were(1.08±0.29)cm,(1.31±0.34)cm and(1.50±0.35)cm,respectively,while the depth of the nodules(OA values)was 6.05(5.26,6.85)cm,4.43(3.27,5.43)cm and 3.04(1.80,4.18)cm for each procedure,showing a progressive increasing trend(P<0.001).The median resec-tion margin width obtained from segmentectomy was 2.50(1.50,3.00)cm,significantly greater than the 1.50(1.15,2.00)cm from wedge resection(P<0.001).In wedge resections,cases where AB value>2 cm demonstrated a higher proportion of cases with resection margins less than 2 cm compared to those with margins greater than 2 cm(29.03%vs 12.90%,P=0.019).When utilizing the size of the nodule as the criterion for resection margin,the instances with AB value>2 cm continued to show a higher proportion in the ratio of margin distance to tumor size less than 1(37.50%vs 17.39%,P=0.009).The median number of subsegments for segmentectomy was three,whereas lobectomy cases requiring segmentectomy involved five subsegments(P<0.001).Conclusion The selection of the surgical approach for lung resection is influenced by both the size and depth of pulmonary nodules.This study first confirms that larger portions of lung tissue must be removed for nodules that are deeper and larger to achieve a safe margin.A distance of ≤2 cm from the inner edge of the pulmonary nodule to the nearest pleura may be the ideal indication for performing wedge resection.
10.Rapid fabrication of zwitterionic sulfobetaine vinylimidazole-based monoliths via photoinitiated copolymerization for hydrophilic interaction chromatography
Qiqin WANG ; Lingjue SUN ; Huihui WU ; Ning DENG ; Xianglong ZHAO ; Jingwei ZHOU ; Tingting ZHANG ; Hai HAN ; Zhengjin JIANG
Journal of Pharmaceutical Analysis 2022;12(5):783-790
Zwitterionic sulfobetaine-based monolithic stationary phases have attracted increasing attention for their use in hydrophilic interaction chromatography.In this study,a novel hydrophilic polymeric monolith was fabricated through photo-initiated copolymerization of 3-(3-vinyl-1-imidazolio)-l-propanesulfonate(SBVI)with pentaerythritol triacrylate using methanol and tetrahydrofuran as the porogenic system.Notably,the duration for the preparation of this novel monolith was as little as 5 min,which was significantly shorter than that required for previously reported sulfobetaine-based monoliths prepared via conventional thermally initiated copolymerization.Moreover,these monoliths showed good morphology,permeability,porosity(62.4%),mechanical strength(over 15 MPa),column efficiency(51,230 plates/m),and reproducibility(relative standard deviations for all analytes were lower than 4.6%).Mechanistic studies indicated that strong hydrophilic and negative electrostatic interactions might be responsible for the retention of polar analytes on the zwitterionic SBVI-based monolith.In particular,the resulting monolith exhibited good anti-protein adhesion ability and low nonspecific protein adsorption.These excellent features seem to favor its application in bioanalysis.Therefore,the novel zwitterionic sulfobetaine-based monolith was successfully employed for the highly selective separation of small bioactive compounds and the efficient enrichment of N-glycopeptides from complex samples.In this study,we prepared a novel zwitterionic sulfobetaine-based monolith with good performance and developed a simpler and faster method for preparation of zwitterionic monoliths.

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