Objective To construct a diagnostic and prognostic model for malignant pleural effusion (MPE) in patients with non-M1b stage (AJCC 7th edition) non-small cell lung cancer (NSCLC) by machine learning. Methods Retrospective analysis was conducted on patients diagnosed with NSCLC in the Surveillance, Epidemiology, and End Results database from 2010 to 2015, excluding those in the M1b stage. Two sets of data were collected: data 1 (patients with non-M1b stage NSCLC, n=47 392) was used to construct the MPE diagnostic model; and data 2 (patients with M1a stage NSCLC and MPE, n=2 422) was used to construct a prognostic model. The Least Absolute Shrinkage and Selection Operator (LASSO) regression was used to screen feature variables, with a training set and validation set ratio of 7:3. Models were built using eight machine learning algorithms, with evaluation metrics including accuracy, precision, recall, F1 score, area under the ROC curve (AUC), decision curve, calibration curve, and precision recall curve (PR), with ROC-AUC as the main evaluation metric. Results The incidence of MPE in patients with non-M1b stage NSCLC was 5.12%, and the 1-year survival rate of patients with MPE was 32.5%. LASSO regression identified nine diagnostic-related variables and 12 prognostic-related variables. The AUC values of the models constructed by eight machine learning algorithms all exceeded 0.70. The random forest model performed the best in the diagnostic model (training set AUC=0.908, validation set AUC=0.897), and the XGBoost model showed the best performance in the prognostic model (training set AUC=0.905, validation set AUC=0.875). Other evaluation indicators showed good results and balanced distribution. SHAP feature importance analysis showed that tumor size, lymph node metastasis, and histological type were important influencing factors for the occurrence of MPE, and chemotherapy intervention was the most remarkably prognostic factor. Conclusion The random forest diagnostic model constructed in this study can effectively predict the risk of MPE in patients with non-M1b stage NSCLC, and the XGBoost prognostic model can predict the prognosis of M1a-stage NSCLC patients with concurrent MPE.

In recent years， the number of special clinical cases related to assisted reproductive technology （ART） for pregnancy has been on the rise annually. For example， gamete donation， assisted reproduction for couples of advanced maternal ages， and the ownership and disposition of embryos when one or both partners pass away， all involve the health of offspring and conflicts of interest in the implementation of ART. Although China’s ethical principles for ART include the protection of the offspring， the detailed rules are vague and urgently need to be supplemented and improved. In addition， the clinical application of ART lacks legislative collaborative governance. The corresponding administrative departments， practitioners， and infertile couples should work together. Starting from the perspective of focusing on the well-being of offspring born from the clinical application of ART， while conducting clinical research to address technical challenges， efforts should be made to overcome ethical dilemmas in the application of technology， comprehensively consider the well-being of offspring born from assisted reproductive treatments and help them seek the best care to promote their healthy growth.

Objective:To investigate the awareness levels of doctors from various departments regarding fertility preservation to provide reference and suggestions for further improving awareness and promoting multidisciplinary development in fertility preservation.Methods:From November to December 2023, the China Alliance of Fertility Preservation initiated this survey covering 88 hospitals in 23 cities across 20 provinces in China. The survey focused on the degree of understanding of basic concepts, technological perceptions, treatment concepts, and related challenges regarding fertility preservation. Descriptive statistics and Fisher's exact test were used to analyze the difference in awareness levels across various departments.Results:There was a significant difference in the awareness of fertility preservation guidelines among physicians from different departments ( P<0.001). Reproductive center physicians had the highest level of understanding [68.3% (41/60)]. Doctors in the reproductive centers had a higher awareness rate of the five fertility preservation techniques (ovarian tissue cryopreservation, oocyte cryopreservation, sperm cryopreservation, testicular tissue cryopreservation, and embryo cryopreservation) than that in other departments (all P<0.05). Regarding treatment concepts, more reproductive center physicians believed that psychological counselling about fertility preservation before oncological treatment was necessary ( P=0.016). Hematologists had more worries and concerns about fertility preservation treatment. Additionally, 96.7% (58/60) of reproductive center physicians expressed the need to establish effective referral mechanisms within the same city, province, or across provinces. However, 55.6% (35/63) of oncologists, 64.6% (31/48) of hematologists, and 77.8% (7/9) of pediatricians considered treating primary tumors far more important than fertility preservation. Conclusion:Doctors from different departments have varying levels of understanding regarding fertility preservation. It is necessary to strengthen the dissemination and training of fertility preservation knowledge among physicians from various departments, as well as to promote a multidisciplinary treatment model to improve efficiency, to establish a comprehensive referral mechanism to improve patients' opportunities for fertility preservation.

Since the birth of the first "test-tube baby" in Chinese mainland in 1988, assisted reproductive technology (ART) in China has matured significantly. The number of ART cycles has surpassed one million, and the number of assisted reproductive institutions and practitioners has attained a significant scale, contributing to the establishment of a fertility-friendly society. However, due to the complexity of the ART process, the diversity of personnel backgrounds, and the profound impact of any error that may occur, there is an urgent need to establish an efficient and effective safety management model for error prevention. This paper aims to outline the key processes and steps involved in the implementation of ART, explore control measures for these critical processes, and delve into error prevention strategies for gamete and embryo laboratories through the creation and utilization of a "gamete safety checklist".

Objective:To investigate the awareness levels of doctors from various departments regarding fertility preservation to provide reference and suggestions for further improving awareness and promoting multidisciplinary development in fertility preservation.Methods:From November to December 2023, the China Alliance of Fertility Preservation initiated this survey covering 88 hospitals in 23 cities across 20 provinces in China. The survey focused on the degree of understanding of basic concepts, technological perceptions, treatment concepts, and related challenges regarding fertility preservation. Descriptive statistics and Fisher's exact test were used to analyze the difference in awareness levels across various departments.Results:There was a significant difference in the awareness of fertility preservation guidelines among physicians from different departments ( P<0.001). Reproductive center physicians had the highest level of understanding [68.3% (41/60)]. Doctors in the reproductive centers had a higher awareness rate of the five fertility preservation techniques (ovarian tissue cryopreservation, oocyte cryopreservation, sperm cryopreservation, testicular tissue cryopreservation, and embryo cryopreservation) than that in other departments (all P<0.05). Regarding treatment concepts, more reproductive center physicians believed that psychological counselling about fertility preservation before oncological treatment was necessary ( P=0.016). Hematologists had more worries and concerns about fertility preservation treatment. Additionally, 96.7% (58/60) of reproductive center physicians expressed the need to establish effective referral mechanisms within the same city, province, or across provinces. However, 55.6% (35/63) of oncologists, 64.6% (31/48) of hematologists, and 77.8% (7/9) of pediatricians considered treating primary tumors far more important than fertility preservation. Conclusion:Doctors from different departments have varying levels of understanding regarding fertility preservation. It is necessary to strengthen the dissemination and training of fertility preservation knowledge among physicians from various departments, as well as to promote a multidisciplinary treatment model to improve efficiency, to establish a comprehensive referral mechanism to improve patients' opportunities for fertility preservation.

Since the birth of the first "test-tube baby" in Chinese mainland in 1988, assisted reproductive technology (ART) in China has matured significantly. The number of ART cycles has surpassed one million, and the number of assisted reproductive institutions and practitioners has attained a significant scale, contributing to the establishment of a fertility-friendly society. However, due to the complexity of the ART process, the diversity of personnel backgrounds, and the profound impact of any error that may occur, there is an urgent need to establish an efficient and effective safety management model for error prevention. This paper aims to outline the key processes and steps involved in the implementation of ART, explore control measures for these critical processes, and delve into error prevention strategies for gamete and embryo laboratories through the creation and utilization of a "gamete safety checklist".

Objective:To retrieve, evaluate and summarize relevant evidence on home-based exercise management in patients with mild to moderate Parkinson's disease, so as to provide reference and guidance for clinical healthcare professionals to construct and improve patient home-based exercise intervention plans.Methods:According to the top-down principle of the "6S" evidence model, UpToDate, BMJ, National Institute for Health and Clinical Excellence, Guidelines International Network, National Guideline Clearinghouse, Medlive, Clinical Guidelines Network, Joanna Briggs Institute, Cochrane Library, PubMed, CINAHL, Web of Science, Embase, China National Knowledge Infrastructure, Wanfang Data, VIP and China Biology Medicine Disc were systematically searched for relevant literature on home-based exercise management in patients with Parkinson's disease, including guidelines, expert consensuses, systematic reviews, evidence summaries, clinical decisions, recommended practices and best practices. The search period was from the establishment of the databases to October 31, 2022. Two researchers independently evaluated the quality of the literature and extracted and integrated evidence.Results:A total of 27 articles were included, including three guidelines, five expert opinions and consensuses, three clinical practice suggestions, 15 systematic evaluations and one clinical decision. A total of 45 pieces of evidence were summarized from six aspects, such as organizational management, health education, exercise evaluation, exercise prescription, family and social support and monitoring guidance.Conclusions:This study summarized the best evidence of home-based exercise management for patients with mild to moderate Parkinson's disease, which can provide evidence-based basis for clinical staff to formulate home-based exercise management programs and standardize practice standards.

Objective:To analyze the clinical characteristics, pregnancy outcomes and factors affecting live birth of patients undergoing multifetal pregnancy reduction (MFPR), in order to provide reference for clinical strategies.Methods:A retrospective cohort study was conducted on all patients who underwent multifetal pregnancy reduction among polychorionic multifetal pregnancy patients at the Center for Reproductive Medicine, Department of Obstetrics and Gynecology of Peking University Third Hospital during a period of 12 years from January 1, 2009 to December 31, 2020. The overall and annual clinical characteristics were analyzed, pregnancy outcomes were followed up. Patients were divided into live birth group ( n=1 555) and not live birth group ( n=205), and factors affecting live birth were analyzed by multivariate logistic. Through further subgroup analysis, multiple pregnancies were divided into three subgroups: dichorionic diamniotic twin, triplet pregnancy, and four or more high sequence multiple pregnancy. Results:A total of 1 925 patients who underwent MFPR were included, and 1 760 pregnancy outcomes were followed up. In the past 12 years, there had been an increase in dizygotic twins, and the proportion of transabdominal fetal reduction had significantly increased, from 3% in 2009 to 77% in 2020. The annual live birth rate of reduction patients fluctuated between 83% and 94%. The live birth rate of patients with MFPR was related with the type of multiple pregnancies, the method of reducing pregnancies, and the number of retained embryos. The live birth rate of four or more high sequence multiple pregnancies [75.8% (72/95)] was lower than that of dichorionic diamniotic twins [90.0% (796/884), P<0.001], the dichorionic diamniotic twins [89.9% (241/268), P<0.001], the trichorionic triamniotic triplet pregnancy [86.9% (446/513), P=0.005]. The live birth rate of transabdominal fetal reduction [91.4% (655/717)] was higher than that of transvaginal fetal reduction with fetal cardiac activity area injection of KCl [84.9% (304/358), P=0.001], and vaginal embryo aspiration [87.0% (596/685), P=0.009]. There was no statistically significant difference in the live birth rate between vaginal KCl injection and vaginal aspiration ( P=0.351). The survival rate of patients with retained singletons [89.7% (1 062/1 184)] was higher than that of patients with retained twins [85.6% (493/576), P=0.012]. After adjusting for confounding factors such as age, assisted pregnancy method, type of multiple pregnancies, and number of retained embryos, transabdominal fetal reduction was an independent protective factor for live birth rate ( P=0.040, OR=1.604, 95% CI: 1.021-2.519). Conclusion:With the change of transplantation strategy, the proportion of dichorionic diamniotic twins increased, and the proportion of transabdominal fetal reduction increased, which pregnancy outcomes might be better. There was no difference in pregnancy outcomes between those who underwent vaginal aspiration and transvaginal fetal reduction with fetal cardiac activity area injection of KCl. The outcomes of four or more high sequence multiple pregnancies were poor, and it was necessary to strictly control the number of embryo transfers and optimize ovulation promotion plans in clinical practice.

Objective:To analyze the clinical characteristics, pregnancy outcomes and factors affecting live birth of patients undergoing multifetal pregnancy reduction (MFPR), in order to provide reference for clinical strategies.Methods:A retrospective cohort study was conducted on all patients who underwent multifetal pregnancy reduction among polychorionic multifetal pregnancy patients at the Center for Reproductive Medicine, Department of Obstetrics and Gynecology of Peking University Third Hospital during a period of 12 years from January 1, 2009 to December 31, 2020. The overall and annual clinical characteristics were analyzed, pregnancy outcomes were followed up. Patients were divided into live birth group ( n=1 555) and not live birth group ( n=205), and factors affecting live birth were analyzed by multivariate logistic. Through further subgroup analysis, multiple pregnancies were divided into three subgroups: dichorionic diamniotic twin, triplet pregnancy, and four or more high sequence multiple pregnancy. Results:A total of 1 925 patients who underwent MFPR were included, and 1 760 pregnancy outcomes were followed up. In the past 12 years, there had been an increase in dizygotic twins, and the proportion of transabdominal fetal reduction had significantly increased, from 3% in 2009 to 77% in 2020. The annual live birth rate of reduction patients fluctuated between 83% and 94%. The live birth rate of patients with MFPR was related with the type of multiple pregnancies, the method of reducing pregnancies, and the number of retained embryos. The live birth rate of four or more high sequence multiple pregnancies [75.8% (72/95)] was lower than that of dichorionic diamniotic twins [90.0% (796/884), P<0.001], the dichorionic diamniotic twins [89.9% (241/268), P<0.001], the trichorionic triamniotic triplet pregnancy [86.9% (446/513), P=0.005]. The live birth rate of transabdominal fetal reduction [91.4% (655/717)] was higher than that of transvaginal fetal reduction with fetal cardiac activity area injection of KCl [84.9% (304/358), P=0.001], and vaginal embryo aspiration [87.0% (596/685), P=0.009]. There was no statistically significant difference in the live birth rate between vaginal KCl injection and vaginal aspiration ( P=0.351). The survival rate of patients with retained singletons [89.7% (1 062/1 184)] was higher than that of patients with retained twins [85.6% (493/576), P=0.012]. After adjusting for confounding factors such as age, assisted pregnancy method, type of multiple pregnancies, and number of retained embryos, transabdominal fetal reduction was an independent protective factor for live birth rate ( P=0.040, OR=1.604, 95% CI: 1.021-2.519). Conclusion:With the change of transplantation strategy, the proportion of dichorionic diamniotic twins increased, and the proportion of transabdominal fetal reduction increased, which pregnancy outcomes might be better. There was no difference in pregnancy outcomes between those who underwent vaginal aspiration and transvaginal fetal reduction with fetal cardiac activity area injection of KCl. The outcomes of four or more high sequence multiple pregnancies were poor, and it was necessary to strictly control the number of embryo transfers and optimize ovulation promotion plans in clinical practice.

Objective:To explore the characteristics of ovarian torsion in in vitro fertilization-embryo transfer (IVF-ET) cycles and identify factors that may affect the outcome. Methods:Patients who underwent surgery for ovarian torsion during IVF treatment in the Center of Reproductive Medicine, Department of Obstetrics and Gynecology, Peking University Third Hospital from January 2010 to December 2019 were included. The general information, IVF cycle characteristics, and intraoperative findings of patients were retrospectively analyzed. The diagnosis and treatment process were summarized. The pregnancy outcomes were followed up, and the possible influencing factors were analyzed.Results:There were 141 539 cycles of controlled ovarian stimulation (COS) and 75 585 cycles of frozen-thawed embryo transfer (FET) during the study period. A total of 50 patients were diagnosed with ovarian torsion and treated surgically, 90.0% of them occurred in the COS cycles (39 cases in fresh embryo transfer cycles and 6 cases in embryo freezing cycles), and 10.0% (5/50) occurred in the FET cycles (endometrial preparation in natural cycles or ovulation induction cycles). About 86.0% (43/50) of the patients occurred during pregnancy assisted with IVF-ET and 81.4% (35/43) occurred in the first trimester of pregnancy. All patients except one had abdominal pain as the first symptom, only 34.0% (17/50) of the patients had definite inducements, and all patients had signs of tenderness in the lower abdomen and adnexal area. Preoperative ultrasound examination showed that the average diameter of the torsional ovaries was (78.17±15.98) mm, compared with (48.69±15.96) mm in the controls, with an average difference of (30.13±19.69) mm (-3.5-80.0 mm). About 76.2% (32/42) of the torsional ovaries showed blood flow signals by color doppler ultrasound. All patients underwent surgery, and the coincidence rate between the preoperative diagnosis and the surgical diagnosis was 96%. Totally 22 torsional ovaries (44%) were found to be purplish-black, of which 16 cases underwent adnexectomy by laparoscopy or laparotomy. Totally 34 cases (68%) underwent ovarian detorsion. The average torsional degree of ovaries in the adnexectomy group was higher than that in the ovarian detorsion group [(727.50±206.54)° vs. (477.35±262.92)°, P=0.002]. There were no statistical differences between the two groups in the duration from onset to operation and the ratio of ovarian blood signal deficiency (all P>0.05). Among 44 patients with the embryo transfer, 84.1% (37/44) of patients obtained live birth, 1 case had implantation failure, and 6 cases had a spontaneous abortion. Patients with an adverse pregnancy outcome and patients with a live birth did not have significantly different ovarian torsion time, surgical methods, the duration from onset to operation, and other factors. Conclusion:Ovarian torsion in patients with IVF-ET treatment mostly occurs in the first trimester of pregnancy after fresh embryo transfer. Abdominal pain accompanied by differential enlargement of bilateral ovaries may suggest the possibility of ovarian torsion. We are unable to rule out ovarian torsion by observation of ovarian blood flow with color Doppler ultrasound. Active surgery was helpful to make a clear diagnosis and protect the fertility of patients. Patients with long torsional durations, purplish-black ovaries, or ovarian blood deficiency still have the opportunity to retain the torsional ovary. The pregnancy outcome of patients with ovarian torsion was satisfactory after surgical treatment.