BACKGROUND: There is little literature describing the artificial intelligence (AI)-aided diagnosis of severe pneumonia (SP) subphenotypes and the association of the subphenotypes with the ventilatory treatment efficacy. The aim of our study is to illustrate whether clinical and biological heterogeneity, such as ventilation and gas-exchange, exists among patients with SP using chest computed tomography (CT)-based AI-aided latent class analysis (LCA). METHODS: This retrospective study included 413 patients hospitalized at Xinhua Hospital diagnosed with SP from June 1, 2015 to May 30, 2020. AI quantification results of chest CT and their combination with additional clinical variables were used to develop LCA models in an SP population. The optimal subphenotypes were determined though evaluating statistical indicators of all the LCA models, and clinical implications of them such as guiding ventilation strategies were further explored by statistical methods. RESULTS: The two-class LCA model based on AI quantification results of chest CT can describe the biological characteristics of the SP population well and hence yielded the two clinical subphenotypes. Patients with subphenotype-1 had milder infections ( P <0.001) than patients with subphenotype-2 and had lower 30-day ( P <0.001) and 90-day ( P <0.001) mortality, and lower in-hospital ( P = 0.001) and 2-year ( P <0.001) mortality. Patients with subphenotype-1 showed a better match between the percentage of non-infected lung volume (used to quantify ventilation) and oxygen saturation (used to reflect gas exchange), compared with patients with subphenotype-2. There were significant differences in the matching degree of lung ventilation and gas exchange between the two subphenotypes ( P <0.001). Compared with patients with subphenotype-2, those with subphenotype-1 showed a relatively better match between CT-based AI metrics of the non-infected region and oxygenation, and their clinical outcomes were effectively improved after receiving invasive ventilation treatment. CONCLUSIONS A two-class LCA model based on AI quantification results of chest CT in the SP population particularly revealed clinical heterogeneity of lung function. Identifying the degree of match between ventilation and gas-exchange may help guide decisions about assisted ventilation.
Humans ; Tomography, X-Ray Computed/methods* ; Male ; Female ; Retrospective Studies ; Middle Aged ; Artificial Intelligence ; Aged ; Pneumonia/diagnosis* ; Latent Class Analysis ; Adult

Objective To observe the clinical efficacy of Fangxiang Wentong Powder(composed of Salviae Miltiorrhizae Radix et Rhizoma,Chuanxiong Rhizoma,Alpiniae Officinarum Rhizoma,Piper Longum,and Corydalis Rhizoma)acupoint application combined with Kuanxiong Aerosol in treating female patients with coronary slow flow(CSF)associated angina.Methods After sample size estimation,119 female inpatients diagnosed as CSF associated angina and differentiated as chest-qi obstruction with yang deficiency and cold accumulation syndrome of traditional Chinese medicine(TCM)were collected from the cardiovascular departments of the Third People's Hospital of Fujian University of Traditional Chinese Medicine,the Second Affiliated Hospital of Guangzhou University of Chinese Medicine(Guangdong Provincial Hospital of Chinese Medicine),Zhanjiang First Traditional Chinese Medicine Hospital,and Longhua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine from November 2023 to March 2024.Using a table of random numbers,the patients were divided into a treatment group(84 cases)and a control group(35 cases)in a ratio of 5∶2.The control group was treated with Isosorbide Monomitrate Sustained-Release Capsules,while the treatment group was treated with application of Fangxiang Wentong Powder on acupoints of Danzhong(CV17),Gaohuang(BL43),and Xinshu(BL15),together with sublingual administration of Kuanxiong Aerosol.The treatment course for both groups covered 7 days.Before and after treatment,the changes in the simplified Seattle Angina Questionnaire(SAQ-7)scores,Chinese Quality of Life Questionnaire for Cardiovascular Patients(CQQC)scores,6-minute walking distance(6MWD),serum C-reactive protein(CRP)level,and white blood cell-to-mean platelet volume ratio(WMR)were observed.The TCM symptom efficacy was compared between the two groups,and adverse reactions were monitored.Results(1)There were 8 patients withdrew in the treatment group for failing in completing the questionnaires,and 2 patients withdrew in the control group for suffering headaches after taking nitrates.Eventually,109 patients completed the trial,including 76 in the treatment group and 33 in the control group.(2)After 7 days of treatment,the total effective rate for TCM symptom efficacy in the treatment group was 86.84%(66/76),and that in the control group was 72.73%(24/33).The intergroup comparison(tested by the chi-square test)showed that the TCM symptom efficacy in the treatment group was significantly superior to that in the control group.(3)After treatment,both groups showed improvements in the scores of activity limitation and angina frequency items of SAQ-7,and the treatment group also showed improvements in the scores of subjective satisfaction item of SAQ-7(P＜0.05).The treatment group's improvements in the scores of activity limitation,angina frequency,and subjective satisfaction items of SAQ-7 were significantly superior to those of the control group(P＜0.05).(4)After treatment,the CQQC scores in the treatment group was significantly improved(P＜0.05),while no significant improvement was observed in the control group(P＞0.05).The improvement of CQQC scores in the treatment group was significantly superior to that in the control group(P＜0.05).(5)After treatment,both groups showed improvements in 6MWD(P＜0.05),and the improvement in the treatment group was significantly superior to that in the control group(P＜0.05).(6)After treatment,the serum levels of inflammatory indicators of CRP and WMR in the treatment group were significantly improved(P＜0.05),while no significant improvements were presented in the control group(P＞0.05).The improvements in serum CRP level and WMR value in the treatment group were significantly superior to those in the control group(P＜0.05).(7)No adverse reactions were found in the treatment group,indicating high safety.Conclusion Fangxiang Wentong Powder acupoint application combined with Kuanxiong Aerosol is more effective than Isosorbide Monomitrate Sustained-Release Capsules,improving exercise tolerance,decreasing inflammatory factor levels,and improving the quality of life to some extent during the treatment of female patients with CSF.

BACKGROUND:The assessment of asymmetric gait quality plays a pivotal role in guiding rehabilitation training;however,the link between gait quality and kinematic-kinetic gait parameters remains ambiguous. OBJECTIVE:To formulate a machine-learning model for evaluating gait quality based on gait parameters,identify factors sensitive to gait quality from asymmetric gait parameters,investigate the relationship between gait indicators and gait quality,and provide guidance for asymmetric gait training and rehabilitation. METHODS:An asymmetric gait database was established through the creation of asymmetric conditions.Kinematic and kinetic data were collected from 8 young and 8 elderly subjects(all male,right dominant population)during gait tests.Gait quality for each test data set was assessed using symmetry indices,resulting in the creation of a gait parameter-gait quality dataset.Utilizing the Random Forest algorithm,a gait quality evaluation model was developed and key quality parameter factors were identified through differential analysis.This model was iteratively refined.The model's performance was evaluated through 10-fold cross-validation,and its effectiveness was verified using the cross-validation dataset. RESULTS AND CONCLUSION:(1)A gradient test was designed to categorize gait quality into optimal,suboptimal,intermediate,and poor groups,with 759,329,133,and 125 instances,respectively.(2)The application of the Random Forest algorithm in gait quality assessment was explored.A relationship model was established between gait indicators and gait quality,yielding a predictive model accuracy of 95.99%.(3)The 13 main parameters significantly influencing asymmetric gait quality were identified through the Random Forest model's feature importance ranking.(4)An analysis of gait quality sensitivity factors using the 13 important parameters led to the identification of five key sensitivity indexes.The Random Forest model utilizing these sensitivity factors achieved a predictive accuracy of 94.20%.

Objective To observe the clinical efficacy and safety of external application of Piyan Formula in treating epidermal growth factor receptor tyrosine kinase inhibitor(EGFR-TKIs)-related rashes.Methods Sixty cases of EGFR-TKIs-related rash patients were randomly allocated into either a treatment group or a control group.The treatment group received external application of Piyan Formula to the rash area twice daily for 14 days.The control group received external application of fucidic acid cream to the rash area twice daily for 14 days.Changes in rash grading,itching grading,quality of life scores and adverse event were observed and recorded in both groups.At the same time,levels of hypersensitive C-reactive protein,interleukin(IL)-6,and IL-1β were measured before treatment and 24 hours after treatment.Results After treatment,the rash severity,itching severity,and quality of life scores were notably lower in the treatment group compared to the control group(P<0.05).The levels of hypersensitive C-reactive protein,IL-6,and IL-1β exhibited a significant decrease compared to their pre-treatment values.(P<0.05).Compared with the control group,the levels of hypersensitive C-reactive protein,IL-6,and IL-1β decreased in the treatment group,with statistically significant differences(P<0.05).No adverse events related to Piyan Formula or fucidic acid cream occurred during the treatment process.Conclusion External application of Piyan Formula in treating EGFR-TKIs-related rashes shows significant clinical efficacy,can effectively reduce the levels of inflammatory factors,and has high safety,thus warranting clinical promotion.

Objective:To investigate the performance of W2 plastic scintillator in megavolt photon and electron beams.Methods:The photon and electron beam energy provided by linear accelerator was used to collect data of the W2 scintillator. The parameters include the electrometer reading stability, W2 dose and dose rate linearity, and angular response. And the dose uncertainty of the W2 correction factors was also investigated.Results:The standard deviation of the electrometer reading stability was between 0.03 and 0.47. The linear regression factors of W2 dose were all 1.0; the maximum deviation of the dose rates was 0.61%. The Cerenkov light radiation correction factor(CLR) for 6 and 10 MV were 0.741 and 0.746, respectively, and the CLR for 6, 9, 12 and 15 MeV were 0.750, 0.753, 0.757 and 0.757, respectively. The maximum deviation of dose uncertainty for 15 MeV was 3.15%.Conclusions:The signal obtained by the blue and green channel was no angular dependence, the same as the high-energy electron beam, which verified that the Cerenkov radiation correction factor has good linearity. W2 plastic scintillator can be applied to non-coplanar radiotherapy dosimetry.

Objective:To understand the components, performance, acceptance test and quality assurance (QA) protocols of the new Varian Halcyon accelerator through the procedures of installation product acceptance (IPA).Methods:Per Varian IPA protocol, TG-142 for LINAC and TG-148 for tomotherapy QA protocols, the software license, safety interlock, mechanical accuracy, dosimetric performance and imager system were checked thoroughly. Some parameters were benchmarked to the conventional TrueBeam system.Results:The system has been fully licensed. Safety interlock was normal. Mechanical accuracy: The maximum deviation of beam stability per gantry rotation was 1.13%. The size of isocenter was>0.59mm. The offsets of MV imager, collimation rotation and absolute gantry rotation were 0.09mm, -0.21° and 0.11°, respectively. The maximum offsets of couch, virtual-to-isocenter were 0.15mm (vertical) and -0.04mm (vertical), respectively. Beam performance: The depth deviation of maximum dose was 0.1cm. The offset of percentage depth dose at 10cm was 0.5%. The maximum deviations of off-axis-intensity, symmetry, and repeatability were 0.9%, 0.94% and -0.44%, respectively. MV imager: The dark field mean pixel value, noise, corrected pixels, defective lines, sensitivity and linearity disparity of dose were 614, 4.4, 3626, 0, 19177, and 0.47%, respectively. All values were within the range of tolerance. Visual check of contrast resolution and small object detection was all satisfactory.Conclusions:Without Halcyon-specific TG report or guidelines, manufacture-provided IPA manual can be helpful with the installation of acceptance and QA protocols. IPA has been successfully performed for Halcyon at Peking University Cancer Hospital. The automated workflow improves the clinical efficiency by simplifying the operations.

OBJECTIVE: To explore the nature of chromosomal abnormality in a fetus with nasal bone dysplasia and clarify its clinical effect. METHODS: Fetal chromosome karyotype was analyzed by G-banding. Single nucleotide polymorphism array (SNP-array) was used to detect the chromosomal copy number variations, and fluorescence in situ hybridization (FISH) was used to verify the result. RESULTS: Fetal karyotype analysis showed an unknown chromosomal fragment in 21q21 region. SNP-array discovered a 7.5 Mb duplication in the 21q22.12q22.3 region. FISH confirmed that the unknown fragment was derived from a 21q22.12q22.3 duplication. CONCLUSION Combined use of karyotype analysis, SNP-array and FISH has clarified the nature of chromosomal abnormality in a fetus with nasal bone dysplasia, which has enabled more accurate prenatal diagnosis and genetic counseling.

Supervision of teaching is of great significance to the substantive equivalence of "online" and "offline" teaching. Compared with the conventional supervision of offline teaching, supervision of online teaching has its particularity. The School of Medicine of Shanghai Jiao Tong University has formulated the online teaching supervision program, relying on the constantly improving supervision system in long-term practice and based on the quality control concept of OBE (outcomes-based education) which aims to improve the learning effect of students. The supervision program of online teaching includes full coverage of expert supervision, smooth feedback channels for students, prompt communication and solutions by management supervision, etc. And the effect of online teaching supervision on students' learning effect can be tested in practice. The effect of the online teaching has been investigated by the questionnaire survey. The results show that online teaching expert supervision has higher satisfaction and students learning effect is better, which illustrates that the online supervision program has played a positive role in teaching.

Objective: To explore the clinical significance of a prenatal case with two small supernumerary marker chromosomes (sSMC) through identification of their origins. Methods: G-banding chromosomal karyotyping analysis were carried out on fetal amniotic fluid sample and peripheral blood samples from both patients. Fluorescence in situ hybridization (FISH) and single nucleotide polymorphism-array (SNP-array) were used to analyze the component and size of the sSMCs. Results: The karyotype of the fetus was determined as 47, XX, + mar[53]/48, XX, + 2 mar[31]/46, XX[14]. SNP-array has revealed four copies of chromosome 2q11.1q11.2 with a size of 2.6 Mb and three copies of 10p11.23q11.23 with a size of 20.6 Mb. The results was confirmed by FISH. Conclusion A rare chromosomal abnormality with two sSMCs was identified by combined karyotype analysis, SNP-array and FISH, which provided valuable information for prenatal diagnosis.

Objective To compare two pretreatment plan QA methods for HalcyonTM accelerator using Portal Dosimetry (PD),and PTW OCTAVIUS 1500 detector array + Octagonal phantom (Oct 1500)respectively.Methods Parallel measurement-based pretreatment QA using two methods was performed for 22 IMRT/VMAT plans (74 fields) that have been used to treat 20 patients recruited in the Halcyon clinical trial.Several γ 2D comparisons were also applied to provide guidelines for Halcyon planning QA.Results Using Oct1500 method,the γ 2D passing rates for 74 fields in 22 Plans were 95.26±3.59,95.01±3.62 (Local Dose),99.05± 1.35,98.57± 1.96 (Max Dose) respectively.Two-related samples non-parametric tests suggested that the differences between the evaluation criteria were of statistical significance (Z =-7.220,-4.108,P＜0.05).For PD method,the γ 2D passing rates were 84.11％ ± 1.35％ (1 mm/1％),99.07％± 1.35％ (2 mm/2％),and 99.86％ ± 1.35％ (3 mm/3％).Two-related samples non-parametric tests suggested that the differences between evaluation criteria of PD method were statistically significant (Z =-7.475,-7.475,-6.906,P＜0.05).For 74 fields and max dose,3 mm/3％ evaluation criteria,two-related samples non-parametric tests suggested that the differences between PD and Oct1500 method were statistically significant (Z=-5.072,P＜0.05).Conclusions Both methods can be used for Halcyon pretreatment plan QA.PD is superior to Oct1500 with respect to efficiency and spatial resolution-induced verification accuracy.The criteria of 2 mm/2％ for PD,and Max Dose/3 mm/3％ for Oct1500 was suggested.