1.Deep learning applied to two-dimensional color Doppler flow imaging ultrasound images significantly improves diagnostic performance in the classification of breast masses: a multicenter study.
Teng-Fei YU ; Wen HE ; Cong-Gui GAN ; Ming-Chang ZHAO ; Qiang ZHU ; Wei ZHANG ; Hui WANG ; Yu-Kun LUO ; Fang NIE ; Li-Jun YUAN ; Yong WANG ; Yan-Li GUO ; Jian-Jun YUAN ; Li-Tao RUAN ; Yi-Cheng WANG ; Rui-Fang ZHANG ; Hong-Xia ZHANG ; Bin NING ; Hai-Man SONG ; Shuai ZHENG ; Yi LI ; Yang GUANG
Chinese Medical Journal 2021;134(4):415-424
BACKGROUND:
The current deep learning diagnosis of breast masses is mainly reflected by the diagnosis of benign and malignant lesions. In China, breast masses are divided into four categories according to the treatment method: inflammatory masses, adenosis, benign tumors, and malignant tumors. These categorizations are important for guiding clinical treatment. In this study, we aimed to develop a convolutional neural network (CNN) for classification of these four breast mass types using ultrasound (US) images.
METHODS:
Taking breast biopsy or pathological examinations as the reference standard, CNNs were used to establish models for the four-way classification of 3623 breast cancer patients from 13 centers. The patients were randomly divided into training and test groups (n = 1810 vs. n = 1813). Separate models were created for two-dimensional (2D) images only, 2D and color Doppler flow imaging (2D-CDFI), and 2D-CDFI and pulsed wave Doppler (2D-CDFI-PW) images. The performance of these three models was compared using sensitivity, specificity, area under receiver operating characteristic curve (AUC), positive (PPV) and negative predictive values (NPV), positive (LR+) and negative likelihood ratios (LR-), and the performance of the 2D model was further compared between masses of different sizes with above statistical indicators, between images from different hospitals with AUC, and with the performance of 37 radiologists.
RESULTS:
The accuracies of the 2D, 2D-CDFI, and 2D-CDFI-PW models on the test set were 87.9%, 89.2%, and 88.7%, respectively. The AUCs for classification of benign tumors, malignant tumors, inflammatory masses, and adenosis were 0.90, 0.91, 0.90, and 0.89, respectively (95% confidence intervals [CIs], 0.87-0.91, 0.89-0.92, 0.87-0.91, and 0.86-0.90). The 2D-CDFI model showed better accuracy (89.2%) on the test set than the 2D (87.9%) and 2D-CDFI-PW (88.7%) models. The 2D model showed accuracy of 81.7% on breast masses ≤1 cm and 82.3% on breast masses >1 cm; there was a significant difference between the two groups (P < 0.001). The accuracy of the CNN classifications for the test set (89.2%) was significantly higher than that of all the radiologists (30%).
CONCLUSIONS:
The CNN may have high accuracy for classification of US images of breast masses and perform significantly better than human radiologists.
TRIAL REGISTRATION
Chictr.org, ChiCTR1900021375; http://www.chictr.org.cn/showproj.aspx?proj=33139.
Area Under Curve
;
Breast/diagnostic imaging*
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Breast Neoplasms/diagnostic imaging*
;
China
;
Deep Learning
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Humans
;
ROC Curve
;
Sensitivity and Specificity
2.A comparative study of the effects of different treatment strategies on postoperative anal function and quality of life in patients with complete obstructive left hemicolon cancer.
Gan Bin LI ; Jia Gang HAN ; Zhen Jun WANG ; Guang Hui WEI ; Hao QU ; Zhi Wei ZHAI ; Bing Qiang YI ; Yong YANG ; Hua Chong MA ; Jian Liang WANG ; Zhu Lin LI
Chinese Journal of Gastrointestinal Surgery 2021;24(4):335-343
Objective: To compare the effects of 3 treatment strategies (emergent surgery, self-expanding metallic stents, self-expanding metallic stents plus neoadjuvant chemotherapy) on postoperative anal function and quality of life in patients with complete obstructive left hemicolon cancer. Methods: A retrospective cohort study was conducted. Clinical data of patients with complete obstructive left hemicolon cancer admitted to General Surgery Department of Beijing Chaoyang Hospital between January 2017 and October 2019 were retrospectively collected. Patient inclusion criteria: (1) complete obstructive left hemicolon cancer was confirmed through clinical manifestation and abdominal computed tomography; (2) adenocarcinoma was confirmed by postoperative pathology; (3) emergent radical resection of primary tumor was performed with temporary stoma, or radical resection of primary tumor and primary anastomosis was performed without stoma, 7 to 14 days after completion of insertion of self-expanding metallic stents. Patients who did not receive stoma reversion after emergent operation were excluded. According to different therapies, patients were divided into three groups: emergent surgery (ES) group, self-expanding metallic stents (SEMS) group and self-expanding metallic stents plus neoadjuvant chemotherapy (SEMS+NAC) group. Wexner score for incotinence (higher score indicates the worse anal function), Vaizey score (>10 indicates fecal incontinence) and low anterior resection syndrome (LARS) scale (higher score indicates the worse anal function) were applied to evaluate anal function of patients among groups at postoperative 1-, 6- and 12-month. EORTC QLQ-C30 questionnaire was used to assess the quality of life. Risk factors of decreased anal function were identified by logistic regression analysis. Results: A total of 72 patients were enrolled, including 27 (37.5%) patients in ES group, 23 (31.9%) in SEMS group and 22 (30.6%) in SEME+NAC group. The baseline characteristics including age, gender, tumor location, comorbidities, total blood loss, operation time and postoperative complications, were comparable among groups, except that the proportion of laparoscopic surgery was significantly lower in ES group (4/27, 14.9%) than that in SEMS (15/23, 65.2%) and SEMS+NAC group (16/22, 72.7%) with significant difference (P<0.001). The follow-up ended up to October 2020, and the overall follow-up rate was 79.2% (57/72). No significant differences existed in the Wexner score of patients among groups at postoperative 1-, 6- and 12-month (all P>0.05). The Vaizey scores at postoperative 1-month in ES, SEMS and SEMS+NAC group were 7 (0-17), 3 (0-7) and 4 (0-8) respectively with significant difference (H=18.415, P=0.001), and the scores in SEMS and SEMS+NAC groups were significantly lower than that in ES group (both P<0.05), while no significant difference existed between SEMS and SEMS+NAC group (P>0.05). Vaizey scores at postoperative 6- and 12-month among 3 groups were not significantly different (both P>0.05). The LARS scores at postoperative 1-month in ES, SEMS and SEMS+NAC groups were 20 (0-37), 15 (0-24) and 16 (0-28) respectively with significant difference (H=3.660, P=0.036), and the scores in SEMS and SEMS+NAC groups were significantly lower than that in ES group (both P<0.05), while no significant difference existed between SEMS and SEMS+NAC groups (P>0.05). LARS scores at postoperative 6- and 12-month among 3 groups were not significantly different (both P>0.05). The QLQ-C30 score revealed that the social function of patients in SEMS group and SEMS+NAC group was significantly better than that in ES group (both P<0.05), while no significant difference existed between SEMS and SEMS+NAC group (P>0.05). The logistic regression analysis revealed that only ES was an independent risk factor of decreased anal function (OR=2.264, 95% CI: 1.098-4.667, P=0.027). Conclusion: Compared to ES, SEMS may improve quality of life and short-term anal function of patients with complete obstructive left hemicolon cancer.
Humans
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Intestinal Obstruction
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Postoperative Complications
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Quality of Life
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Rectal Neoplasms
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Retrospective Studies
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Syndrome
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Treatment Outcome
3.Application of daily electronic assessment in standardized training of anesthesiology resident
Xu LI ; Li-Jian PEI ; Xia RUAN ; Gan YE ; Qi LI ; Chun-Hua YU ; Jie YI ; Yu-Guang HUANG
Basic & Clinical Medicine 2018;38(6):886-889
Objective To study the effect of electronic daily assessment on the application of standardized training for residents of anesthesiology department. Methods Compared the feedback rate of the previous paper evaluation form and the electronic daily evaluation submission,and summarized the results of the daily evaluation of residents of different grades and different sources through the electronic system. Results The feedback rate of the paper form and the electronic for was 59.5% and 96.7% separately. Comparing the scores of different grads, the total score and sub option scores gradually increased from grade one to grade three. The lowest score of sub options in all grades were anesthetic plan/crisis management scores. The worst overall rating(performance worse than expected)happened in the second-year residents. The best overall rating(performance better than expected) happened in the third-year resident. The residents form other hospitals had higher scores than PUMCH(Peking Union Medical Col-lege Hospital)'s residents and graduate students except for the score of theoretical knowledge. The PUMCH's resi-dents got lower score in overall rating.The teaching staff rescheduled and modified the training program according to the educational defect,so as to individualize resident training. Conclusions The daily electronic assessment helps to monitor daily performance of residents in a timely and comprehensive manner, so to adjust teaching methods, and contributes to conduct formative evaluation,which has a positive impact on improving teaching effectiveness.
4.A new naphthaldehyde derivative from Comastoma pulmonarium and its anti-tobacco mosaic virus (anti-TMV) activity.
Xiao-Long WANG ; Ping LI ; Jing LI ; Jian-Hua CHEN ; Guang-Yu YANG ; Qiu-Fen HU ; Cheng-Ming ZHANG ; Gan-Peng LI
China Journal of Chinese Materia Medica 2018;43(19):3884-3886
A new naphthaldehyde derivative has been isolated from Comastoma pulmonarium by using various chromatographic techniques, including silica gel, Sephadex LH-20, MCI-gel resin and RP-HPLC. This compounds was determined as 5-methoxy-2-methyl-7-(2-oxopropyl)naphthalene-1-carbaldehyde(1) by NMR, MS, IR and UV spectra. This compound was also evaluated for its anti-tobacco mosaic virus (anti-TMV) activity. The result showed that it showed high anti-TMV activity with inhibition rate of 32.8%. The inhibition rate is close to that of positive control (ningnanmycin).
Aldehydes
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isolation & purification
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pharmacology
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Antiviral Agents
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isolation & purification
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pharmacology
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Chromatography, High Pressure Liquid
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Gentianaceae
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chemistry
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Naphthalenes
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isolation & purification
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pharmacology
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Phytochemicals
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isolation & purification
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pharmacology
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Tobacco
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Tobacco Mosaic Virus
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drug effects
5.A study on the effect of measurement-based care using Patient Health Questionnaire Depression Scale (PHQ-9)on patients with depression
Shi-Miao ZHAO ; Guo-Xing QIN ; Jun-Liang CHEN ; Jian-Guang GAN
Journal of Preventive Medicine 2016;28(5):469-472
Objective Thisstudyaimstoexploretheeffectofmeasurement-basedcareusingPatientHealthQuestionnaire DepressionScale(PHQ-9)onpatientswithonsetdepression.Methods Atotalof120patientswithonsetdepressionwere randomly assigned to the test group and control group.The test group was treated with measurement-based care using PHQ-9 and the control group maintains normal treatment.We assessed the HAMD1 7 score and social function of all patients on acute phase (after two month treatment),middle phase (after six month treatment)and long phase (after one year treatment).Results ThemeanHAMD17scoreofpatientsinthetestgroupwaslowerthanthecontrolgroupat6monthand 1 2month(P<0.01 ),and the difference of the reduced score at 1 2month was significant (P<0.01 ).The patients has better social function score and lower recurrence rate in the test group than that of the control group (P <0.05 ). Conclusion Theonsetdepressivepatientwhotreatedwithmeasurement-basedcareusingPHQ-9showsbettereffect and social function compared with those with normal outpatient treatment.
6.Sensitivity of Plasmodium falciparum to Antimalarial Drugs in Hainan Island, China.
Shan Qing WANG ; Guang Ze WANG ; Yu Chun LI ; Feng MENG ; Shi Gan LIN ; Zhen Hu ZHU ; Ding Wei SUN ; Chang Hua HE ; Xi Min HU ; Jian Wei DU
The Korean Journal of Parasitology 2015;53(1):35-41
Pyronaridine and artesunate have been shown to be effective in falciparum malaria treatment. However, pyronaridine is rarely used in Hainan Island clinically, and artesunate is not widely used as a therapeutic agent. Instead, conventional antimalarial drugs, chloroquine and piperaquine, are used, explaining the emergence of chloroquine-resistant Plasmodium falciparum. In this article, we investigated the sensitivity of P. falciparum to antimalarial drugs used in Hainan Island for rational drug therapy. We performed in vivo (28 days) and in vitro tests to determine the sensitivity of P. falciparum to antimalarial drugs. Total 46 patients with falciparum malaria were treated with dihydroartemisinin/piperaquine phosphate (DUO-COTECXIN) and followed up for 28 day. The cure rate was 97.8%. The mean fever clearance time (22.5+/-10.6 hr) and the mean parasite clearance time (27.3+/-12.2 hr) showed no statistical significance with different genders, ages, temperatures, or parasite density (P>0.05). The resistance rates of chloroquine, piperaquine, pyronarididine, and artesunate detected in vitro were 71.9%, 40.6%, 12.5%, and 0%, respectively (P<0.0001). The resistance intensities decreased as follows: chloroquine>piperaquine>pyronarididine>artesunate. The inhibitory dose 50 (IC50) was 3.77x10(-6) mol/L, 2.09x10(-6) mol/L, 0.09x10(-6) mol/L, and 0.05x10(-6) mol/L, and the mean concentrations for complete inhibition (CIMC) of schizont formation were 5.60x10(-6) mol/L, 9.26x10(-6) mol/L, 0.55x10(-6) mol/L, and 0.07x10(-6) mol/L, respectively. Dihydroartemisinin showed a strong therapeutic effect against falciparum malaria with a low toxicity.
Adolescent
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Adult
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Aged
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Antimalarials/*pharmacology/*therapeutic use
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Child
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Child, Preschool
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China
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Female
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Humans
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Inhibitory Concentration 50
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Malaria, Falciparum/*drug therapy/parasitology
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Male
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Middle Aged
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Parasitic Sensitivity Tests
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Plasmodium falciparum/*drug effects
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Treatment Outcome
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Young Adult
7.Sensitivity of Plasmodium falciparum to Antimalarial Drugs in Hainan Island, China.
Shan Qing WANG ; Guang Ze WANG ; Yu Chun LI ; Feng MENG ; Shi Gan LIN ; Zhen Hu ZHU ; Ding Wei SUN ; Chang Hua HE ; Xi Min HU ; Jian Wei DU
The Korean Journal of Parasitology 2015;53(1):35-41
Pyronaridine and artesunate have been shown to be effective in falciparum malaria treatment. However, pyronaridine is rarely used in Hainan Island clinically, and artesunate is not widely used as a therapeutic agent. Instead, conventional antimalarial drugs, chloroquine and piperaquine, are used, explaining the emergence of chloroquine-resistant Plasmodium falciparum. In this article, we investigated the sensitivity of P. falciparum to antimalarial drugs used in Hainan Island for rational drug therapy. We performed in vivo (28 days) and in vitro tests to determine the sensitivity of P. falciparum to antimalarial drugs. Total 46 patients with falciparum malaria were treated with dihydroartemisinin/piperaquine phosphate (DUO-COTECXIN) and followed up for 28 day. The cure rate was 97.8%. The mean fever clearance time (22.5+/-10.6 hr) and the mean parasite clearance time (27.3+/-12.2 hr) showed no statistical significance with different genders, ages, temperatures, or parasite density (P>0.05). The resistance rates of chloroquine, piperaquine, pyronarididine, and artesunate detected in vitro were 71.9%, 40.6%, 12.5%, and 0%, respectively (P<0.0001). The resistance intensities decreased as follows: chloroquine>piperaquine>pyronarididine>artesunate. The inhibitory dose 50 (IC50) was 3.77x10(-6) mol/L, 2.09x10(-6) mol/L, 0.09x10(-6) mol/L, and 0.05x10(-6) mol/L, and the mean concentrations for complete inhibition (CIMC) of schizont formation were 5.60x10(-6) mol/L, 9.26x10(-6) mol/L, 0.55x10(-6) mol/L, and 0.07x10(-6) mol/L, respectively. Dihydroartemisinin showed a strong therapeutic effect against falciparum malaria with a low toxicity.
Adolescent
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Adult
;
Aged
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Antimalarials/*pharmacology/*therapeutic use
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Child
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Child, Preschool
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China
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Female
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Humans
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Inhibitory Concentration 50
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Malaria, Falciparum/*drug therapy/parasitology
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Male
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Middle Aged
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Parasitic Sensitivity Tests
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Plasmodium falciparum/*drug effects
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Treatment Outcome
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Young Adult
8.Study on efficacy of zaoren anshen capsules in treating senile insomnia and changes in its hemorheology.
Jian-Guang GAN ; Guo-Qiang TIAN ; Guo-Xing QIN
China Journal of Chinese Materia Medica 2013;38(2):273-275
OBJECTIVETo observe the effect of Zaoren Anshen capsules in treating senile insomnia and changes in its hemorheology.
METHODA total of 120 patients with senile insomnia were randomly divided into the Zaoren Anshen capsules group (five capsules, n = 60) and the Alprazolam group (0.8 mg, n = 60) for treatment and control observation. Pittsburgh sleep quality index (PSQI) was used for evaluating clinical efficacy in the first and fourth week before and after treatment.
RESULTThe Zaoren Anshen capsules group had lower higher scores in PSQI (5.91 +/- 1.37) than that before treatment (13.49 +/- 3.87), with great statistical significant in difference (P < 0.01). The alprazolam group had lower higher scores in PSQI than that before treatment, with great statistical significant in difference (P < 0.01). apart from higher PSQI scores in the Zaoren Anshen capsules group than that of the Alprazolam group after treatment for one week (P < 0.05), the comparison between the Zaoren Anshen capsules group and the alprazolam group before and after treatment for four weeks showed no statistical significance. As for hemorheological parameters, the difference in the whole blood viscosity (including high-shear, middle-shear and low-shear) of patients in the Zaoren Anshen capsules showed great statistical significance before and after treatment (P < 0.01), and so did the plasma viscosity (P < 0.05). Zaoren Anshen capsules showed less adverse reactions than alprazolam.
CONCLUSIONZaoren Anshen capsules have similar effect in treating senile insomnia with alprazolam, with less adverse reactions. They are so suitable for patients with senile insomnia that they can improve hemorheological indicators of patients with senile insomnia and have good effect in promoting circulation and removing stasis.
Aged ; Aged, 80 and over ; Alprazolam ; administration & dosage ; Blood Viscosity ; drug effects ; Capsules ; Drugs, Chinese Herbal ; administration & dosage ; Female ; Hemorheology ; drug effects ; Humans ; Hypnotics and Sedatives ; administration & dosage ; Male ; Middle Aged ; Sleep Initiation and Maintenance Disorders ; drug therapy ; Surveys and Questionnaires ; Treatment Outcome
9.Change of glutamic acid decarboxylase antibody and protein tyrosine phosphatase antibody in Chinese patients with acute-onset type 1 diabetes mellitus.
Chen CHAO ; Gan HUANG ; Xia LI ; Lin YANG ; Jian LIN ; Ping JIN ; Shuo-Ming LUO ; Yi-Yu ZHANG ; Ling-Ling PAN ; Zhi-Guang ZHOU
Chinese Medical Journal 2013;126(21):4006-4012
BACKGROUNDGlutamic acid decarboxylase antibody (GADA) and protein tyrosine phosphatase antibody (IA-2A) are two major autoantibodies, which exert important roles in the process of type 1 diabetes mellitus (T1D). Our study aimed to investigate the changes in positivity and titers of GADA and IA-2A during the course of Chinese acute-onset T1D patients and their relationships with clinical features.
METHODSTwo hundreds and forty-seven Chinese newly diagnosed acute-onset T1D patients were consecutively recruited. GADA and IA-2A were detected at the time of diagnosis, one year later, 3-5 years later after diagnosis during the follow-up; all the clinical data were recorded and analyzed as well.
RESULTSDuring the course of acute-onset T1D, the majority of patients remained stable for GADA or IA-2A, however, a few patients changed from positivity to negativity and fewer patients converted from negativity to positivity. The prevalence of GADA was 56.3% at diagnosis, decreasing to 50.5% one year later, and 43.3% 3-5 years later while the corresponding prevalence of IA-2A were 32.8%, 31.0% and 23.3%, respectively. The median GADA titers were 0.0825 at diagnosis, declining to 0.0585 one year later and 0.0383 3-5 years later (P < 0.001), while the corresponding median titers were 0.0016, 0.0010, 0.0014 for IA-2A, respectively. Fasting C-peptide (FCP) and postprandial C-peptide 2 hours (PCP2h) levels of GADA or IA-2A negativity persistence patients were higher than those of positivity persistence and negativity conversion patients (P < 0.05) which indicated GADA or IA-2A negativity persistence T1D patients had a less loss of β cell function.
CONCLUSIONOur data suggest that repeated detection of GADA and IA-2A are necessary for differential diagnosis of autoimmune diabetes and the indirect prediction of the β cell function in Chinese patients.
Adolescent ; Adult ; Aged ; Antibodies ; therapeutic use ; Asian Continental Ancestry Group ; Child ; Child, Preschool ; Diabetes Mellitus, Type 1 ; drug therapy ; immunology ; Female ; Glutamate Decarboxylase ; immunology ; Glycated Hemoglobin A ; metabolism ; Humans ; Infant ; Male ; Middle Aged ; Protein Tyrosine Phosphatases ; immunology ; Young Adult
10.Pulmonary oligemia maneuver can alleviate pulmonary artery injury during pulmonary thromboendarterectomy procedure.
Hui-li GAN ; Jian-qun ZHANG ; Jia-kai LU ; Xiu-hua DONG ; Xiao-tong HOU ; Yuan-ming GAO ; Guang-fa ZHU
Chinese Medical Journal 2013;126(5):828-833
BACKGROUNDPulmonary thromboendarterectomy (PTE) has evolved as a treatment of choice for chronic thromboembolic pulmonary hypertension (CTEPH). This study aimed to characterize if pulmonary oligemia maneuver (POM) can alleviate pulmonary artery injury during PTE procedure.
METHODSA total of 112 cases of CTEPH admitted to Beijing Anzhen Hospital from March 2002 to August 2011 received PTE procedure. They were retrospectively classified as non-POM group (group A, n = 55) or POM group (group B, n = 57). Members from group B received POM during rewarming period, whereas members from group A did not.
RESULTSThere were three (5.45%) early deaths in group A, no death in group B (0) (Fisher's exact test, P = 0.118). Six patients in group A needed extracorporeal membrane oxygenation (ECMO) as life support after the PTE procedure, no patients in group B needed ECMO (Fisher's exact test, P = 0.013). The patients in group B had a shorter intubation and ICU stay, lower mean pulmonary arterial pressure (mPAP) and pulmonary vascular resistance (PVR), higher partial pressure of oxygen in artery (PaO2) and arterial oxygen saturation (SaO2) and less medical expenditure than patients in group A. With a mean follow-up time of (58.3 ± 30.6) months, two patients in group A and one patient in group B died. The difference of the actuarial survival after the procedure between the two groups did not reach statistical significance. Three months post the PTE procedure, the difference of residual occluded pulmonary segment between the two groups did not reach statistical significance (P = 0.393).
CONCLUSIONPOM can alleviate pulmonary artery injury, shorten ICU stay and intubation time, and lower down the rate of ECMO after PTE procedure.
Adult ; Endarterectomy ; adverse effects ; methods ; Female ; Humans ; Hypertension, Pulmonary ; etiology ; prevention & control ; Male ; Middle Aged ; Pulmonary Artery ; injuries ; Retrospective Studies

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