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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.
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Humanos , Área Sob a Curva , Mama/diagnóstico por imagem , Neoplasias da Mama/diagnóstico por imagem , China , Aprendizado Profundo , Curva ROC , Sensibilidade e EspecificidadeRESUMO
OBJECTIVE@#To evaluate the clinical characteristics, genetic abnormalities, treatment efficacy and prognostic factors in patients with plasma cell leukemia(PCL).@*METHODS@#30 patients diagnosed as PCL in our hospital from January 1993 to December 2019 were enrolled, and the clinical characteristics, laboratory findings, therapeutic regimes, and survival data of the patients were retrospectively analyzed.@*RESULTS@#The median age of the 30 patients was 56.5 (28-80) years old, among them, 25 patients were primary plasma cell leukemia, and 5 patients were secondary plasma cell leukemia. Complex karyotypes and subdiploids were most common in cytogenetic abnormalities. Among the 20 cases of chromosome G banding, 11 (55%) cases were complex karyotypes and 8 (40%) cases were hypodiploid. Fluorescent in situ hybridization (FISH) test showed that among 11 cases, 6 cases showed 17p13 deletion, 8 cases showed at least two kinds of abnormalities, which including t (14; 16), t (8; 14), t (11;14), 17p13 deletion, and 13q14 deletion. The median overall survival (OS) time was 10.5 months for all patients. The median OS time of the patients in ECOG score ≤ 2 group was 21.5 months, which was significantly longer than those in the ECOG score>2 group(1.2 months) (P=0.017). The median OS time of the patients treated with novel agents (including proteasome inhibitor and/or immunomodulator) was 24.9 months, which was significantly longer than the patients treated with traditional chemotherapy group(10.5 months) (P<0.001). For the patients treated with novel agents, the median OS time of patients accepted two novel agents combination was 30.9 months, which was longer than those of single novel agent(11.5 months) (P=0.021). The effect of genetic abnormolity to the OS of the patients showed no statistical difference. Multivariate statistical analysis showed that ECOG score>2 was the independent prognostic factor of plasma cell leukemia patients. There were two patients underwent allogeneic hematopoietic stem cell transplantation in the study,but died due to the pulmonary infection within 6 months after transplantation.@*CONCLUSION@#In the era of novel agents, ECOG score is an independent prognostic factor of plasma cell leukemia. Multiple novel agents treatment should be underwent as soon as possible to improve the prognosis of the patients. Pulmonary infection is a common factor that cause the death of the patients after allogeneic hematopoietic stem cell transplantation.
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Idoso , Idoso de 80 Anos ou mais , Humanos , Pessoa de Meia-Idade , Transplante de Células-Tronco Hematopoéticas , Hibridização in Situ Fluorescente , Leucemia Plasmocitária/genética , Pacientes , Prognóstico , Estudos RetrospectivosRESUMO
BACKGROUND@#This study was designed to evaluate the clinical and radiographic outcomes of patients with nutcracker syndrome (NCS) who were treated with three-dimensional printing (3DP) extravascular titanium stents (EVTSs). The 3DP EVTS was expected to release the hypertension of the left renal vein (LRV) produced by its compression between the superior mesenteric artery (SMA) and the aorta without causing any complications.@*METHOD@#The pre-operative kidney model of each patient was printed out to enable surgical planning. After that, the EVTS was designed based on the LRV's primitive physiologic structure using computer-aided design software, and each stent was printed out with a precision setting of 20 μm. Seventeen patients who had been suffering from NCS underwent laparoscopic 3DP EVTS placement. The surgical procedure was designed for the placement of EVTS, taking great care in positioning and fixing the stent. Surgical data, which included patient demographic characteristics as well as pre- and post-operative test results, were collected and analyzed.@*RESULTS@#The mean duration of surgery was 75 ± 9 min, and the mean blood loss was 20 ± 5 mL. Computed tomography examinations revealed that the pre- and post-operative angle between the SMA and the aorta ranged from 18.7° ± 4.3° to 48.0° ± 8.8° (P < 0.05); in patients with left varicocele, the mean diameter of the left spermatic vein ranged from 3.7 ± 0.5 to 1.3 ± 0.2 mm (P < 0.05). Moreover, Doppler ultrasound examinations showed that the peak velocity of blood flow at the hilar area ranged from 12.4 ± 3.3 to 18.5 ± 3.4 cm/s (P < 0.05). No side effects were observed in the 24 to 42 months following surgery.@*CONCLUSION@#The findings after 2 years of follow-up suggest that the 3DP EVTS is a safe and effective minimally invasive alternative for the treatment of NCS.
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Adolescente , Adulto , Feminino , Humanos , Masculino , Adulto Jovem , Procedimentos Cirúrgicos Minimamente Invasivos , Métodos , Impressão Tridimensional , Síndrome do Quebra-Nozes , Cirurgia Geral , Estudos Retrospectivos , Stents , Titânio , QuímicaRESUMO
OBJECTIVE@#To investigate the therapeutic effects and mechanisms of Bianyanning on acute pharyngitis in rats, and to provide evidence and experimental data for its clinical application.@*METHODS@#The acute pharyngitis of rats was induced by spraying ammonia directly to their throat. The model rats were randomly divided into model control group, the high-, medium- and low-dose group of Bianyanning, while normal rats were used as control group, 10 in each group. After the corresponding drug treatment, the symptoms and manifestations of each group were observed and recorded; 24 hours after last gavaging, blood samples of each group were collected from the abdominal aorta. The serum contents of interleukin 1-beta (IL-1β) and tumor necrosis factor alpha (TNF-α) were detected by ELISA. HE method was used to observe the characteristic of the lung tissues and the transmission electron microscopy method was used to observe the trachea cilia.@*RESULTS@#After the treatment, compared with the model control group, the high-, medium- and low-dose group of Bianyanning, the symptoms of acute pharyngitis such as inflamed and congestive throat were relieved obviously. The morphological changes of lung and bronchus tissues were apparently improved. The contents of IL-1β and TNF-α in serum were decreased significantly.@*CONCLUSION@#Compound Bianyanning can promote the recovering process of acute pharyngitis, improve the morphology of lungs and bronchus, which may be related to inhibiting the releasing of the IL-1β and TNF-α in serum.
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Animais , Ratos , Medicamentos de Ervas Chinesas , Farmacologia , Interleucina-1beta , Metabolismo , Faringite , Tratamento Farmacológico , Alergia e Imunologia , Distribuição Aleatória , Ratos Sprague-Dawley , Fator de Necrose Tumoral alfa , MetabolismoRESUMO
Background@#This study was designed to evaluate the clinical and radiographic outcomes of patients with nutcracker syndrome (NCS) who were treated with three-dimensional printing (3DP) extravascular titanium stents (EVTSs). The 3DP EVTS was expected to release the hypertension of the left renal vein (LRV) produced by its compression between the superior mesenteric artery (SMA) and the aorta without causing any complications.@*Method@#The pre-operative kidney model of each patient was printed out to enable surgical planning. After that, the EVTS was designed based on the LRV’s primitive physiologic structure using computer-aided design software, and each stent was printed out with a precision setting of 20 μm. Seventeen patients who had been suffering from NCS underwent laparoscopic 3DP EVTS placement. The surgical procedure was designed for the placement of EVTS, taking great care in positioning and fixing the stent. Surgical data, which included patient demographic characteristics as well as pre- and post-operative test results, were collected and analyzed.@*Results@#The mean duration of surgery was 75 ± 9 min, and the mean blood loss was 20 ± 5 mL. Computed tomography examinations revealed that the pre- and post-operative angle between the SMA and the aorta ranged from 18.7° ± 4.3° to 48.0° ± 8.8° (P < 0.05); in patients with left varicocele, the mean diameter of the left spermatic vein ranged from 3.7 ± 0.5 to 1.3 ± 0.2 mm (P < 0.05). Moreover, Doppler ultrasound examinations showed that the peak velocity of blood flow at the hilar area ranged from 12.4 ± 3.3 to 18.5 ± 3.4 cm/s (P < 0.05). No side effects were observed in the 24 to 42 months following surgery.@*Conclusion@#The findings after 2 years of follow-up suggest that the 3DP EVTS is a safe and effective minimally invasive alternative for the treatment of NCS.
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Objective To study the contents of puerarin in decoction with different compatibility ratios of Astragali Radix and Puerariae Lobatae Radix; To verify the rationality of compatibility ratios of Huangqi Gegen Decoction and Yu y e Decoction; To provide references for clinical medication. Methods Different compatibility ratios of Astragali Radix and Puerariae Lobatae Radix were set as 0:1, 1:1, 2:1, 3:1, 4:1, 1:2, 1:3, and 1:4. SinoChrom ODS-BP (4.6 mm × 250 mm, 5 μm) was used as the chromatographic column to detect the contents of puerarin;methanol-0.1% phosphoric acid (35:65) was used as the mobile phase with 0.5 mL/min flow rate; sample volume was 20 μL; the wavelength was 250 nm. Results The regression equation of puerarin was Y=66 449.269 1X-175 665.663 1 (r=0.999 6) in the range of 5 to 300 μg/mL, showing a good linear relationship. The repeatability, stability and recovery rate were fine as well. The contents of puerarin were (2.506 7±0.025 8)%, (2.526 7±0.071 2)%, (2.863 3± 0.086 4)%, (2.956 7±0.119 6)%, (2.835 0±0.078 7)%, (2.480 0±0.072 4)%, (2.530 0±0.064 8)%, and (2.183 3±0.128 9)% in different compatibility ratios of Astragali Radix and Puerariae Lobatae Radix with 0:1, 1:1, 2:1, 3:1, 4:1, 1:2, 1:3, and 1:4, respectively. Conclusion When the compatibility ratios of Astragali Radix and Puerariae Lobatae Radix are 2:1. 3:1, and 4:1, the contents of puerarin in decoction are the highest. This study verifies that the compatibility ratios of Astragali Radix and Puerariae Lobatae Radix in classical prescriptions are rational, which can be the optimal compatibility ratios in clinic.
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Objective To explore the value of quantitative measurement of carotid intima-media thickness and elasticity for evaluating the degree of coronary heart disease by radio frequency ultrasonography. Methods From February 2011 to June 2012, a total of 142 subjects in cardiovascular internal medicine of the fourth military medical university Tangdu hospital with suspected CAD were enrolled in this study and were divided into non CAD group (n=35), atherosclerosis group in which coronary stenosis rate was less than 50%and no hemodynamic changes were detected (n=33), single artery involved group in which coronary stenosis rate was more than 50% (n=36) and multi-artery involved group in which coronary stenosis rate was more than 50%(n=38) based on the results of the coronary angiography (CAG). Measure the left common carotid artery intima-media thickness (IMT) and blood vessel elasticity index including the left common carotid artery pulse wave velocity (PWV) and stiffness index (β). Receiver operating characteristic (ROC) curves were used to calculate and compare the degrees of coronary heart disease, area under the curve of the left carotid artery elasticity parameters, cut-off value,sensitivity, speciifcity and Youden's index. Results LIMT, LPWV and Lβhad statistical signiifcance differences among four groups (F=3.621, 4.769 and 4.756, all P<0.05). The maximum values of parameter area under ROC curve were all observed in multi-artery involved groups and were 0.759 (LIMT), 0.770 (LPWV) and 0.764 (Lβ). The maximum value of Youden's index of the left common carotid artery intima-media thickness was observed in the coronary atherosclerosis group and was 0.513. The maximum value of Youden's index of the left common carotid artery pulse wave velocity and stiffnessβwere both observed in the multi-artery involved group and were 0.524 and 0.469. For diagnosing multivessel lesions, the sensitivities of LIMT, LPWV and Lβwere 71.0%, 77.4%and 71.0%, and the speciifcities were 73.4%, 74.7%and 75.9%. Conclusions The carotid elastic parameters have better predictive value for multivessel lesions. LPWV and Lβhave higher predictive value for coronary arterial disease than LIMT.
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Objective To evaluate carotid intima-media thickness(IMT) and elasticity in patients with pregnancy-induced hypertension(PIH) using ultrasound radio-frequency data(RF-data) technology.Methods Twenty-seven PIH women(mean brachial blood pressure:108 mm Hg,1 mm Hg=0.133 kPa)were included and thirty age- and gestational week-matched normal pregnant women served as controls.Carotid IMT and stiffness were evaluated using quality IMT(QIMT) and quantitative artery stiffness(QAS)techniques with color Doppler.Results Carotid IMT and elasticity parameters,including pulse wave velocity,pressure at T1,arterial augmented pressure(AP) and arterial augmented pressure index(AIx) were significantly higher in PIH group than in the normal group[IMT:(466.84±118.50)μm vs (386.58±125.79)μm;PWV:(7.09±1.97)m/s vs (5.95±1.11) m/s;PT1:(127.50±14.29) mm Hg vs (105.89±11.02)mm Hg;AP:(5.14±3.39) mm Hg vs (1.98±2.19)mm Hg;AIx:(7.58±8.73)% vs (-4.79±7.92)%)], and there were significant differences(t=2.660,2.660,3.460,3.460,3.460,all P<0.01).Conclusions PIH women have significantly increased carotid IMT and decreased elasticity compared with normal pregnant women.Radio-frequency technique could reliably reflect the changes of the carotid arterial structure and elasticity in patients with pregnancy-induced hypertension.
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Paramyxovirus Tianjin strain is a novel strain of virus causing common cotton-eared marmoset fatal infection. To investigate the relationship between the gene structure and function of nucleoprotein (NP) of Tianjin strain, NP gene of paramyxovirus Tianjin strain was cloned and three domains of NP were expressed. The homologous and phylogenetic analysis of NP sequences among the paramyxovirus Tianjin strain and eight strains of Sendai viruses from GenBank were performed. The results indicated the recombinant proteins NP1, NP2 and NP3 showed the native antigenicity to the polyclonal antiserum of paramyxovirus Tianjin strain, ranking as NP3>NP1>NP2 (precedence order). The homology of NP nucleotide and the deduced amino acid sequences between paramyxovirus Tianjin strain and Sendai virus BB1 strain were 94.5%, 96.2%, respectively, whereas the identity were 85.1% - 88.7% and 92.4% - 94.7% among Tianjin strain and the 7 strains of Sendai viruses from GenBank respectively. There were 15 unique amino acid substitutions in Tianjin strain NP protein and 11 common amino acid substitutions same with BB1 strain. This research confirmed that paramyxovirus Tianjin strain might be a new genotype of Sendai virus and can be helpful in the establishment of detection assay applying recombinant NP as antigen instead of the whole virions.
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Sequência de Aminoácidos , Western Blotting , Dados de Sequência Molecular , Nucleoproteínas , Classificação , Genética , Metabolismo , Paramyxovirinae , Genética , Metabolismo , Filogenia , Proteínas Recombinantes , Metabolismo , Homologia de Sequência de Aminoácidos , Proteínas Virais , Genética , MetabolismoRESUMO
Paramyxovirus Tianjin strain is the high-pathogenic virus to primate and might also cause human lower respiratory tract infection. To determine the genome structure, variation features and phylogenetic position, the complete nucleotide sequence of paramyxovirus Tianjin strain was analyzed. The homology comparison and phylogenetic analysis of the nucleotide and the deduced amino acid sequences among paramyxovirus Tianjin strain and the 28 strains in seven genera and the 7 unclassified viruses of Paramyxoviridae were performed. The results suggested that Tianjin strain is a member of the Respirovirus genus in the Paramyxovirinae, Paramyxoviridae and has the closest relationship to Sendai virus. Its genome length and composition are similar to the previously published Sendai virus except one extra glutamic acid residue increasing at the C terminus of Large protein due to the genomic RNA mutation at position A15240C. 440 unique nucleotide variations of Tianjin strain lead to 110 amino acid residue changes, making it differed from any other Sendai viruses. The phylogenetic analysis reveals paramyxovirus Tianjin strain doesn't belong to any of the three known evolution lineages of Sendai viruses and locates at a separate evolution branch. The obvious distinctions of genome nucleotide sequence, host tropism and pathogenicity suggest that paramyxovirus Tianjin strain might represent a novel genotype of Sendai virus.
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Sequência de Bases , Evolução Molecular , Genoma Viral , Paramyxoviridae , Classificação , Genética , Filogenia , Reação em Cadeia da Polimerase , RNA Viral , Química , Vírus Sendai , GenéticaRESUMO
In order to demonstrate the taxonomic position of paramyxovirus Tianjin strain and explore its mechanism of pathogenesis. Bioinformatics methods were used to analyze the deduced amino acid sequences of NP, P, M, and L protein of Tianjin strain. Phylogenetic analysis based on NP, P, M, and L protein sequences demonstrated that Tianjin strain belonged to the genus Respirovirus, in the subfamily Paramyxovirinae and most likely a new genotype of Sendai virus. Sequence similarities comparisons indicated that Tianjin strain P protein was poorly conserved, sharing only 78.7%~91.9% amino acid identity with 6 known Sendai viruses, while L protein was the most conserved, having 96.0%~98.0% amino acid identity with other Sendai viruses. Multiple-sequence alignments of Tianjin strain NP, P, M, and L protein with those of 6 known Sendai viruses showed that Tianjin strain possessed a lot of unique amino acid substitutions in protein sequences, 15 in NP, 29 in P, 6 in M, and 29 in L. The presence of these unique amino acid substitutions suggests that Tianjin strain maybe has a significant difference in host or pathological characteristics from the known Sendai viruses.