This paper reviews the published articles of recent years on the application of deep learning methods in automatic localization of acupoint, and summarizes it from 3 key links, i.e. the dataset construction, the neural network model design, and the accuracy evaluation of acupoint localization. The significant progress has been obtained in the field of deep learning for acupoint localization, but the scale of acupoint detection needs to be expanded and the precision, the generalization ability, and the real-time performance of the model be advanced. The future research should focus on the support of standardized datasets, and the integration of 3D modeling and multimodal data fusion, so as to increase the accuracy and strengthen the personalization of acupoint localization.
Deep Learning ; Acupuncture Points ; Humans ; Neural Networks, Computer

OBJECTIVE To observe the changes of serum proteins in the mice with carbapenem-resistant hyperviru-lent Klebsiella pneumoniae(CR-hvKP)bloodstream infection by using liquid chromatogram-mass spectrometer(LC-MS),find out the differentially expressed proteins and carry out corresponding biological function analysis.METHODS The models of ICR mice with CR-hvKP and classical Klebsiella pneumoniae(cKP)bloodstream infec-tions were established,the serum specimens were collected from the mice at 12 hours of establishment of the in-fection models and were detected by using LC-MS.The result of LC-MS was identified by using Maxquant soft-ware.The corresponding bioinformatics analysis was performed for the differentially expressed proteins.RESULTS As compared with the normal control group,there were 24 upregulated proteins and 20 downregulated proteins in CR-hvKP group.As compared with cKP group,there were 107 upregulated proteins in the CR-hvKP group.The 134 differentially expressed proteins were retrieved one by one from Uniprot database,it was found that the pro-teins were involved in biological regulation,immune process,biological interaction,movement,metabolic process,response to stimulation,signal transduction,inflammatory response,oxidative stress and angiogenesis.The signal pathway analysis involved multiple metabolism-related pathways,including complement and coagula-tion cascades,cholesterol metabolism,bacterial infection,heme clearance,and assembly,remodeling and clear-ance of plasma lipoprotein.In terms of the proteins being attached great importance,the expression levels of kal-likrein B1(KLKB1)and serpin family A(Serpina)1b were downregulated as compared with the normal control group and were upregulated as compared with the cKP group;the expression levels of serum amyloid A protein(SAA)1,SAA2,Vanin-3(VNN3)and hemoglobinβpolypeptide chain b2(HBB-b2)were upregulated as com-pared with both the cKP group and the normal control group.CONCLUSIONS The CR-hvKP bloodstream infection involves the activation and action of multiple proteins.The rise of SAA1,SAA2,VNN3 and HBB-b2 or the de-cline of KLKB1 and Serpina1b may indicate the CR-hvKP bloodstream infection.

OBJECTIVE To observe the changes of serum proteins in the mice with carbapenem-resistant hyperviru-lent Klebsiella pneumoniae(CR-hvKP)bloodstream infection by using liquid chromatogram-mass spectrometer(LC-MS),find out the differentially expressed proteins and carry out corresponding biological function analysis.METHODS The models of ICR mice with CR-hvKP and classical Klebsiella pneumoniae(cKP)bloodstream infec-tions were established,the serum specimens were collected from the mice at 12 hours of establishment of the in-fection models and were detected by using LC-MS.The result of LC-MS was identified by using Maxquant soft-ware.The corresponding bioinformatics analysis was performed for the differentially expressed proteins.RESULTS As compared with the normal control group,there were 24 upregulated proteins and 20 downregulated proteins in CR-hvKP group.As compared with cKP group,there were 107 upregulated proteins in the CR-hvKP group.The 134 differentially expressed proteins were retrieved one by one from Uniprot database,it was found that the pro-teins were involved in biological regulation,immune process,biological interaction,movement,metabolic process,response to stimulation,signal transduction,inflammatory response,oxidative stress and angiogenesis.The signal pathway analysis involved multiple metabolism-related pathways,including complement and coagula-tion cascades,cholesterol metabolism,bacterial infection,heme clearance,and assembly,remodeling and clear-ance of plasma lipoprotein.In terms of the proteins being attached great importance,the expression levels of kal-likrein B1(KLKB1)and serpin family A(Serpina)1b were downregulated as compared with the normal control group and were upregulated as compared with the cKP group;the expression levels of serum amyloid A protein(SAA)1,SAA2,Vanin-3(VNN3)and hemoglobinβpolypeptide chain b2(HBB-b2)were upregulated as com-pared with both the cKP group and the normal control group.CONCLUSIONS The CR-hvKP bloodstream infection involves the activation and action of multiple proteins.The rise of SAA1,SAA2,VNN3 and HBB-b2 or the de-cline of KLKB1 and Serpina1b may indicate the CR-hvKP bloodstream infection.

Objective:To explore the clinical value of synovial fluid calprotectin for the diagnosis of periprosthetic joint infection (PJI).Methods:Based on prospective cohort study design, a total of 82 patients suspected of PJI after hip and knee arthroplasty in the First Medical Center of the PLA General Hospital from July 2021 to June 2022 were selected. Patients were divided into infection group (PJI, n=39) and non-infection group (non-PJI, n=43) according to the diagnostic criteria proposed by the Second International Consensus Conference in 2018. The matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) was used for double-blind detection of calprotectin and internal reference standard (IRS) in synovial fluid of patients. The peaks of target protein and IRS were recorded for further analysis. Mann-Whitney U test was used to compare the concentrations of S100A8 and S100A9 between the two groups, and receiver operating characteristic curve (ROC) was used to analyze the diagnostic efficacy of S100A8 and S100A9 for PJI. Results:Calprotectin was detected as monomers S100A8 and S100A9. Synovial fluid S100A8 was significantly higher in the PJI group than that in the non-PJI group [1.57 (0.48, 4.17) vs 0.00 (0.00, 0.05), Z=?7.221, P<0.05]. Synovial fluid S100A9 was also significantly higher in the PJI group than that in the non-PJI group [0.74 (0.29, 1.70) vs 0.06 (0.00, 0.10), Z=?6.255, P<0.05]. When using S100A8 and S100A9 to diagnose PJI, the sensitivity were 97.4% and 87.2%, the specificity were 86.0% and 88.4%, and the area under the ROC were 0.964 (95% CI 0.929-0.998) and 0.902 (95% CI 0.924-0.996), respectively. Conclusion:The detection of synovial fluid S100A8 and S100A9 by MALDI-TOF MS can make a satisfactory diagnosis for PJI.

Objective:Based on the high-throughput detection technique of multiplex PCR combined with matrix-assisted laser desorption/ionization time-of-flight mass spectrometry, constructing the characteristic SNP profiles of different strains, and establishing a rapid, accurate and highly sensitive method for the diagnosis of bloodstream infection pathogens.Methods:Seven kinds of pathogens such as common Escherichia coli were selected as target. The multiple PCR reaction conditions was optimized, and the characteristic peaks of each target bacteria were detected by MALDI-TOF MS to establish the joint detect system. Common primer pairs and central homo-sequence primer pairs were designed to analyse the formation of primer dimer. Using simulated bacterial infection blood samples with detection system to determine specificity and sensitivity. One hundred and fifty blood samples from suspected bacteremia patients were collected from June to September 2020 in a hospital in Beijing, and the identification results were compared to traditional identification method of clinical application that are using χ 2 test. Results:The cycle threshold (Ct) value of the central homo-sequence primers that were designed were more than 38, with a delay of 6-10 cycles. The joint mass spectrometry detection system could detect seven kinds of bacteria divided into two groups at the same time. The target bacteria can be detected specific product of the peak, and the clinical strains other than the target strains only had primer peaks. All maps had non-specific miscellaneous peaks. The sensitivity of Escherichia coli could reach 50 CFU/ml, and the detection limit of other bacteria was 100 CFU/ml. The detection results of 150 patients showed that 46 cases were positive by traditional method. The positive rate was 30.67% (46/150), including two cases of mixed infection. Forty-eight cases were positive by mass spectrometry, and the positive rate was 32.0% (48/150), including three cases of mixed infections. The negative coincidence rate was 100% (101/101). The comparison of the two methods showed that the P=0.625>0.01, the Kappa=0.938, the sensitivity and specificity was 97.82%(45/46) and 97.11%(101/104), respectively. There was no significant difference between the two methods, and the results of nucleic acid mass spectrometry could also be used in clinic. Conclusions:The established detection system can not only quickly and accurately detect seven common pathogens causing bloodstream infection, and effectively shorten the time needed for traditional culture and identification, but also can detect multiple bacterial mixed infections at the same time to make up for the possibility of missed detection. Besides, the method can also be used to identify other bacteria.

Objective Toinvestigatestatistically significant peptide peaks as biomarkersto diagnose osteoarticular tuberculosis, matrix-assisted laser desorption/ ionization time of flight mass spectrometry (MALDI-TOF MS) was applied to identify the characteristic fingerprint among the serum of patients with osteoarticular tuberculosis, rheumatoid arthritis and healthy adults.Methods Clinical Study. Serum samples of untreatedpatients with osteoarticular tuberculosis and rheumatoid arthritis were collected from August 2018 to December 2018, and serum samples of healthy adults from physical examination were collected as control. After analysis with MALDI-TOF MS, the serum peptide fingerprint datawas imported into software, and protein polypeptide peaks with obvious differences were screened to establish diagnostic models.Results Established the diagnostic model of osteoarticular tuberculosis and healthy adults with m/z 2943.9, 5929.6, 7615.4 and 9033.8 as differential protein polypeptides, the diagnostic model of osteoarticular tuberculosis and rheumatoid arthritis with m/z 4195.6, 5847.6, 5929.6 and 7748.6 as differential protein polypeptides. To these two models, the sensitivity were 95.00％ and 97.50％, respectively. The specificity were 85.71％ and 88.46％, respectively. The accuracy rates were 89.58％ and 92.39％, respectively. The AUC value of ROC curves were 0.8859 and 0.8709, respectively. Conclusions By mass spectrometry and software analysis, the serum protein polypeptides with statistical difference were found successfully. The related diagnostic modelsarealso established, which has certain reference value for auxiliary diagnosis of osteoarticular tuberculosis.

Objective To investigate the expressions of leukaemia inhibitory factor (LIF) and regulated upon activation,normal T cell expressed and secreted factor (RANTES) in mice with bloodstream infection by 4 different single pathogen and provide research basis for the early diagnosis of bacteriogenous bloodstream infection.Methods CD-1 (ICR,Institute of Cancer Research) mouse models of bloodstream infection with the standard strains of Staphylococcus aureus (S.aureus),Enterococcus faecalis (E.faecalis),Escherichia coli (E.coli) and Klebsiella pneumonia(K,pneumoniae) were established.The serum samples were collected at the 0.5,1,3,6,12,24 and 48 hours after infection and the concentrations of LIF and RANTES in mouse serum of experimental groups and control were detected by Luminex liquid chip system.Results The median lethal dose (LD50) of S.aureus,E.faecalis,E.coli and K.pneumoniae were 8.1 × 108/mL,9.6 × 108/mL,8.1 × 108/mL and 1.1 × 109/mL,respectively.The concentration of serum LIF was significantly increased in 1 hour after infection.The peak concentrations of LIF in the four groups were (51.6±5.0),(73.2±20.8),(7.3 ±0.9)and (6.1 ± 1.2) pg/mL respectively,and the differences were statistically significant compared with the control group (P ＜ 0.01).The concentrations of RANTES in E.faecalis group,E.coli group and K.pneumoniae group were increased after infection for 1 hour and increased significantly after infection for 3 hours.The increased concentrations of RANTES in E.coli group and K.pneumoniae group were more than those in S.aureus group and E.faecalis group.The peak concentrations of RANTES in S.aureus group,E.faecalis group,E.coli group and K.pneumoniae group were (1 929.0-± 25.2),(1 218.1 ± 227.4),(55.7 ± 10.0) and (179.2 ± 9.2)pg/mL,and the differences were statistically significant compared with the control group (P ＜ 0.01).Conclusion The concentrations of LIF and RANTES increased obviously in 1 h after the bacteria entered bloodstream.After 2 days of infections,the levels of LIF and RANTES in E.coli group and K.pneumoniae group were significantly higher than those in S.aureus group and the E.faecalis group.Combined detections of LIF and RANTES may be of certain values to differentiate the infections caused by the pathogens between gram positive and gram negative bacteria.

Anesthesia was done for 36 patients undergoing orthotropic heart transplantation in Bei-jing Anzhen Hospital from April 2015 to November 2016. Anesthesia management for orthotropic heart transplantation and related problems were analyzed and investigated. Anesthesia management protocol for patients with end-stage heart disease was aimed at reducing fluctuation of hemodynamics and avoiding malig-nant arrhythmia. Anesthesia was induced by intravenously injecting diazepam 5-10 mg, etomidate 0. 2-0. 3 mg∕kg or ketamine 1 mg∕kg, sufentanil 1. 0-1. 5 μg∕kg or fentanyl 10-15 μg∕kg and rocuronium 0. 6 mg∕kg. Anesthesia was maintained by continuously infusing dexmedetomidine 0. 3-0. 5μg·kg-1 ·h-1 , ci-satracurium 10 mg∕h and sufentanil 0. 5-1. 0 μg·kg-1 ·h-1 . Pulmonary arterial pressure and donor heart function were monitored using the flow-directed pulmonary artery catheter. Dopamine, epinephrine and iso-prenaline were intravenously infused after cardiopulmonary bypass to maintain circulation stable. Nitroglyc-erin and prostacyclin were intravenously infused to decrease pulmonary arterial pressure. Immunosuppressive therapy was performed with methylprednisone, mycophenolate mofetil and cyclosporine∕FK506. Thirty-two patients were discharged from hospital, and 4 cases died. Among the 4 patients died, 1 patient died of pul-monary hypertension ( pulmonary arterial systolic pressure>67 mmHg) and right heart failure and, 1 patient showed difficulty in weaning from cardiopulmonary bypass and 2 patients died of refractory low cardiac outputand multi-organ failure. Anesthetic management for heart transplantation required an appreciation of the pathophysiological mechanism of heart failure. Invasive monitoring, steady anesthesia induction and mainte-nance, stable hemodynamics in the perioperative period and good donor heart protection were the keys to ensuring anesthesia management for orthotropic heart transplantation.