目的：研究心肌灌注显像（MPI）经CT衰减校正（CTAC）后伪影的产生及其对临床诊断的影响。方法：回顾性分析按Bayesian理论，冠心病患病率＜5%的48例受检者所行的72例次MPI（负荷41例次，静息31例次），图像在未行CTAC时显示正常者进行研究。将左心室心肌划分为20个节段，半定量分析（0分=放射性分布正常；1分=放射性分布轻度减低；2分=放射性分布中度降低；3分=放射性分布重度减低；4分=放射性分布缺损）各心肌节段在CTAC后放射性分布变化情况。结果：72例次MPI中，16例次（22.2%）的75个心肌节段（均在左心室心尖、前壁、前间壁区域）在CTAC后出现了放射性分布不同程度的减低。75个受累节段中分别有51、21和3个节段评分增加了1、2和3分，平均每个心肌节段评分增加了1.3分。41例次负荷MPI和31例次静息MPI中，分别有9例次（21.9%）的39个心肌节段、7例次（22.6%）的36个心肌节段在CTAC后出现了放射性分布减低，负荷与静息MPI相比，CTAC后发生心肌节段放射性分布减低的概率（χ2＝2.84，P＞0.05）与程度（u＝0.54，P＞0.05）均无显著统计学差异。10例负荷/静息MPI都满足纳入标准而纳入研究者中，4例的负荷/静息MPI在CTAC后，出现了相同部位（尖前壁、尖下壁）、相同程度（评分均增加了2分）的灌注降低；3例出现了同一部位，但不同程度的灌注减低；另有3例出现了不同部位心肌节段的灌注减低。CTAC后出现心肌节段灌注减低者与未出现者相比年龄、性别构成无统计学差异。结论：分析SPECT/CT心肌灌注图像时，应同时分析CTAC前后的灌注图像。对于只在CTAC后出现的灌注缺损，需要考虑可能存在CT与SPECT图像配位不准。
ObjectivesTo systematically review the disease burden and epidemiological characteristics of tuberculosis in the Chinese population, and to provide reference for health resources allocation and health policy making.MethodsDatabases such as PubMed, EMbase, CNKI, VIP and WanFang Data were searched for studies investigating disease burden of tuberculosis in Chinese population from inception to August 1st, 2017. Two researchers independently screened literature, exacted data and assessed methodological quality of included studies. Statistical analysis was performed on data of tuberculosis associated population, mortality and disease burden.ResultsA total of 40 studies were included. The results of qualitative analysis showed that, since 1990, the prevalence of tuberculosis and its disease burden in China decreased year by year. However, the disease burden per patient and the total economic burden in China showed an increasing trend, and the economical disease burden increased 1.6 times from 1993 to 2003. The disease burden of men was higher than that of women, and it was higher in the countryside than in the city. In 2004, the ratio of YLL per thousand people in rural and urban areas was 2.18, and the ratio was 1.29 in 2014. Additionally, the disease burden decreased gradually in western, central and eastern regions. In 2014, compared with 2004, YLL decreased by 1.11, while the central and eastern regions were 0.48 and 0.25, respectively. The gap between the gender, the urban and rural areas and the regions was not as significant as in previous.ConclusionsThe disease burden of tuberculosis in China is seriously high and the tuberculosis prevention and control work should take into consideration the epidemiological characteristics of tuberculosis and the trends of the disease burden. It is necessary to rationally and effectively implement health intervention programs and allocate health resources based on different health demands in different regions and age groups to reduce the morbidity and mortality, and to pay more attention to drug-resistant tuberculosis. Besides, the emphasis of prevention should be placed on reducing disease burden in the elderly and strengthening prevention in the young population.
The rapid development of medical informatization and continuous innovation of artificial intelligence have made it possible to analyze data and predict prognosis through making full use of data analysis or data mining methods in medical field, which can provide not only more accurate basis of diagnosis and treatment for patients but also important decision-making reference for the government and hospitals to allocate medical resources reasonably. As a classical model for processing time series data in machine learning, long short-term memory network can break through some limitations of statistics to process large and complex medical data. The current applications of long short-term memory networks in medical and biomedical fields can be mainly summarized as seven themes, including natural language processing, biomedical information, signals, motion, clinical medical records, hospital management, and public health and policy.
ObjectiveTo explain details of the adjuvant therapy of colorectal cancer in detail as well as their tags and structures of Database from Colorectal Cancer (DACCA) in the West China Hospital.MethodThe article was described in words.ResultsThe details of the adjuvant therapy of colorectal cancer included adjuvant treatment therapies, the necessity of adjuvant intravenous chemotherapy, the acceptance of adjuvant chemotherapy, the number of courses of adjuvant chemotherapy, the toxicity of adjuvant chemotherapy, the evaluation of curative effect after adjuvant chemotherapy, the standardized degree of adjuvant chemotherapy, targeted therapy, the necessity of adjuvant radiotherapy, the availability of specialty physicians recommending adjuvant radiotherapy to patients with colorectal cancer, the acceptance of adjuvant radiotherapy, radiotherapy related adverse reactions, and effect evaluation after adjuvant radiotherapy of the DACCA in the West China Hospital were defined. The data labels corresponding to each item in the database and the structured ways needed for the big data application stage in detail were explained. And the error correction notes for all classification items were described.ConclusionsThrough the detailed description of the details of the adjuvant therapy of colorectal cancer of DACCA in West China Hospital, it provides the standard and basis for the clinical application of DACCA in the future, and provides reference for other peers who wish to build a colorectal cancer database.
Objective To investigate the changes of respiratory mechanics in response to elevated respiratory central drive and their impacts on the inspiratory signals detection.Methods 10 normal volunteers were recruited for the study from the colleagues of the State Key Laboratory of Respiratory Disease. Rebreathing method was used to increase the end expiratory PCO2 ( PCO2 -ET) to the subject’s maximal tolerance in order to stimulate the increase of respiratory central drive. The changes of respiratory mechanics in response to elevated respiratory central drive and their impacts on the initiation signals of inspiration were observed.Results After re-breathing, the average maximal tolerated PCO2 -ET was ( 81. 2 ±6. 6) mm Hg. As the PCO2 -ET rising, electromyogram of diaphragmatic muscle ( RMSdi ) ,transdiaphragmatic pressure ( Pdi ) and tidal volume ( VT ) increased progressively while the time of respiratory cycle ( Ttot ) shorten gradually. As the PCO2 -ETlevel increased frombaseline [ PCO2 -ET( level-0) ] to the maximal level [ PCO2 -ET( level-4) ] , RMSdi increased from( 17. 17 ±12. 41) μV to ( 147. 99 ±161. 64) μV,Pdi and VT increased from ( 7. 5 ±1. 7) cmH2O and ( 0. 68 ±0. 27) L to ( 26. 13 ±11. 51) cm H2O and ( 2. 21 ±0. 37) L respectively, while Ttot shorten from ( 2. 91 ±0. 85) s to ( 1. 92 ±0. 39) s. These four parameters of respiratory mechanics, RMSdi, Pdi, VT and Ttot, were highly correlated linearly with PCO2 -ET ( r value was 0. 956, 0. 973,0. 956 and 0. 89 respectively, all P lt;0. 001) . At the start of inspiration, the first detectable signal was electromyogramof diaphragmatic muscle ( RMSdi) , followed by mouth pressure ( Pm)and inspiratory flow ( Flow) on time sequence. As the rising of PCO2 -ET, the time lag of Pmand Flow from RMSdi after the initiation of inspiration increased gradually. However, the time lag between Flow and Pm remained constant. Conclusions At the start of inspiration, the signal of RMSdi appears first as compared with Pm and Flow. As the rising of PCO2 -ET, the time lag of Pmand Flow fromRMSdi after the initiation of inspiration increased gradually, suggesting RMSdi is more sensitive inspiratory signal, which might be used for triggering of ventilator in order to improve the synchronization, especially in the situation of elevated respiratory central drive.
ObjectiveTo analyze the geographical distribution of patients with colorectal cancer by screening the current Database from Colorectal Cancer (DACCA) version in West China Hospital.MethodsThe selected DACCA database version of this data analysis was updated on September 5, 2019, and the two data of the " date of operation” and " address” were selected as the main research items. The characteristics of each selected data item were analyzed, and then the selected data were used as a joint feature analysis.ResultsAccording to the condition of selection by " address”, 7 096 valid data rows from the whole nation were obtained, 6 551 valid data rows from Sichuan province were obtained, and 2 954 valid data rows from Chengdu city were obtained. The geographic information provided by the DACCA database showed that, with the year changing, the provincial distribution area of patients was mainly the southwest region with middle-east of Sichuan province as center, mainly including the parts of Chongqing, Yunnan, and Guizhou; The distribution area of the municipal level in Sichuan province was mainly the east region with axis of the " Mianyang-Chengdu-Ya’an”, and Chengdu was the core; The regional distribution of patients in the Chengdu was mainly within the third ring load with Wuhou District, the Jinniu District, and the Qingyang District as the core area.ConclusionThegeographical information provided by DACCA database shows the geographical distribution characteristics of patients in the past 20 years, reflecting the basic characteristics and changes of the service area of West China Hospital, and can provide a basis for medical policy makers in screening, diagnosing and treating of colorectal cancer, and key management areas of following-up.
ObjectiveTo analyze the tumor characteristics of colorectal cancer in the current version of Database from Colorectal Cancer (DACCA).MethodsThe DACCA version was the updated version on September 26, 2019. The data items included: date of surgery, precancerous lesions, cancer family, tumor site, distance to the dentate line, morphology of tumor, size, position, happening and origination, differentiation, pathology of tumor, Ki-67 of protein, complications (included obstruction, intussusception, perforation, pain, edema, and hemorrhage) were analyzed for the characteristics of each selected data item.ResultsA total of 11 898 analyzable data rows were obtained by screening the DACCA database. Among the 11 898 pieces of data, the effective data of precancerous lesions was 1 275, including 541 (42.4%) with precancerous lesions, and 734 (57.6%) without precancerous lesions. There were 1 116 valid data on cancer families, and 761 (6.4%) had a family history of cancer. The Ki-67 index had a total of 1 893 valid data, which ranged form 0 to 95% [(59.0±20.1) %]. According to the classification of tumor occurrence, the primary colorectal cancer accounted for the vast majority (92.8%), and the metastatic colorectal cancer was the least (0.3%). According to the primary and multiple primary, respectively analysis of tumor site, distance to the dentate line, morphology of tumor, size, position, differentiation, and pathology of tumor showed that, most tumor’s position were in the rectum (76.9%, 41.9%), the most common morphology was ulcers (42.4%, 51.5%), the most tumors were located around the wall of intestine (44.6%, 35.0%), the degree of differentiation was mostly moderate (65.4%, 61.3%), most of the tumor pathologies were adenocarcinoma (77.8%, 64.0%).ConclusionA more accurate and detailed analysis of colorectal cancer tumor characteristics by the DACCA database is helpful for determining the diagnosis and treatment plan in clinical work, judging the prognosis, and so on.
ObjectiveTo analyze publications of the application of artificial intelligence related methods in medicine.MethodsPubMed and EMbase databases were electronically searched. Pathfinder Networks (PFNETs) algorithm, co-word network analysis and visualization technology were applied to analyze the time trend, journal distribution, and co-word structure of high-frequency medical keywords in key journals.ResultsThe amount of literature published on the application of artificial intelligence related methods in the medical field had been increasing annually. Nowadays, the number of studies published in the United States was the largest, and that in China, it was the sixth (first in developing countries). The number of the first author from the United States or China were among the top two, which were significantly more than any other regions. In 2012, IEEE Trans Neural Netw Learn Syst in the computer field became one of the major contributing journals. In recent years, the methods and applications proposed in the medical field were closely related to natural language processing, neural networks, and support vector machines.ConclusionsAt present, the United States is in a leading position in terms of artificial intelligence in medicine, and China has also abundant research strength. The number of medical literature published in interdisciplinary journals is increasing gradually, showing that the research and application of artificial intelligence related methods in medicine have become a research hotspot in recent years.
Objective To analyze the relationship between age and tumor characteristics of colorectal patients served by West China Hospital of Sichuan University as a regional center in the current version of Database from Colorectal Cancer (DACCA). Methods The data of DACCA was updated on January 5, 2022. All data items included age, precancerous lesions, family history of cancer, tumor site, distance of tumor from dentate line, tumor morphology, location, pathological properties of tumor, differentiation, and preoperative TNM stage. The patients were divided into three groups according to the age segment proposed by the United Nations World Health Organization (WHO): 35 years old and below (including infant, infant, child, teenager and youth, young group), 35 to 59 years old (middle-aged group), and 60 years old and above (elderly group). Results After scanning, 7 856 data rows were analyzed. ① There was significant difference in the composition ratio of precancerous lesions with or without among different age groups (χ2=6.219, P=0.045), and the constituent ratio of various precancerous lesions in different age groups was also statistically significant (χ2=51.698, P<0.001). ② There was significant difference in the composition ratio of family history of cancer with or without among different age groups (χ2=50.212, P<0.001), and there was significant difference in the composition ratio of different tumor history among different age groups (χ2=9.880, P=0.027), and there was significant difference in the constituent ratio of various tumor history among relatives in different age groups (χ2=16.138, P=0.003). ③ There were significant differences in the number of primary cancers among different age groups (χ2=12.973, P=0.036). In all patients with single primary rectal cancer, the constituent ratio of different rectal tumor sites among different age groups was statistically significant (χ2=43.817, P<0.001), and in all patients with single primary colon cancer, there was significant difference in the composition ratio of different colon tumor sites between different age groups (χ2=86.704, P<0.001). ④ The distance of tumor from dentate line was statistically significant in different age groups (H=28.589, P<0.001). ⑤ There was no significant difference in the composition ratio of tumor location among different age groups (χ2=14.795, P=0.140). ⑥ There was significant difference in the composition ratio of pathological properties of tumor among different age groups (χ2=121.387, P<0.001). ⑦ The proportion of tumor morphology was significantly different among different age groups (χ2=89.719, P<0.001). ⑧ There were significant differences in differentiation degree of tumor among different age groups (H=43.544, P<0.001). ⑨ There was statistically significant difference in preoperative TNM stage of colorectal cancer among different age groups (H=7.547, P=0.023). Conclusions Preoperative tumor characteristics of colorectal cancer patients are associated with age at diagnosis. Most young colorectal cancer patients do not have precancerous lesions, and once precancerous lesions are present, familial adenomatous polyposis is more common. Younger patients with colorectal cancer also have a higher percentage of relatives with a family history of cancer with colorectal cancer. From the perspective of tumor location, the proportion of single primary cancer in young colorectal cancer is higher than that in middle-aged and elderly patients. Younger patients with rectal cancer have a lower distance of tumor from dentate line, a higher proportion of low differentiated malignant tumors, and a relatively later neoplasm staging.
Objective To analyze the impact of age on surgical reaction and postoperative complications of patients with colorectal cancer served by West China Hospital of Sichuan University as a regional center in the Database from Colorectal Cancer (DACCA). Methods The data of DACCA was updated on January 5, 2022. All data items included age, surgical trauma reaction, elevated body temperature time, exhaust time, pain, mental status, and postoperative hospital complications. According to the age segmentation method in China, the patients can be divided into 3 groups: ≤35 years old (including infant, toddler, child, teenager and youth, set as the younger group), 36–59 years old (set as the middle-aged group), and ≥60 years old (set as the elderly group). Results After scanning, 5 224 data rows were analyzed. There was no significant difference in surgical trauma reaction (H=0.352, P=0.838), elevated body temperature time (H=3.999, P=0.135), exhaust time (H=1.940, P=0.379), mental status (H=2.075, P=0.354), incidence of postoperative complications (χ2=2.078, P=0.354), incidence of anastomotic bleeding (χ2=1.737, P=0.420), incidence of anastomotic leakage (χ2=0.573, P=0.751), and incidence of pulmonary infection (P=0.410) among different age groups, but the younger group had more severe pain (H=12.985, P=0.002) and higher incidence of inflammatory obstruction (χ2=7.789, P=0.020). Conclusions Age has little effect on trauma reaction related parameters and overall incidence of complications in colorectal cancer patients. However, younger patients with colorectal cancer showed increased pain levels and increased incidence of inflammatory obstruction after surgery. These clinical manifestations can provide clinicians with evidence for intervention, but more prospective intervention trials are needed.