1.Early Identification and Visualization of Tomato Early Blight Using Hyperspectral Imagery
Hao BAO ; Li HUANG ; Yan ZHANG ; Hao PANG
Progress in Biochemistry and Biophysics 2025;52(2):513-524
ObjectiveTomatoes are one of the highest-yielding and most widely cultivated economic crops globally, playing a crucial role in agricultural production and providing significant economic benefits to farmers and related industries. However, early blight in tomatoes is known for its rapid infection, widespread transmission, and severe destructiveness, which significantly impacts both the yield and quality of tomatoes, leading to substantial economic losses for farmers. Therefore, accurately identifying early symptoms of tomato early blight is essential for the scientific prevention and control of this disease. Additionally, visualizing affected areas can provide precise guidance for farmers, effectively reducing economic losses. This study combines hyperspectral imaging technology with machine learning algorithms to develop a model for the early identification of symptoms of tomato early blight, facilitating early detection of the disease and visual localization of affected areas. MethodsTo address noise interference present in hyperspectral images, robust principal component analysis (RPCA) is employed for effective denoising, enhancing the accuracy of subsequent analyses. To avoid insufficient information representation caused by the subjective selection of regions of interest, the Otsu’s thresholding method is utilized to extract tomato leaves effectively from the background, with the average spectrum of the entire leaf taken as the primary object of study. Furthermore, a comprehensive spectral preprocessing workflow is established by integrating multivariate scatter correction (MSC) and standardization methods, ensuring the reliability and effectiveness of the data. Based on the processed spectral data, a discriminant model utilizing a linear kernel function support vector machine (SVM) is constructed, focusing on characteristic wavelengths to improve the model's discriminative capability. ResultsCompared to full-spectrum modeling, this approach results in an 8.33% increase in accuracy on the test set. After optimizing the parameters of the SVM model, when C=1.64, the accuracies of the training set and test set reach 91.67% and 94.44%, respectively, demonstrating a 1.19% increase in training set accuracy compared to the unoptimized model, while maintaining the same accuracy on the test set, effectively alleviating issues of underfitting. ConclusionThis study successfully establishes an early discriminant model for tomato early blight using hyperspectral imaging and achieves visualization of early symptoms. Experimental results indicate that the SVM discriminant model based on characteristic wavelengths and a linear kernel function can effectively identify early symptoms of tomato early blight. Visualization of these symptoms in terms of disease probability allows for a more intuitive detection of early diseases and timely implementation of corresponding control measures. This visual analysis not only enhances the efficiency of disease identification but also provides farmers with more straightforward and practical information, aiding them in formulating more reasonable prevention strategies. These research findings provide valuable references for the early identification and visualization of plant diseases, holding significant practical implications for monitoring, identifying, and scientifically preventing crop diseases. Future research could further explore how to apply this model to disease detection in other crops and how to integrate IoT technology to create intelligent disease monitoring systems, enhancing the scientific and efficient management of crops.
2.Efficacy and Mechanism of Lutongning Granules in Treatment of Trigeminal Neuralgia Induced by Injection of Talc into Infraorbital Foramen of Model Rats Based on P2X7R-mediated Neuroinflammation
Qiyue SUN ; Shuran LI ; Shuangrong GAO ; Shanshan GUO ; Zihan GENG ; Lei BAO ; Ronghua ZHAO ; Jingsheng ZHANG ; Bo PANG ; Yingli XU ; Yu ZHANG ; Shan CAO ; Yaxin WANG ; Xiaolan CUI ; Bing HAN ; Jing SUN
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(15):56-63
ObjectiveTo evaluate the effectiveness of Lutongning granules in the treatment of trigeminal neuralgia in animal models and study its mechanism of action, so as to provide laboratory data support for the clinical application of Lutongning granules and precise treatment. MethodMale SD rats were randomly divided into normal group, model group, carbamazepine group (0.06 g·kg-1·d-1), high-dose Lutongning group (2.70 g·kg-1·d-1), and low-dose Lutongning group (1.35 g·kg-1·d-1) according to the stratified basic mechanical pain thresholds, with 10 rats in each group. A trigeminal neuralgia model of rats was prepared by injecting 30% talc suspension into the infraorbital foramen area of the rat. The drug groups were administered 10 mL·kg-1 of drugs by gavage after 2 h of modeling. The normal group and the model group were administered distilled water by gavage under the same conditions once a day for 10 consecutive days. Von Frey brushes were used to determine the mechanical pain threshold of rats. A fully automated blood and body fluid analyzer was employed to detect the blood routine of rats. Hematoxylin and eosin (HE) staining was utilized to detect the pathological changes in the trigeminal ganglion and medulla oblongata tissue. Transmission electron microscopy was used to scan the ultrastructure of the medulla oblongata tissue. Enzyme-linked immunosorbent assay (ELISA) was used to detect the levels of inflammatory factors interleukin (IL)-1, IL-6, IL-8, tumor necrosis factor (TNF)-α, neuropeptide substance P, and β-endorphins (β-EP) in the serum of rats, and Western blot was used to detect the protein expression levels of IL-1β, purinergic receptor P2X7 (P2X7R), and phosphorylated p38 mitogen-activated protein kinase (p-p38 MAPK). ResultCompared with that in the normal group, the pain threshold of rats in the model group was significantly lower (P<0.01). The absolute value of neutrophils (NEUT#) and the percentage of neutrophils (NEUT) were significantly improved, and the percentage of lymphocytes (LYMPH) was significantly reduced (P<0.01). The serum levels of IL-1, IL-6, IL-8, and TNF-α were significantly increased (P<0.01). SP content in brain tissue was significantly increased, and β-EP content was significantly decreased (P<0.01). The relative protein expression of IL-1β, P2X7R, and p-p38 MAPK was significantly increased (P<0.05). HE staining and transmission electron microscopy results of medulla oblongata tissue revealed neuronal degeneration, mild proliferation of microglial cells, reduction in the number of myelinated nerves, and obvious demyelination. The trigeminal nerve fibers of rats were disarranged, and some nerve fibers showed vacuolization. Axons were swollen, and Schwann cells proliferated. Demyelination was observed. Compared with the model group, each administration group significantly increased the pain threshold of rats (P<0.05, P<0.01), reduced NEUT# and NEUT, and elevated LYMPH (P<0.05, P<0.01). The administration group significantly decreased the levels of IL-1, IL-6, IL-8, and TNF-α in serum and SP in brain tissue (P<0.01) and increased the level of β-EP (P<0.01). They significantly down-regulated the protein expression of IL-1β, P2X7R, and p-p38 MAPK(P<0.05, P<0.01) and significantly ameliorated the pathological changes in medulla oblongata tissue and trigeminal nerves of rats. ConclusionLutongning Granules had significant therapeutic effects on trigeminal neuralgia induced by injection of talc into the infraorbital foramen of model rats, and the mechanism may be related to amelioration of P2X7R-mediated neuroinflammation and inhibition of demyelination of myelinated nerves.
3.Effect of Influenza A Virus on BEAS-2B in Human Lung Epithelial Cells and Intervention Effect of Shufeng Jiedu Capsule-containing Serum
Shan CAO ; Zihan GENG ; Lei BAO ; Yingli XU ; Bo PANG ; Jingsheng ZHANG ; Yu ZHANG ; Mengping CHEN ; Yaxin WANG ; Ronghua ZHAO ; Shanshan GUO ; Xiaolan CUI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(23):90-97
ObjectiveTo observe the effect of Shufeng Jiedu capsule (SFJD)-containing serum on human lung epithelial cells infected by influenza A virus, and investigate the protective effect of the drug on the cells and the potential antiviral effect. MethodThe SFJD-containing serum was prepared and used to treat human lung epithelial cells (BEAS-2B) cultured in vitro. The viability of cells treated with different concentrations of SFJD-containing serum was measured by the cell counting kit-8 (CCK-8), and the optimal concentration of SFJD-containing serum was screened for subsequent experiments. BEAS-2B cells were classified into normal control, virus infection, and SFJD-containing serum groups, and the CCK-8 method was used to detect the survival rate of BEAS-2B cells after virus infection and drug administration. The expression of influenza virus nucleic acid in the cells of each group was determined, and the apoptosis of cells in different groups was observed by fluorescence microscopy. Real-time PCR was employed to determine the mRNA levels of influenza virus nucleoprotein (NP), Toll-like receptor 4 (TLR4), and myeloid differentiation primary response gene 88 (MyD88) in each group of cells. The immunofluorescence assay was used to detect the fluorescence intensities of TLR4, MyD88, and phosphorylated nuclear factor-κB (p-NF-κB) in lung epithelial cells. ResultCompared with that in the control group (normal serum), the cell survival rates in the blank serum and the SFJD-containing serum (5%, 10%, and 20%) groups were 100.00%±0.00%, 89.05%±4.80%, 87.13%±5.90%, 93.83%±6.03%, and 99.33%±3.39%, respectively (P<0.01). The SFJD-containing serum of 20% was selected as the optimal treatment for subsequent experiments. Compared with the normal control group, the virus infection group showed reduced cell survival rate (P<0.01), and the reduction was increased by the SFJD-containing serum (P<0.01). Compared with the virus infection group, SFJD-containing serum reduced the virus load (P<0.01) to decrease apoptosis. Compared with the normal control group, the virus infection group showed up-regulated mRNA levels of NP, TLR4, and MyD88 (P<0.01), and the up-regulation was down-regulated by the SFJD-containing serum (P<0.05, P<0.01). The fluorescence intensities of TLR4, MyD88, and p-NF-κB proteins in the cells increased after virus infection compared with those in the normal control (P<0.05, P<0.01), and they were decreased after administration with the SFJD-containing serum (P<0.05). ConclusionThe SFJD-containing serum can inhibit influenza virus in vitro by increasing the survival rate, reducing the apoptosis, and down-regulating the protein levels of TLR4, MyD88, and p-NF-κB in BEAS-2B cells.
4.The impact of central obesity on breast cancer risk and the significance of dietary factors
Yu ZHANG ; Chunwei LI ; Yongchao WANG ; Yuanyuan BAO ; Qi LI ; Lin LI ; Yi PANG ; Chunli GUO ; Yuchen FAN ; Xiangchao MENG ; Kang YU
Chinese Journal of Clinical Nutrition 2024;32(2):65-70
Objective:To explore the influence of central obesity on the risk of breast cancer and the possible role of dietary factors in its prevention.Methods:This study is a case-control study including a total of 212 participants, of whom 63 were with breast cancer, 71 were with breast nodules, and 80 were healthy controls. We used bioelectrical impedance analysis to measure body composition,and adopted the food frequency questionnaire to investigate dietary intake of participants.Results:The visceral adipose tissue ( OR=1.03, 95% CI: 1.003 to 1.077) and trunk fat mass ( OR=1.470, 95% CI: 1.104 to 2.184) were independently associated with the increased risk of breast cancer. Dietary patterns characterized by low dietary intake of beans and dairy products ( OR=1.300, 95% CI: 1.044 to 1.619) and high intake of cereals and red meat ( OR=2.254, 95% CI: 1.705 to 2.982) will increase the risk of breast cancer. Moreover, high meat intake ( β=0.268, 95% CI: 0.034 to 0.503) would advance the accumulation of visceral fat, while high bean intake ( β=-0.485, 95% CI: -0.865 to -0.104) would inhibit. Conclusions:Central obesity is an independent risk factor for breast cancer. Insufficient intake of beans and excessive intake of red meat are identified as factors that can exacerbate central obesity in breast cancer patients.
5.Feasibility analysis of independent extracorporeal cardiopulmonary resuscitation treatment for adult cardiac arrest in county-level hospitals
Chaoyi WANG ; Sheng QIU ; Qi JIN ; Liuqian BAO ; Liting PANG
Chinese Journal of Emergency Medicine 2024;33(6):814-818
Objective:To summarize the experience and outcomes of independent extracorporeal membrane oxygenation (ECMO) assistance for adult cardiac arrest patients conducted by a county-level hospital.Methods:Clinical data of 23 adult cardiac arrest patients treated with extracorporeal cardiopulmonary resuscitation (ECPR) at Tiantai County People's Hospital from January 2020 to October 2023 were retrospectively reviewed. Data, including initial cardiac rhythm, ECMO initiation time, cardiopulmonary resuscitation (CA)-Pump On time, ECMO initiation-Pump On time, ECMO cannulation-Pump On time, complications, neurological function prognosis, mortality rate, and survival rate, were collected and analyzed. Collect and analyze the mortality and survival rates of 33 adult cardiac arrest (CA) patients meeting the criteria for extracorporeal cardiopulmonary resuscitation (ECPR) but receiving only conventional cardiopulmonary resuscitation (CCPR) from January 2020 to October 2023, and compare these rates with those of patients who underwent CA-ECPR.Results:Among the 23 cardiac arrest patients, 16 patients achieved spontaneous heart rhythm recovery, 15 patients experienced death, and 8 patients showed improved conditions upon discharge, with 6 patients exhibiting good neurological function prognosis. Compared to CA-CCPR, patients who received CA-ECPR showed a significant decrease in mortality rate (65.21% vs. 90.91%, P=0.017) and a significant increase in survival rate (34.78% vs. 9.09%, P=0.017). After gradual optimization of the ECPR process, the 2022-2023 group showed a significantly increased survival rate compared to the 2020-2021 group(46% vs. 20%). ECMO initiation-Pump On time [41( IQR36.5-44.5)min vs.43( IQR32.75-58.5)min, P=0.709] and ECMO cannulation-Pump On time[30( IQR24.0-37.0)min vs. 33( IQR27.25-55.00)min, P=0.575] decreased, although the differences between the two groups were not statistically significant. In the comparison between survival and death groups, the proportion of initial shockable rhythm was significantly higher in the survival group (75% vs. 20%). CA-Pump On time [61( IQR49.25-69.25)min vs.69( IQR58.0-89.0)min, P=0.287]and ECMO initiation-Pump On time[39( IQR29.25-51.75)min vs.43( IQR34.0-52.0)min, P=0.539] were lower in the survival group, but the differences were not statistically significant. Conclusions:Independent implementation of ECPR for adult cardiac arrest at the county-level primary hospital improves the success rate of resuscitation and enhances patient prognosis. The promotion of ECPR rescue technology in county hospitals is feasible and significant, benefiting a larger population of cardiac arrest patients.
6.Research progress of palliative care for patients with lung transplantation
Zhao WANG ; Yue WANG ; Zhangyi WANG ; Xiaoli PANG ; Haiqin BAO ; Guanghong HAN
Chinese Journal of Practical Nursing 2023;39(8):637-641
This paper summarized the research progress of palliative care for lung transplantation patients, to summarize the necessity and influencing factors of palliative care for lung transplantation patients, and defined the research status of palliative care implementation mode for lung transplantation patients, with a view to providing ideas for further research of palliative care on lung transplantation patients in China.
7.Reservation versus sacrifice of remnants in the footprint area in arthroscopic repair of rotator cuff tear
Tao BAO ; Yangyang HU ; Shuoguo WANG ; Yaojia LU ; Wenyong FEI ; Erkai PANG ; Lei HOU ; Yuxia YANG ; Dianwei LIU ; Mengbo DANG ; Mingjun LI
Chinese Journal of Orthopaedic Trauma 2023;25(5):393-400
Objective:To compare the clinical efficacy between reservation and sacrifice of remnants in the footprint area in arthroscopic repair of rotator cuff tear.Methods:A retrospective study was conducted to analyze the clinical data of 32 patients with rotator cuff tear plus remnants in the footprint area (2 cm < tear size <5 cm) who had been admitted to Department of Sports Medicine, The People's Hospital of Northern Jiangsu from May 2020 to July 2021. The patients were divided into 2 groups according to reservation or sacrifice of remnants in the footprint area in arthroscopic repair of rotator cuff tear. In the remnant-reservation group (16 cases): 5 males and 11 females with an age of (61.8±9.9) years, 9 left and 7 right shoulders affected, and (3.7±1.1) cm in size of rotator cuff tear; in the remnant-sacrifice group (16 cases): 4 males and 12 females with an age of (61.3±8.8) years, 8 left and 8 right shoulders affected, and (3.9±0.9) cm in size of rotator cuff tear. The 2 groups were compared in terms of visual analogue scale (VAS), American Shoulder and Elbow Surgeons (ASES) score, Constant-Murley shoulder function score (Constant score), and range of motion of the affected shoulder before surgery, 3 months after surgery and at the last follow-up. The ratio of bilateral abductor muscle strengths (affected side/healthy side) was analyzed and compared between the 2 groups, and the healing of the rotator cuff was evaluated by MRI at the last follow-up.Results:The 2 groups were comparable because there were no significant differences in all their preoperative demographic data ( P>0.05). The 32 patients were followed up for (14.3±3.5) months after surgery. At 3 months after surgery, the VAS score in the remnant-reservation group [1.0 (0.0,1.0) point] was significantly lower than that in the remnant-sacrifice group [1.0 (1.0,1.0) point] ( P<0.05), but there was no significant difference between the 2 groups in ASES score, Constant score or range of motion of the affected shoulder ( P>0.05). At the last follow-up, the ASES score, forward flexion, abduction and ratio of bilateral abductor muscle strengths (affected side/healthy side) in the remnant-reservation group [(96.1±4.8) points, 170.0 (170.0,170.0)°, 160.0 (160.0,170.0)°, and 85.5%±13.8%]were significantly better than those in the remnant-sacrifice group [(91.4±5.9) points, 160.0 (160.0,170.0)°, 150.0 (140.0,155.0)°, and 72.6%±16.9%] ( P < 0.05), but there were no statistically significant differences between the 2 groups in VAS score, Constant score, neutral external rotation angle, or body-side internal rotation ( P>0.05). The Sugaya grading for MRI rotator cuff healing was significantly different between the 2 groups at the last follow-up ( P<0.05). Conclusion:In arthroscopic repair of rotator cuff tear, reservation of remnants in the footprint area can significantly relieve postoperative shoulder pain, and has obvious advantages in restoration of shoulder forward flexion, abduction and abductor muscle strength, leading to better healing of the rotator cuff and the large nodule than the remnant-sacrifice technique.
8.Study of influencing factors of seasonal influenza virus infection in pregnant women in Suzhou, 2015-2018
Qian FENG ; Yuanyuan ZHANG ; Lin BAO ; Yuanyuan PANG ; Yayun TAN ; Pengwei CUI ; Jun ZHANG ; Liling CHEN
Chinese Journal of Epidemiology 2023;44(11):1748-1755
Objective:To explore the influencing factors of seasonal influenza among pregnant woman in Suzhou from 2015 to 2018.Methods:Based on the data of the influenza follow-up cohort of pregnant women in Suzhou from 2015 to 2018, the basic and clinical characteristics of the cohort were described, and the influencing factors of laboratory-confirmed influenza cases in pregnant women were analyzed by unconditional logistic regression.Results:A total of 19 006 pregnant women were recruited, in whom 479 cases of influenza were laboratory confirmed. Influenza A (H3N2) (42.8%) was the main sub-type. In pregnant women with exposure risk in influenza season, unconditional univariate logistic analysis showed that pregnant women or their husbands had registered permanent residence in Suzhou, pregnant women worked as childminder or nanny, had more than 2 permanent residents in the family except themselves, had medical insurance in Suzhou, had fertility insurance in Suzhou, were in the third trimester at the time of enrollment, had cough in the past month, were pregnant for the first time, had children, before and after pregnancy, spent more time outdoors than before, wore masks more often than before and had changed the frequency of gathering were all related to influenza virus infection in pregnant women. Among them, the first pregnancy, increasing the time of outdoor activity, increasing the frequency of wearing masks, and changing the frequency of gathering were important protective factors. Unconditional multivariate logistic regression analysis showed that the number of permanent residents at home was >2 (a OR=1.24, 95% CI: 1.01-1.52) and being in the third trimester, (a OR=1.56, 95% CI: 1.26-1.91) were the risk factors for maternal infection with influenza virus. Conclusion:Pregnant women with a large number of permanent residents and late pregnancy should pay attention to preventing seasonal influenza.
9.Investigation of 2019-nCoV reinfection in previously infected people in Suzhou
Yuanyuan ZHANG ; Hui HANG ; Qian XU ; Cheng LIU ; Yayun TAN ; Pengwei CUI ; Lin BAO ; Hui LIU ; Shanshan LU ; Feng XU ; Yuanyuan PANG ; Ge TIAN ; Jun ZHANG ; Jie ZHU ; Liling CHEN
Chinese Journal of Epidemiology 2023;44(11):1756-1761
Objective:To understand the reinfection rate of 2019-nCoV in the previously infected population in Suzhou and compare the illness severity and prognosis of the reinfection cases with the first-time infection cases.Methods:A questionnaire survey was conducted in the persons with previous 2019-nCoV infection reported in Suzhou from January 22, 2020 to November 8, 2022 to collect the information about the incidence of reinfection of 2019-nCoV in this population from December 8, 2022 to January 18, 2023. The persons who were infected with 2019-nCoV for the first time were selected by marching the residence, age and gender at ratio of 1∶2 from 2019-nCoV infection community follow-up cohort of Suzhou. By χ2 test, the clinical symptoms and prognosis of the reinfection case and the first-time infection cases were compared. Results:The reinfection rate of 2019-nCoV was 13.01% (147/1 130) in Suzhou. No reinfection was found within 1-6 months after the first-time infection, the rate of reinfection was 10.59% (95/897) in those with interval of 7-12 months between the reinfection and the first-time infection and 45.61% (52/114) in those with the interval ≥24 months. The lowest reinfection rate was 9.09% (1/11) in those who had completed 4 doses of 2019-nCoV vaccination. The main symptoms of the reinfection cases were similar to those of the first-time infection cases. Except for dry cough, nausea/poor appetite and other symptoms, there were significant differences in other clinical symptoms between the two groups ( P<0.05). In the reinfection cases, fever had shorter duration with lower body temperature. The hospital visit rate in the reinfection cases was 4.08% (6/147), lower than that in the cases with the first-time infection (11.56%, 34/294). The time for negative nucleic acid (antigen) test result and recovery from illness after the reinfection were shorter than those after the first-time infection. Conclusions:Reinfection occurred in some people who had been infected with 2019-nCoV. The interval between the reinfection and the first-time infection and the completion of the 4 doses of booster vaccination were the factors influencing the reinfection rate. The hospital visit rate in the reinfection cases was lower than that in the cases with the first-time infection. The reinfection had similar symptoms and shorter illness duration compared with the first-time infection.
10.The incidence and mortality of lung cancer in 2016 and their trends from 2002 to 2016 in Shanghai
Jianming DOU ; Chunxiao WU ; Yi PANG ; Pingping BAO ; Chunfang WANG ; Yangming GONG ; Liang SHI ; Yongmei XIANG ; Mengyin WU ; Xiaocong ZHANG ; Yan SHI ; Chen FU ; Kai GU
Tumor 2023;43(4):266-276
Objective:To investigate the lung cancer incidence and mortality in 2016 and their trends from 2002 to 2016 in shanghai. Methods:The data of incidence and death on lung cancer in shanghai from 2002 to 2016 were obtained from the Shanghai Municipal Center for Disease Control and Prevention population-based cancer registry and Vital Statistics System.Lung Cancer incidence and mortality stratified by age of diagnosis or death,gender and age-group were analyzed.The number of cases and deaths,proportion,crude rates,age-specific rates,age-standardized rates,corresponding truncated age-standardized rates(35-64 years)and cumulative rates were calculated.Segi's 1960 world standard population was used for calculating age-standardized rates of incidence and mortality as well as truncated age-standardized rates.Trends in age-standardized rates of incidence and death for lung cancer in Shanghai from 2002-2016 were estimated by Joinpoint analysis and characterized by the annual percent change(APC). Results:The new lung cancer cases and deaths were 14 395 and 9 170 in Shanghai in 2016.The crude rate of incidence was 99.41/105,and the age-standardized rate of incidence was 39.76/105.New cases of lung cancer accounted for 19.34%of all malignant tumors in shanghai,ranking the first in the incidence spectrum of malignant tumors.The crude rate of mortality was 63.33/105,and the age-standardized rate was 21.57/105.Deaths of lung cancer accounted for 24.78%of all malignant tumor deaths in shanghai,ranking the first in the mortality spectrum of malignant tumors.The age-standardized rates of incidence and mortality for males were higher than those for females.The age-specific numbers and rates of incidence and mortality increased with age.The age-specific number and rate of incidence reached the peak at the age group of 60-64 years and 80-84 years respectively,and those of mortality peaked at the age group of 80-84 years and older than 85 years respectively.The incidence of lung cancer increased from 33.70/105 in 2002 to 39.76/1 05 in 2016 in Shanghai.Joinpoint analyses showed that the age-standardized rate of lung cancer incidence remained stable from 2002 to 2010(APC=-0.79,t=-1.46,P=0.175)but showed a significant upward trend with an average annual increase rate of 5.12%from 2010 to 2016(APC=5.12,t=6.97,P<0.001).The standardized mortality showed a downward trend with an average annual decrease rate of 0.87%from 2002 to 2016(APC=-0.87,t=-2.87,P=0.013). Conclusion:The incidence of lung cancer in Shanghai during 2002-2016 presented an upward trend while the mortality of lung cancer showed a gradual downward trend.There are differences in the incidence and mortality of lung cancer among different gender and age groups.

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