1.Automatic surgical classification of knee X-ray images using machine deep learning
Qianli MA ; Ming ZHENG ; Qiang CHEN ; Yuyun ZHENG ; Jiongjiong GUO ; Yumin CHEN ; Yi ZHAO
Chinese Journal of Orthopaedic Trauma 2024;26(10):834-841
Objective:To evaluate the performance of our self-developed deep learning (DL) model which was designed to automatically classify the knee X-ray images into one non-surgical category and 4 surgical categories, including non-surgical knees (NSK), high tibial osteotomy (HTO), total knee arthroplasty (TKA), unicompartmental knee arthroplasty (UKA), and tibial plateau fracture fixation with an internal fixation plate (TPFF).Methods:The knee X-ray images were collected of the patients who had undergone knee joint surgery at Department of Orthopaedics, Fuzhou Second General Hospital from January 2017 to December 2022. On the Baidu EasyDL AI platform, a multi-class object recognition DL model was built using the You Only Look Once (YOLO) algorithm. The model was trained on a dataset of 1,281 knee anteroposterior X-ray images (including NSK, HTO, TKA, UKA, and TPFF) to generate a DL model which was able to automatically recognize and classify the knee X-ray images. The reliability of the model classification performance was evaluated by analyzing the 5 indicators [accuracy, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV)] using a test set of 450 knee anteroposterior X-ray images with the above 5 categories. The receiver operating characteristic curve was plotted and the area under the curve (AUC) was calculated to further quantify the classification performance of the model.Results:In the test set, on the whole, the model achieved an accuracy of 97.0%, a sensitivity of 92.4%, a specificity of 98.1%, a PPV of 92.4%, and a NPV of 98.1%, an AUC of 0.947, indicating a high reliability in classifying various categories. The model showed a best performance for TKA, with the 5 indicators being 99.1%, 99.0%, 99.1%, 97.1% and 99.7%. The model showed a slightly lower sensitivity for TPFF and HTO (87.0% and 86.0%, respectively).Conclusion:A successful DL model has been developed which can automatically classify the knee X-ray images into non-surgical and surgical categories due to its satisfactory performance, particularly in accuracy and AUC.
2.Analysis of the prevalence and risk factors of frailty among older persons in a Beijing community
Yue WU ; Yiwei ZHAO ; Zhibin WANG ; Yiwen XING ; Xue GAO ; Yu WANG ; Lina MA ; Yi TANG ; Yansu GUO ; Yumin WANG
Chinese Journal of Health Management 2024;18(8):571-575
Objective:To investigate the prevalence of frailty among elders aged ≥60 years in the Beijing community and analyze the risk factors of frailty.Methods:This is a cross-sectional study. A total of 1936 older persons in Baizhifang Community in Beijing were included between May and September 2023. Their frailty was evaluated by Fried Frailty Phenotype Scale. Mini Nutritional Assessment-Short Form (MNA-SF), Short Physical Performance Battery (SPPB), and Geriatric Depression Scale (GDS) were used to evaluate nutritional status, physical function, and depression, respectively. The prevalence and risk factors of frailty among the elderly in the community were analyzed.Results:A total of 168 individuals met the criteria for frailty, and the prevalence of frailty was 8.7%. Compared to the non-frail group, the frail group was predominantly female (71.4% vs 62.2%; χ 2=5.59, P=0.018), older [(72.1±6.6) vs (69.9±6.0) ages; t=-5.25, P<0.001], unmarried (1.8% vs 0.8%; χ 2=8.60, P=0.014), with lower education levels (10.7% vs 3.5%; χ 2=23.38, P<0.001), poorer self-assessed health (22.6% vs 6.5%; χ 2=69.80, P<0.001), lower MNA-SF scores [(12.2±2.2) vs (13.0±1.4) scores; t=6.29, P<0.001], lower SPPB scores [(8.4±1.9) vs (10.2±1.6) scores; t=14.62, P<0.001], higher GDS scores [(4.0±3.8) vs (1.9±2.1) scores; t=-11.48, P<0.001], and worse vision, hearing, and olfactory functions (48.2% vs 34.1%, 36.9% vs 23.0%, 9.5% vs 3.0%; χ 2=13.37, 16.11, 40.58, all P<0.001). They were also more likely to suffer from hypertension (70.8% vs 56.7%; χ 2=12.52, P<0.001), diabetes (42.3% vs 29.4%; χ 2=12.06, P<0.001), osteoarthritis (46.4% vs 30.3%; χ 2=18.39, P<0.001) and stroke (19.0% vs 13.3%; χ 2=4.28, P=0.039). Logistic regression analysis showed that frailty was independently associated with nutritional status ( OR=0.8, 95% CI: 0.7-0.9, P<0.001), depressive symptoms ( OR=1.1, 95% CI: 1.1-1.2, P<0.001), olfactory function ( OR=2.1, 95% CI: 1.4-3.0, P<0.001; OR=2.9, 95% CI: 1.4-5.9, P=0.003), and physical function ( OR=0.6, 95% CI: 0.6-0.7, P<0.001) after adjusting for covariates. Conclusions:The prevalence of frailty among elderly people in community is relatively high. Frailty in community elders is associated with physical function, psychological function, nutritional status, and olfactory function decline.
3.Mobility limitation condition and its relationship with cognitive function in community-dwelling older adults
Yiwen XING ; Yiwei ZHAO ; Zhibin WANG ; Yue WU ; Xue GAO ; Yu WANG ; Xi CHU ; Yansu GUO ; Yi TANG ; Yumin WANG ; Lina MA
Chinese Journal of Health Management 2024;18(9):662-667
Objective:To analyze mobility limitation condition and its relationship with cognitive function in community-dwelling elderly.Methods:In this cross-sectional study, a total of 1 935 older adults aged≥60 years were recruited from May to September 2023 in Beijing Baizhifang Community Health Service Center and its five subordinate health service stations (Baizhifang Hutong health service station, Nancaiyuan community health service station, Youanmen community health service station, Younei West Street health service station and Shuanghuaili community health service station). The Short Physical Performance Battery (SPPB) was used to assess the mobility capacity of the elderly, and the elderly were divided into two groups with SPPB, the elderly with a SPPB≤9 points were grouped into mobility limitation group (645 cases), and the ones with a SPPB≥10 points were considered with normal mobility capacity (1 290 cases). The cognitive function of the older adults was assessed with the mini-mental state examination; and the gender, age, calf circumference, history of chronic disease, frailty status, cognitive function, nutritional status, depression status, hearing and vision condition of the two groups were compared with χ2 test or Mann-Whitney U non-parametric test. Multiple logistic regression analysis was used to analyze the mobility limitation and its relationship with cognitive function in the older adults. Results:Mobility limitation was found in 33.33% (645/1 935) of community-dwelling older adults. The proportions of advanced age, female, hypertension, diabetes, coronary heart disease, stroke, chronic obstructive pulmonary disease, frailty, depression, cognitive impairment, hearing decline, and vision decline in the mobility limitation group were all significantly higher than those in the normal mobility capacity group (31.32% vs 13.41%, 69.92% vs 59.61%, 65.27% vs 54.03%, 33.80% vs 28.60%, 27.91% vs 19.53%, 17.83% vs 11.47%, 10.54% vs 7.36%, 13.18% vs 2.02%, 18.45% vs 6.59%, 14.73% vs 7.75%, 30.54% vs 20.31%, 45.58% vs 30.39%) (all P<0.05). Advanced age ( OR=2.542, 95% CI: 1.977-3.269), female ( OR=1.736, 95% CI: 1.390-2.167), stroke ( OR=1.426, 95% CI: 1.065-1.911), depression ( OR=2.292, 95% CI: 1.656-3.174), cognitive impairment ( OR=1.601, 95% CI: 1.154-2.220), frailty ( OR=5.199, 95% CI: 3.219-8.397) and vision decline ( OR=1.405, 95% CI: 1.124-1.756) were all positively correlated with the mobility limitation in the community-dwelling older adults (all P<0.05). Conclusion:The older adults in the community have a higher risk of mobility limitation, mobility limitation is a positive correlation factor of cognitive impairment.
4.Clinical observation of Tuina plus Chinese medication hot compress for lumbar muscle strain
Ji MA ; Fei GU ; Yupu ZHANG ; Xingwei CHEN ; Yumin LIU ; Zhengcai YU ; Cheng WANG ; Jue HONG
Journal of Acupuncture and Tuina Science 2024;22(5):387-392
Objective:To discuss the clinical efficacy of treating lumbar muscle strain(LMS)with Tuina(Chinese therapeutic massage)plus Chinese medication hot compress. Methods:A total of 147 LMS patients were randomized into a Tuina group,a Chinese medication hot compress group,and a combined group,each consisting of 49 cases.The Tuina group received Tuina treatment;the Chinese medication hot compress group received Chinese medication hot compress treatment;and the combined group received the forementioned two therapies alternately.The three groups of patients were assessed using the visual analog scale(VAS)and Oswestry disability index(ODI)before treatment and after 2 weeks of treatment.A 2-month follow-up was also conducted to observe the relapse rate. Results:The VAS and ODI scores dropped significantly after treatment in all three groups compared with their baseline(P<0.05),and the combined group surpassed the other two groups in comparing the ODI score(P<0.05).The 2-month follow-up showed that the combined group had the lowest relapse rate among the three groups(P<0.05). Conclusion:Compared to each therapy used alone,Tuina plus Chinese medication hot compress can relieve pain,improve daily living function,and reduce the short-term relapse rate better in treating LMS patients.
5.Clinical observation of neck Gongfa exercise intervening people at high risk for cervical spondylosis
Ji MA ; Yu ZHANG ; Fei GU ; Yumin LIU ; Junliang WANG ; Cheng WANG ; Yazhou LI ; Kaixin SUN ; Jun ZHANG ; Jue HONG
Journal of Acupuncture and Tuina Science 2024;22(6):489-496
Objective:To observe the clinical efficacy of neck Gongfa exercise in intervening people at high risk for cervical spondylosis. Methods:A total of 212 participants from 8 companies at high risk for cervical spondylosis were divided into two groups using the random number table method,with 105 participants in the control group receiving health education and 107 participants in the trial group receiving an additional neck Gongfa exercise.After successive 3-month interventions,the two groups were compared in terms of cervical soft tissue tension and neck disability index(NDI)score.The incidence of cervical spondylosis was observed 3 months later. Results:During the process,10 cases dropped out in the trial group,and the control group had 9 dropout cases.After the intervention,the cervical soft tissue tension value and NDI score improved in both groups(P<0.05)and showed significant differences between the two groups(P<0.05).At the 3-month follow-up,the trial group had a lower incidence rate of cervical spondylosis than the control group(P<0.05). Conclusion:For people at high risk for cervical spondylosis,neck Gongfa exercise can effectively improve cervical soft tissue tension and motor dysfunction and lower the incidence of cervical spondylosis in the short run.
6.Predictive value of shoulder joint anatomical features to the small and medium rotator cuffre-tear rate after rehabilitation
Bo YUAN ; Ming TIAN ; Shaolong ZHANG ; Dong MA ; Yumin LI ; Junjie ZENG
Chinese Journal of Orthopaedics 2023;43(18):1193-1200
Objective:To explore the correlation between the anatomical features of shoulder joint and the re-tear rate after surgical repair for small and medium-sized rotator cuff tears.Methods:From June 2017 to June 2019, 55 patients who were diagnosed with small or medium-sized rotator cuff tears and treated with arthroscopic single-row repair were enrolled. Demographics including age, sex, disease course, history of smoking and diabetes mellitus, re-tear rates, Constant-Murley score, University of California, Los Angeles score (UCLA) at 6-month, 1-year, 2-year and 3-year after operation were collected. Postoperative critical shoulder angle (CSA) and acromial index (AI) were measured and calculated based on CT scan. The patients were divided into two groups: patients who got re-tear history during follow-up were included into endpoint re-tear (ER) group, and those who got no re-tear history during follow-up were included into endpoint non-tear (EN) group. One-way Anova was used to compare the CSA\AI among different follow-up point. Fisher's exact test was used to compare sex, morbidity of smoking and diabetes between the ER and EN groups. Two independent samples t-test were used to compare age, disease course, CSA and AI at 1-day after operation, functional scores at each follow-up point between the two groups. Binomial logistic regression analysis was performed to test CSA and AI at 1-day after operation as the risk factors of rotator cuff re-tear at 6-month, 1-year, 2-year and 3-year after operation. The predictive efficacy of CSA and AI at 1-day after operation on re-tear rate at 3-year after operation were evaluated by receiver operating characteristic (ROC) curves, Pearson correlation analysis was used to evaluate the correlation between postoperative CSA/AI and postoperative functional recovery. Results:The CSA and AI of ER group were insignificantly different among all follow-up point ( P>0.05), the CSA and AI of EN group were significantly different among all follow-up point ( F=14.163, P<0.001; F=4.635, P<0.001). The re-tear rates at 6-month, 1-year, 2-year and 3-year after operation were 3.6%, 7.3%, 12.7%, 18.2%. The Constant-Murley score and UCLA scores of ER group at 3-year after operation were 93.60±2.84 and 32.30±1.49, respectively while in EN group, they were 92.11±4.10 and 33.18±1.27, respectively, there were no difference of the Constant-Murley score and UCLA score between ER and EN group at 3-year after operation ( P>0.05). CSA at 1-day after operation was the risk factor to re-tear at 1-year, 2-year and 3-year after operation [ OR=4.622, 95% CI (1.01, 21.06), P=0.048; OR=7.071, 95% CI (1.52, 32.87), P=0.013; OR=3.40, 95% CI (1.42, 8.12), P=0.006]. CSA and AI at 1-day after operation had certain predictive efficacy for rotator cuff re-tear at 3-year after rehabilitation, and CSA was more specific than AI, the optimal cutoff values of CSA and AI at 1-day after operation for predicting rotator cuff re-tear at 3-year after operation were 35.3°and 0.69, the AUC were 0.87 [ OR=3.40, 95% CI (1.42, 8.12), P<0.001]、0.77 [ OR=1.33, 95% CI (0.87, 2.02), P=0.008] respectively. CSA and AI had no relationship with postoperative functional recovery. Conclusion:Greater CSA and AI were predictive factors of small and medium-sized rotator cuff re-tear 1-3 years after surgery with CSA being more specific than AI. However, CSA and AI had no relationship with postoperative functional recovery.
7.Correlation analysis between anatomical features of shoulder joint and postoperative stiffness after rotator cuff repair
Bo YUAN ; Ming TIAN ; Shaolong ZHANG ; Dong MA ; Yumin LI ; Junjie ZENG
Chinese Journal of Orthopaedics 2023;43(24):1655-1662
Objective:To investigate the correlation between anatomical features of shoulder joint and postoperative stiffness after rotator cuff repair.Methods:212 patients diagnosed with rotator cuff injury undergoing rotator cuff repair in Civil Aviation General Hospital from March 2016 to December 2021 were enrolled. There were 97 male and 115 female with an average age of 58.87±9.69 years old (range, 41-72). The patients were divided into stiffness group (SG) and non-stiffness group (NG) according to the range of shoulder joint motion at 3-month after operation. Preoperative and postoperative joint anatomical features including critical shoulder angle (CSA), acromial index (AI), lateral acromion angle (LAA) were measured and calculated through CT scan and 3-dimension reconstruction. Age, sex, course of disease, body mass index, tendon fatty infiltration degree, type of rotator cuff injury according to DeOrio & Cofield classification, suture method, and preoperative and 3-month postoperative range of shoulder motion (flexion, abduction, and external rotation), preoperative stiffness condition were collected. All factors between two groups were compared, and binomial logistic regression analysis was performed to find out the risk factors of postoperative joint stiffness. Receiver operating characteristic (ROC) curves were plotted to evaluate the predictive efficacy of postoperative CSA, AI, and LAA for postoperative joint stiffness.Results:43 patients were enrolled in SG and 169 patients were enrolled in NG. Age, sex, course of disease, body mass index, tendon fatty infiltration degree, type of rotator cuff injury according to DeOrio & Cofield classification, suture method, and preoperative range of shoulder motion (flexion, abduction, and external rotation) between two groups were insignificantly different ( P>0.05). The ratio of patients with preoperative stiffness in SG is higher than that in NG (χ 2=40.38, P<0.001). Postoperative CSA and AI of SG were greater than those of NG ( t=5.44, P<0.001; t=4.89, P<0.001), and postoperative LAA of SG was smaller than that of NG group ( t=-5.86, P<0.001). Preoperative stiffness, large postoperative AI and small postoperative LAA were all risk factors of joint stiffness after rotator cuff suture [ OR=9.32, 95% CI(3.44, 25.27), P<0.001; OR=2.39, 95% CI(1.58, 3.62), P<0.001; OR=0.64, 95% CI(0.46, 0.91), P=0.012]. Postoperative CSA, AI and LAA had a certain predictive effect on postoperative joint stiffness (AUC>0.70). LAA was the most sensitive factor and CSA was the most specific factor. The optimal cutoff values of CSA, AI and LAA were 34.4°, 0.70 and 74.5° respectively, and the AUC for predicting postoperative joint stiffness were 0.76 [ OR=0.98, 95% CI(0.69, 0.84), P<0.001]、0.78[ OR=2.39, 95% CI(0.70, 0.84), P<0.001]、0.76[ OR=0.64, 95% CI(0.68, 0.83), P<0.001]. Conclusion:Postoperative CSA, AI and LAA had predictive efficacy on joint stiffness after rotator cuff repair. The greater postoperative CSA and AI or smaller postoperative LAA indicates increased risk of postoperative joint stiffness. LAA was the most sensitive factor and CSA was the most specific factor.
8.Comparison of internal fixation and total hip replacement in elderly patients with femoral neck fractures
Likun ZHAO ; Shuangshuang CUI ; Jianxiong MA ; Qiang DONG ; Yumin WANG ; Xinlong MA
Chinese Journal of Geriatrics 2023;42(11):1320-1325
Objective:To compare the clinical results and costs of treatment between internal fixation and total hip replacement in patients aged 60 to 75 years with femoral neck fractures, in order to provide a reference basis for choosing the appropriate surgical procedure for patients in this age group.Methods:According to the inclusion and exclusion criteria, we selected 69 patients treated with internal fixation and 88 patients treated with total hip replacement for femoral neck fractures, and collected relevant data to analyze the differences in clinical characteristics and prognosis between the two groups.Results:The total hip replacement group was older than the internal fixation group[68(64, 72) vs.63(61, 68), Z=-4.536, P<0.001]. There were 20 men(29.0%)and 49 women(71.0%)in the internal fixation group, and 13 men(14.8%)and 75 women(85.2%)in the total hip replacement group.Both groups had more women than men( χ2=4.706, P=0.030). The ratio of the displaced type to the non-displaced type was higher in the total hip replacement group than in the internal fixation group(90.9% vs.46.4%, χ2=37.510, P<0.001). Postoperative serum albumin levels were lower than preoperative levels in both groups, with greater decreases in the total hip replacement group than in the internal fixation group[(9.06±3.45)g/L vs.(7.07±3.37)g/L, t=-3.393, P=0.001]. The total hip replacement group had a higher intraoperative bleeding volume and blood transfusion volume than the internal fixation group( P<0.05), and the days of hospitalization[12(9, 14)d]and hospitalization costs[¥89222.1(84826.8, 93040.0)]were higher than those in the internal fixation group[9(8, 10)d; ¥51158.9(47816.5, 54098.4), Z=-5.138, -10.737, P<0.001 for both]. Weight-bearing after total hip replacement occurred earlier than the internal fixation group[32.0(28.0, 36.5)d vs.92.0(89.3, 95.5)d, Z=-10.228, P<0.001]. There were no significant differences between the two types of surgery for non-displaced femoral neck fractures at 1 year after surgery in the Harris hip score and the quality of life score EQ-5D.For patients with displacement, the rates of excellent and good outcomes based on the Harris score for the total hip replacement group were significantly higher than those for the internal fixation group at 1 year after surgery(97.5% vs.81.3%, χ2=6.697, P=0.010); the postoperative quality of life score EQ-5D was also better than that of the internal fixation group[0.9(0.7, 1.0) vs.1.0(1.0, 1.0), Z=-4.785, P<0.001], and the incidence of postoperative pain and anxiety was lower than that in the internal fixation group(6.3% vs.28.1%, 1.3%, vs.50.0%, χ2=7.928, 38.032, all P<0.01). Conclusions:The mortality and short-term postoperative complications between internal fixation and total hip replacement have no significant differences.There is no significant difference in postoperative function between the two surgical methods for patients with non-displaced femoral neck fractures.For patients with displacement, total hip arthroplasty is superior to internal fixation.The cost of initial hospitalization for internal fixation is significantly lower than for total hip replacement.
9.Value of cardiac MRI in evaluation of left atrial function in the postoperative tetralogy of Fallot and pulmonary stenosis patients
Yanyan MA ; Rongzhen OUYANG ; Liwei HU ; Aimin SUN ; Qian WANG ; Chen GUO ; Yumin ZHONG
Chinese Journal of Radiology 2023;57(4):404-409
Objective:To explore the value of cardiac MRI (CMRI) in evaluating left atrial function in patients with postoperative tetralogy of Fallot (rTOF) and postoperative pulmonary stenosis (rPS).Methods:Totally 67 pediatric patients (49 with rTOF, 18 with rPS) with preserved left ventricular ejection fraction (EF) were recruited between January 2019 and October 2021 in Shanghai Children′s Medical Center, School of Medicine, Shanghai Jiao Tong University. Thirty-three healthy volunteers, matched in gender and age, were included as controls from July 2017 to August 2018. Left atrial EF, strain and strain rate of three phases (reservoir, conduit and pump), left atrial volume (maximum volume index, minimum volume index and pre-atrial contraction volume index) were measured with corresponding cardiac function analysis software. Then, the differences in these parameters were analyzed between the three groups by ANOVA or Kruskal-Wallis test with post hoc comparison and Bonferroni correction.Results:Compared with controls, patients with rTOF had lower reservoir function parameters (EF, strain and strain rate), conduit EF, conduit strain, and left atrial maximum volume index ( P<0.05), but higher pump EF ( P<0.05). In patients with rPS, only the reservoir strain rate decreased compared with controls ( P<0.05), and the remaining data showed no significant difference ( P>0.05). The reservoir and conduit EF and strain in patients with rPS were higher than those in patients with rTOF ( P<0.05). Conclusions:In patients with rTOF and rPS, left atrial function has changed despite the preservation of left ventricular EF, which may be an early marker of left ventricular diastolic dysfunction. In children with rTOF, left atrial reservoir and conduit functions decreased while the pump function increased. The reservoir and pump functions in rPS were better than those in rTOF. In addition, CMRI can detect left atrial dysfunction early before it enlarged.
10.Imbalance of lymphoid cells in peripheral blood maintains the immunosuppression and promotes the development of lung adenocarcinoma.
Hui GUO ; Lichao ZANG ; Xinyu YANG ; Yumin WU ; Jinhong MA ; Weifeng SHI
Chinese Journal of Cellular and Molecular Immunology 2023;39(8):729-736
Objectives Objectives To investigate how the imbalance of innate lymphoid cells (ILCs)in the peripheral blood of patients with lung adenocarcinoma affects the balance of downstream mononuclear macrophages and T helper (Th) cells, and to identify the impact of the imbalance of ILCs on the immune status and prognosis of lung adenocarcinoma. Methods The peripheral blood of 20 patients with lung adenocarcinoma and normal controls were collected. The percentage of ILCs, mononuclear macrophages and T lymphocyte in peripheral blood were analyzed by flow cytometry. The characteristic cytokine secretion levels of various types of immune cells in peripheral blood were detected by real-time fluorescence quantitative PCR. Results Compared with the normal controls, the proportion of M2 mononuclear macrophages, ILC1 and ILC2 in patients with lung adenocarcinoma was up-regulated, while the proportion of M1 mononuclear macrophages, CD4+ T and CD8+ T was down-regulated. The mRNA expression of related cytokines of M1 mononuclear macrophages and ILC1 were decreased; while the mRNA expression of related cytokines of M2 mononuclear macrophages and ILC2 were increased. Along with the decreased CD4+T cells-associated cytokine T-bet mRNA expression, and the increased GATA3 mRNA expression. Moreover, the expression of PD-1 in CD8+ T cells was also up-regulated. Conclusion The imbalance of ILCs in peripheral blood of patients with lung adenocarcinoma promotes the imbalance of mononuclear macrophages and Th cells, which altogether maintains the immunosuppression in patients with lung adenocarcinoma, and promotes the development of lung adenocarcinoma.
Humans
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Lymphocytes
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Immunity, Innate
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CD8-Positive T-Lymphocytes
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Cytokines/metabolism*
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Adenocarcinoma of Lung
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Immunosuppression Therapy
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RNA, Messenger

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