1.Application of immune cell infiltration in the diagnosis and prognosis of non-small cell lung cancer.
Huihui WAN ; Zhenhao LIU ; Xiaoxiu TAN ; Guangzhi WANG ; Yong XU ; Lu XIE ; Yong LIN
Chinese Journal of Biotechnology 2020;36(4):740-749
Immune cell infiltration is of great significance for the diagnosis and prognosis of cancer. In this study, we collected gene expression data of non-small cell lung cancer (NSCLC) and normal tissues included in TCGA database, obtained the proportion of 22 immune cells by CIBERSORT tool, and then evaluated the infiltration of immune cells. Subsequently, based on the proportion of 22 immune cells, a classification model of NSCLC tissues and normal tissues was constructed using machine learning methods. The AUC, sensitivity and specificity of classification model built by random forest algorithm reached 0.987, 0.98 and 0.84, respectively. In addition, the AUC, sensitivity and specificity of classification model of lung adenocarcinoma and lung squamous carcinoma tissues constructed by random forest method 0.827, 0.75 and 0.77, respectively. Finally, we constructed a prognosis model of NSCLC by combining the immunocyte score composed of 8 strongly correlated features of 22 immunocyte features screened by LASSO regression with clinical features. After evaluation and verification, C-index reached 0.71 and the calibration curves of three years and five years were well fitted in the prognosis model, which could accurately predict the degree of prognostic risk. This study aims to provide a new strategy for the diagnosis and prognosis of NSCLC based on the classification model and prognosis model established by immune cell infiltration.
Algorithms
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Carcinoma, Non-Small-Cell Lung
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diagnosis
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physiopathology
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Humans
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Lung Neoplasms
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diagnosis
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physiopathology
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Machine Learning
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Prognosis
2.Difference of Lung Function Retention after Segmentectomy and Lobectomy.
Tianyi SUI ; Ao LIU ; Wenjie JIAO
Chinese Journal of Lung Cancer 2019;22(3):178-182
In recent years, the incidence and detection rate of lung cancer have gradually increased, and segmentectomy has been increasingly used to treat early non-small cell lung cancer. Some scholars believe that segmentectomy is more conducive to the preservation of postoperative lung function than lobectomy. Some studies have found that the two surgical methods have little difference in postoperative cost retention. This article deals with segmentectomy and lobectomy. A review of related studies on postoperative pulmonary function changes.
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Humans
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Lung
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physiopathology
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surgery
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Lung Neoplasms
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physiopathology
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surgery
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Pneumonectomy
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adverse effects
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methods
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Recovery of Function
4.Using quantitative CT to predict postoperative pulmonary function in patients with lung cancer.
Fang LIU ; Ping HAN ; Gan-sheng FENG ; Bo LIANG ; Jie XIAO ; Zhi-liang TIAN ; Zi-qiao LEI
Chinese Medical Journal 2005;118(9):742-746
BACKGROUNDAt present, the therapy for patients with lung cancer that achieves a high rate of cure is surgical resection at an early stage of the disease. The aim of this study is to evaluate quantitative computed tomography (QCT) for predicting postoperative pulmonary function in patients with lung cancer.
METHODSThe data of thirty-one patients with lung cancer who underwent both pulmonary functional tests and QCT scan before operations were collected. A CT program was used to quantify the volume of whole lung parenchyma with attenuation of -910 HU to -600 HU, which was defined as total functional lung volume (TFLV). Similarly, the volume of lung (lobes or segments) with attenuation of -910 HU to -600 HU was defined as regional functional lung volume (RFLV). Forced vital capacity (FVC), forced expiratory volume in first second (FEV1), FVC% and FEV1% (ratio to reference values of the matched population) were obtained from preoperational pulmonary functional tests. According to the formula: predicted FVC (pre-FVC) = preoperative FVC x [1-(RFLV/TFLV)]; predicted FEV1 (pre-FEV1) = preoperative FEV1 x [1-(RFLV/TFLV)], we obtained values of predicted FVC, predicted FEV1, predicted FVC% (pre-FVC/reference values of the matched population), and predicted FEV1% (pre-FEV1/reference values of the matched population). The paired t test and Pearson correlation test were used to assess significance of differences and correlations between CT predicted values and postoperative measured results of FVC, FEV1, FVC% and FEV1%.
RESULTSQCT predicted values correlated well with postoperative FVC, FEV1, FVC% and FEV1% (r = 0.873, 0.809, 0.849 and 0.801 respectively, all P < 0.01).
CONCLUSIONSQCT is an effective and accurate way to predict postoperative pulmonary function in patients undergoing pulmonary resection, regardless of the patients' preoperative pulmonary functional status.
Female ; Humans ; Lung ; physiopathology ; Lung Neoplasms ; physiopathology ; surgery ; Male ; Middle Aged ; Postoperative Period ; Respiratory Function Tests ; Tomography, X-Ray Computed
5.Progress of Biomarkers in Diagnosis of Bone Metastases of Lung Cancer.
Chao MENG ; Chuanhao TANG ; Jun LIANG
Chinese Journal of Lung Cancer 2018;21(8):615-619
Bone is one of the most metastatic sites of advanced malignant tumors. With the continuous improvement of diagnosis and treatment of malignant tumors, the survival time of patients is prolonged and incidence of bone metastases also increases. Lung cancer is the leading cause of cancer-related mortality worldwide. It is estimated that the incidence of bone metastases in patients advanced lung cancer is about 30%-40%. The traditional diagnosis of bone metastases in lung cancer is based on clinical symptoms, X ray, computed tomography (CT), magnetic resonance imaging (MRI) and pathology. Recently, a large number of exploratory studies have reported blood biomarkers as indicators of bone metastasis screening and efficacy evaluation. In this review, we summarize the progress of biomarkers in diagnosis of bone metastases of lung cancer.
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Biomarkers, Tumor
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metabolism
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Bone Neoplasms
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metabolism
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physiopathology
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secondary
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Humans
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Lung Neoplasms
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pathology
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Osteogenesis
8.Clinical analysis of lymphangioleiomyomatosis.
Peng GAO ; Rong HUANG ; Bai-qiang CAI ; Hong-rui LIU
Acta Academiae Medicinae Sinicae 2004;26(3):306-309
OBJECTIVETo improve the diagnosis and treatment of lymphangioleiomyomatosis (LAM).
METHODSThe clinical data of four cases of lymphangioleiomyomatosis diagnosed in our hospital were analyzed and corresponding literature was reviewed.
RESULTSLymphangioleiomyomatosis, a rare disorder of unknown cause that occured almost exclusively in women of child bearing ages, was characterized microscopically by atypical smooth muscle proliferation. It could occur as a sporadic diseases or as a part of tuberous sclerosis complex (TSC). LAM was associated with progressive dyspnea, recurrent spontaneous pneumothoraces, chylous effusions, and hamartomas.
CONCLUSIONClinicians should be familiar with the characteristics of LAM so that diagnosis and treatment can be made earlier to improve the prognosis.
Adolescent ; Adult ; Biopsy, Needle ; Female ; Humans ; Lung ; diagnostic imaging ; pathology ; Lung Neoplasms ; diagnosis ; pathology ; physiopathology ; Lymphangioleiomyomatosis ; diagnosis ; pathology ; physiopathology ; Male ; Middle Aged ; Tomography, X-Ray Computed
9.Effect of noninvasive positive pressure ventilation on postoperative pulmonary function in patients undergoing thoracic surgeries.
Journal of Southern Medical University 2010;30(2):371-373
OBJECTIVETo evaluate the effects of noninvasive positive pressure ventilation (NPPV) on postoperative pulmonary function recovery in patients receiving thoracic surgeries.
METHODSFifty thoracic surgical patients were enrolled in this prospective randomized controlled study and divided randomly into conventional treatment group and NPPV group. In the NPPV group, the patients were given NPPV therapy on the basis of conventional treatment. The volume of the residual cavity and the lung function were recorded.
RESULTSAt one week after the operation, the changes of lung function parameters were similar between NPPV and control group (P>0.05).
CONCLUSIONSNPPV following thoracic surgeries produces no obvious effects on postoperative pulmonary complications or the lung functions, and bullous resection have less adverse effect than lobectomy on the lung function.
Adult ; Aged ; Female ; Humans ; Lung ; physiopathology ; Lung Neoplasms ; physiopathology ; surgery ; therapy ; Male ; Middle Aged ; Positive-Pressure Respiration ; Postoperative Period ; Prospective Studies ; Thoracic Surgical Procedures
10.Can Perioperative Oscillating Positive Expiratory Pressure Practice Enhance Recovery in Lung Cancer Patients Undergoing Thorascopic Lobectomy?
Pengfei LI ; Yutian LAI ; Kun ZHOU ; Jianhua SU ; Guowei CHE
Chinese Journal of Lung Cancer 2018;21(12):890-895
BACKGROUND:
Oscillatory positive expiratory pressure (OPEP) training is a kind of breathing exercise with Acapella. The clinical value of OPEP has been widely discussed in chronic obstructive pulmonary disease, bronchiectasis as well as pulmonary cyst. However, few studies have explored the application of OPEP in surgery lung cancer patients underwent lobectomy. Thus, the aim of this study is to explore the impact of the application of OPEP device (acapella) in lung cancer patients undergoing video-assisted thorascopic surgery (VATS).
METHODS:
Sixty-nine patients receiving VATS lobectomy in Department of Thoracic Surgery, West China Hospital, Sichuan University from September 15, 2017 to January 15, 2018 were randomly divided into the acapella group (AG) or the control group (CG). The patients in the AG received oscillating positive expiratory pressure training and the CG underwent standard perioperative treatment. The differences of morbidity, pulmonary function, quality of life were compared between the two groups.
RESULTS:
Thirty-five patients were assigned to the AG and thirty-four patients were assigned to the CG. The incidences of postoperative pulmonary complications (PPCs) and atelectasis (2.9%, 0.0%) in the AG were significantly lower than that in the CG (20.6%, 14.7%)(P=0.03, P=0.03). The duration of total hospital stay and postoperative hospital stay in the AG (10.86±5.64, 5.09±4.55) d were significantly shorter than that in the CG (10.86±5.64, 5.09±4.55) d (P=0.01, P=0.01). The drug cost in the AG (4,413.60±1,772.35) ¥ were significantly lower than that in the CG (6,490.35±3,367.66) ¥ (P=0.01). The patients in the AG had better forced expiratory volume in the first second and peak expiratory flow [(1.50±0.32) L,(252.06±75.27) L/min] compared with the CG [(1.34±0.19) L, (216.94±49.72) L/min] (P=0.03, P=0.03) at discharge.
CONCLUSIONS
The application of OPEP device during the perioperative period was valuable in decreasing PPCs and enhancing recovery for lung cancer patients receiving VATS lobectomy.
Adult
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Aged
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Female
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Forced Expiratory Volume
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Humans
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Lung
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physiopathology
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surgery
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Lung Neoplasms
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physiopathology
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surgery
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Male
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Middle Aged
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Perioperative Period
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Pneumonectomy
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Quality of Life
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Thoracic Surgery, Video-Assisted