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Poparić M, Baljak J, Ergelašev I. Perioperative Challenges: Analysis of Surgical Complications in Screening Lung Carcinoma Patient. Cureus 2024; 16:e64700. [PMID: 39156237 PMCID: PMC11329326 DOI: 10.7759/cureus.64700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/16/2024] [Indexed: 08/20/2024] Open
Abstract
Introduction In September 2020, the Institute for Pulmonary Diseases of Vojvodina (IPBV) started a lung cancer screening program using low-dose computed tomography (LDCT). Video-assisted thoracic surgery (VATS) lobectomy is the most effective treatment for early-stage lung cancer. However, the frequency of postoperative complications in VATS anatomical lung resections among patients enrolled in the screening program has not been adequately studied. This study aims to compare the frequency of surgical complications and length of hospital stay between patients enrolled in the screening program and a control group. Methods Retrospective, observational, monocentric, non-randomized study was conducted at the IPBV in Sremska Kamenica. The study included patients with a confirmed diagnosis of lung cancer who underwent anatomic pulmonary resection with mediastinal lymphadenectomy for therapeutic purposes. The patients were divided into two groups: the first group consisted of 34 patients who participated in the lung carcinoma screening program, while the second control group consisted of 102 patients. Over the past three years, all patients identified with nodules suspicious of malignancy during the screening program were sequentially enrolled in the screening group. For the control group, patients were selected based on a matching process to ensure valid statistical comparisons with the screening group. They were matched in a 3:1 ratio with patients from the screening group based on criteria including gender, disease stage, pathohistological type of cancer, tumor, node, and metastasis (TNM) stage of the disease, and degree of surgical resection. Patients were monitored for demographic parameters, smoking status, presence of comorbidities and prior oncological diseases, pulmonary function parameters, level of pre-operational risk, the number of lymph nodes removed by biopsies, spread through alveolar spaces (STAS), and the occurrence of complications after surgery (infection, bleeding, air leak, presence of adhesions), re-drainage, and length of hospital stay. Results The patients in the screening group had a higher incidence of infections, bleeding, prolonged air leak, and required re-drainage after surgery compared to the control group. Patients from the screening program with a high operative risk, prolonged air leak, and pleural adhesions had a statistically significant higher hospital stay longer than the control group. Conclusions This research emphasizes the importance of screening programs for detecting lung cancer in the early stages. However, it also highlights the need for further research to reduce surgical complications and improve therapeutic interventions for patients in the screening program.
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Affiliation(s)
- Miljana Poparić
- Oncology, Faculty of Medicine, University of Novi Sad, Novi Sad, SRB
| | - Jovan Baljak
- Oncology, Faculty of Medicine, University of Novi Sad, Novi Sad, SRB
| | - Ivan Ergelašev
- Clinic for Thoracic Surgery, Institute for Pulmonary Diseases of Vojvodina, Sremska Kamenica, SRB
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Deng T, Song J, Tuo J, Wang Y, Li J, Ping Suen LK, Liang Y, Ma J, Chen S. Incidence and risk factors of pulmonary complications after lung cancer surgery: A systematic review and meta-analysis. Heliyon 2024; 10:e32821. [PMID: 38975138 PMCID: PMC11226845 DOI: 10.1016/j.heliyon.2024.e32821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 05/28/2024] [Accepted: 06/10/2024] [Indexed: 07/09/2024] Open
Abstract
Postoperative pulmonary complications (PPCs) are associated with high mortality rates after lung cancer surgery. Although some studies have discussed the different risk factors for PPCs, the relationship between these factors and their impact on PPCs remains unclear. Hence, this study aimed to systematically summarize the incidence and determine the risk factors for PPCs. We conducted a systematic search of five English and four Chinese databases from their inception to April 1, 2023. A total of 34 articles (8 cohort studies and 26 case-control studies) (n = 31696, 5833 with PPCs) were included in the analysis. The primary outcome was the incidence of PPC. The secondary outcome was the odds ratio (OR) of PPCs based on the identified risk factors calculated by RevMan 5.4. A narrative descriptive summary of the study results was presented when pooling the results or conducting a meta-analysis was not possible. The pooled incidence of PPCs was 18.4 %. This meta-analysis demonstrated that TNM staging (OR 4.29, 95 % CI 2.59-7.13), chronic obstructive pulmonary disease (COPD) (OR 2.47, 95 % CI 1.80-3.40), smoking history (OR 2.37, 95 % CI 1.33-4.21), poor compliance with respiratory rehabilitation (OR 1.64, 95 % CI 1.17-2.30), male sex (OR 1.62, 95 % CI 1.28-2.04), diabetes (OR 1.56, 95 % CI 1.07-2.27), intraoperative bleeding volume (OR 1.44, 95 % CI 1.02-2.04), Eastern Cooperative Oncology Group score (ECOG) > 1 (OR 1.37, 95 % CI 1.04-1.80), history of chemotherapy and/or radiotherapy (OR 1.32, 95 % CI 1.03-1.70), older age (OR 1.18, 95 % CI 1.11-1.24), and duration of surgery (OR 1.07, 95 % CI 1.04-1.10) were significantly associated with a higher risk of PPCs. In contrast, the peak expiratory flow rate (PEF) (OR 0.99, 95 % CI 0.98-0.99) was a protective factor. Clinicians should implement targeted and effective interventions to prevent the occurrence of PPCs.
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Affiliation(s)
- Ting Deng
- Nursing Department, Affiliated Hospital of Zunyi Medical University, Guizhou, China
- School of Nursing, Zunyi Medical University, Guizhou, China
- Department of Thoracic Surgery, Affiliated Hospital of Zunyi Medical University, Guizhou, China
| | - Jiamei Song
- Nursing Department, Affiliated Hospital of Zunyi Medical University, Guizhou, China
- School of Nursing, Zunyi Medical University, Guizhou, China
| | - Jinmei Tuo
- Nursing Department, Affiliated Hospital of Zunyi Medical University, Guizhou, China
| | - Yu Wang
- Nursing Department, Affiliated Hospital of Zunyi Medical University, Guizhou, China
| | - Jin Li
- Department of Thoracic Surgery, Affiliated Hospital of Zunyi Medical University, Guizhou, China
| | | | - Yan Liang
- Nursing Department, Affiliated Hospital of Zunyi Medical University, Guizhou, China
- School of Nursing, Zunyi Medical University, Guizhou, China
| | - Junliang Ma
- Department of Thoracic Surgery, Affiliated Hospital of Zunyi Medical University, Guizhou, China
| | - Shaolin Chen
- Nursing Department, Affiliated Hospital of Zunyi Medical University, Guizhou, China
- School of Nursing, Zunyi Medical University, Guizhou, China
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Wang X, Gu D, Wei J, Pan H, Hou L, Zhang M, Wu X, Wang H. Network evolution of core symptoms after lung cancer thoracoscopic surgery:A dynamic network analysis. Eur J Oncol Nurs 2024; 70:102546. [PMID: 38513455 DOI: 10.1016/j.ejon.2024.102546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 02/22/2024] [Accepted: 03/03/2024] [Indexed: 03/23/2024]
Abstract
OBJECTIVES To investigate relationships between various symptoms occurring 1-2 and 5-6 days following days after thoracoscopic surgery, to identify core symptoms, and to monitor changes in core symptoms over time following lung cancer thoracoscopic surgery. METHODS We evaluated symptoms using the Anderson Symptom Scale (Chinese version) and the Lung Cancer-Specific Symptoms Template in 214 lung cancer patients hospitalized in the Department of Thoracic Surgery of a provincial hospital in Jiangsu Province from March 2023 to September 2023. Data was collected at 1-2 days and 5-6 days postoperatively. Symptom networks were constructed for each time point, and centrality indicators were analyzed to identify core symptoms while controlling for influencing factors. RESULTS According to the network analysis, fatigue (rs = 26.00、rc = 0.05、rb = 1.02) had the highest strength, closeness, and betweenness in the symptom network 1-2 days after lung cancer surgery. At 5-6 days after surgery, shortness of breath (rs = 27.00) emerged as the symptom with the highest strength, fatigue (rc = 0.04) had the highest closeness, and cough (rb = 1.08) ranked highest in betweenness within the symptom network. CONCLUSION Fatigue stands out as the most core symptom in the network 1-2 days after lung cancer surgery. Shortness of breath, fatigue and cough are the most core symptoms in the symptom network 5-6 days after surgery. Therefore, clinical staff can improve the postoperative symptom experience of lung cancer patients by developing symptom management programmes tailored to these core symptoms.
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Affiliation(s)
- Xiaobo Wang
- Wuxi Medical College, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu Province, 214122, China.
| | - Danfeng Gu
- Department of Nursing, Affiliated Hospital of Jiangnan University, 1000 Hefeng Road, Binhu District, Wuxi, Jiangsu Province, 214122, China.
| | - Jinrong Wei
- Department of Nursing, Yangzhou Hospital of Traditional Chinese Medicine, Jiangsu Province, 225000, China.
| | - Haoran Pan
- Wuxi Medical College, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu Province, 214122, China.
| | - Lijia Hou
- Wuxi Medical College, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu Province, 214122, China.
| | - Mingqi Zhang
- Wuxi Medical College, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu Province, 214122, China.
| | - Xinyan Wu
- Wuxi Medical College, Jiangnan University, 1800 Lihu Avenue, Wuxi, Jiangsu Province, 214122, China.
| | - Huihong Wang
- Department of Nursing, Affiliated Hospital of Jiangnan University, 1000 Hefeng Road, Binhu District, Wuxi, Jiangsu Province, 214122, China.
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Zhang M, Cai P. Application on perioperative ERAS concept in elderly lung cancer patients undergoing surgery. Medicine (Baltimore) 2024; 103:e36929. [PMID: 38335409 PMCID: PMC10860964 DOI: 10.1097/md.0000000000036929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Revised: 11/19/2023] [Accepted: 12/20/2023] [Indexed: 02/12/2024] Open
Abstract
Investigating the applying effects of the enhanced recovery after surgery (ERAS) in the perioperative period of elderly lung cancer patients undergoing the surgery. We randomly selected 98 elderly patients with lung cancer who were admitted to our hospital and underwent surgery from January 2022 to September 2023 as study subjects. The control group received conventional care during the perioperative period, and the intervention group received ERAS-guided care measures. The differences in perioperative-related indices, pulmonary function, pain level, inflammatory factors, and postoperative complication rates between these 2 groups were compared. The postoperative extubation time, the activity time since getting out of bad and hospital stay were lower in the observation group than those in the control group (P < .05). At 3 days postoperatively, the FEV1, forced vital capacity and maximum ventilation volume of these 2 groups were lower than those of their same groups before surgery, and those of the observation group were higher than those of the control group (P < .05). At 3 days postoperatively, the numerical rating scale in both groups were lower than those of their same groups at 6 hours postoperatively, and the numerical rating scale of the observation group was lower than that of the control group (P < .05). At 3 days postoperatively, tumor necrosis factor-α, IL-6, and CRP in both groups were higher than those in their same groups before surgery, and those of the observation group was lower than those of the control group (P < .05). The incidence of postoperative complications in the observation group was lower than that in the control group (P < .05). ERAS applied in the perioperative period of elderly lung cancer patients undergoing surgery can shorten the hospital stay, promote the postoperative recovery on pulmonary function, alleviate inflammation, and reduce the risk of postoperative complications.
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Affiliation(s)
- Ming Zhang
- Department of Thoracic Surgery, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu, China
| | - Ping Cai
- Department of Thoracic Surgery, Affiliated Hospital of Jiangnan University, Wuxi, Jiangsu, China
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Jia QC, Niu Y, Qin L, Yuan JR, Liu PP, Liu L, Miao SD, Wang RT, Meng QW. Preoperative small airway dysfunction is associated with skeletal muscle loss in early-stage non-small cell lung cancer. Clin Nutr 2023; 42:1932-1939. [PMID: 37634307 DOI: 10.1016/j.clnu.2023.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 07/10/2023] [Accepted: 08/03/2023] [Indexed: 08/29/2023]
Abstract
BACKGROUND Postoperative skeletal muscle loss (SM loss) was reported to be associated with a poor prognosis in early-stage non-small cell lung cancer (NSCLC). Small airway dysfunction (SAD) is a common but neglected respiratory abnormality. Little information is known about the association between preoperative SAD and postoperative SM loss in early-stage NSCLC. Therefore, this study aimed to investigate the correlation between preoperative SAD and SM loss after surgery in early-stage NSCLC patients. METHODS There were 348 NSCLC patients with stages I-IIIA in this study from January 2017 to December 2020. All CT images were contrast-enhanced scans, and the skeletal muscle index (SMI) was measured using CT images. A 10.0% decrease in SMI over 12 months was determined as the cut-off value to define excessive SM loss. Logistic regression analyses were used to examine the relationship between SAD and SM loss. RESULTS This study included 348 subjects who underwent pulmonary operation (159 males and 189 females; mean age: 57.5 ± 8.8 years). 152 (43.7%) patients were identified as having SAD before surgery, and 179 patients (51.4%) were identified as having SM loss after 1 year. Moreover, a higher incidence of SAD was found in the SM loss group compared with that in the non-SM loss group (52.0% vs. 34.9%, p = 0.001). The patients with SAD were older, had larger tumor size, and had lower albumin levels. Furthermore, there were significant correlations between the lung function parameters manifesting SAD and the percentage change in SMI (for the forced expiratory flow when 75% of forced vital capacity has been exhaled (FEF75%), Pearson r=-0.107, p = 0.046; for FEF50%, r = -0.142, p = 0.008; and for FEF25-75%, r=-0.124, p = 0.021; respectively). However, no significant correlations were found between SMI and the lung function parameters reflecting proximal airway obstruction (p > 0.05). Logistic regression analysis revealed that preoperative SAD (HR, 2.465; 95% CI, 1.256-4.838; p = 0.009) was independent risk factor for postoperative SM loss in early-stage NSCLC. In addition, multivariable analysis revealed that SAD (HR, 1.816; 95% CI, 1.025-3.216, P = 0.041) were associated with postoperative complications. CONCLUSION Preoperative SAD is significantly associated with postoperative complications and SM loss in early NSCLC patients. Our results suggest that preoperative assessment of SAD may be useful for risk stratification of surgical candidates with potential for targeted interventions.
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Affiliation(s)
- Qing-Chun Jia
- Department of Internal Medicine, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China
| | - Ye Niu
- Department of Internal Medicine, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China
| | - Ling Qin
- Department of Pathology, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China
| | - Jia-Rui Yuan
- Department of Internal Medicine, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China
| | - Ping-Ping Liu
- Department of Internal Medicine, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China
| | - Le Liu
- Department of Internal Medicine, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China
| | - Shi-di Miao
- School of Computer Science and Technology, Harbin University of Science and Technology, Harbin, Heilongjiang, 150080, China
| | - Rui-Tao Wang
- Department of Internal Medicine, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China.
| | - Qing-Wei Meng
- Department of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin Medical University, Harbin, Heilongjiang, 150081, China.
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van Holstein Y, van den Berkmortel PJE, Trompet S, van Heemst D, van den Bos F, Roemeling-van Rhijn M, de Glas NA, Beekman M, Slagboom PE, Portielje JEA, Mooijaart SP, van Munster BC. The association of blood biomarkers with treatment response and adverse health outcomes in older patients with solid tumors: A systematic review. J Geriatr Oncol 2023; 14:101567. [PMID: 37453811 DOI: 10.1016/j.jgo.2023.101567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 06/01/2023] [Accepted: 06/22/2023] [Indexed: 07/18/2023]
Abstract
INTRODUCTION Blood biomarkers are potentially useful prognostic markers and may support treatment decisions, but it is unknown if and which biomarkers are most useful in older patients with solid tumors. The aim of this systematic review was to evaluate the evidence on the association of blood biomarkers with treatment response and adverse health outcomes in older patients with solid tumors. MATERIALS AND METHODS A literature search was conducted in five databases in December 2022 to identify studies on blood biomarkers measured before treatment initiation, not tumor specific, and outcomes in patients with solid tumors aged ≥60 years. Studies on any type or line of oncologic treatment could be included. Titles and abstracts were screened by three authors. Data extraction and quality assessment, using the Quality in Prognosis Studies (QUIPS) checklist, were performed by two authors. RESULTS Sixty-three studies were included, with a median sample size of 138 patients (Interquartile range [IQR] 99-244) aged 76 years (IQR 72-78). Most studies were retrospective cohort studies (63%). The risk of bias was moderate in 52% and high in 43%. Less than one-third reported geriatric parameters. Eighty-six percent examined mortality outcomes, 37% therapeutic response, and 37% adverse events. In total, 77 unique markers were studied in patients with a large variety of tumor types and treatment modalities. Neutrophil-to-lymphocyte ratio (20 studies), albumin (19), C-reactive protein (16), hemoglobin (14) and (modified) Glasgow Prognostic Score ((m)GPS) (12) were studied most often. The vast majority showed no significant association of these biomarkers with outcomes, except for associations between low albumin and adverse events and high (m)GPS with mortality. DISCUSSION Most studies did not find a significant association between blood biomarkers and clinical outcomes. The interpretation of current evidence on prognostic blood biomarkers is hampered by small sample sizes and inconsistent results across heterogeneous studies. The choice for blood biomarkers in the majority of included studies seemed driven by availability in clinical practice in retrospective cohort studies. Ageing biomarkers are rarely studied in older patients with solid tumors. Further research is needed in larger and more homogenous cohorts that combine clinical parameters and biomarkers before these can be used in clinical practice.
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Affiliation(s)
- Yara van Holstein
- Department of Internal Medicine, section of Gerontology and Geriatrics, Leiden University Medical Center, the Netherlands.
| | - P Janne E van den Berkmortel
- Department of Internal Medicine, section of Gerontology and Geriatrics, Leiden University Medical Center, the Netherlands
| | - Stella Trompet
- Department of Internal Medicine, section of Gerontology and Geriatrics, Leiden University Medical Center, the Netherlands
| | - Diana van Heemst
- Department of Internal Medicine, section of Gerontology and Geriatrics, Leiden University Medical Center, the Netherlands
| | - Frederiek van den Bos
- Department of Internal Medicine, section of Gerontology and Geriatrics, Leiden University Medical Center, the Netherlands
| | | | - Nienke A de Glas
- Department of Medical Oncology, Leiden University Medical Center, the Netherlands
| | - Marian Beekman
- Department of Biomedical Data Sciences, section of Molecular Epidemiology, Leiden University Medical Center, the Netherlands
| | - P Eline Slagboom
- Department of Biomedical Data Sciences, section of Molecular Epidemiology, Leiden University Medical Center, the Netherlands
| | | | - Simon P Mooijaart
- Department of Internal Medicine, section of Gerontology and Geriatrics, Leiden University Medical Center, the Netherlands
| | - Barbara C van Munster
- Department of Internal Medicine, University Medical Center Groningen, the Netherlands
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Huang Q, Rauniyar R, Yang J, Zhou C, Cai D, Chen-Yoshikawa TF, Yutaka Y, Orlandi R, Geraci TC, Lin J, Hu H, Jiang Z, Zhao G, Ye L. Risk stratification of postoperative pulmonary complications in elderly patients undergoing lung cancer resection: a propensity score-matched study. J Thorac Dis 2023; 15:3908-3918. [PMID: 37559604 PMCID: PMC10407502 DOI: 10.21037/jtd-23-923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 07/19/2023] [Indexed: 08/11/2023]
Abstract
BACKGROUND In China, lung cancer mainly affects the elderly population. Surgery remains the standard treatment for lung cancer in elderly patients, however, postoperative pulmonary complications (PPCs) are major contributors to morbidity and mortality following lung resection. This study aimed to identify perioperative predictors of PPCs among elderly patients undergoing pulmonary resection for lung cancer to provide evidence for better prevention and intervention for PPCs. METHODS A retrospective study was conducted with 456 patients (age >65 years) undergoing pulmonary resection for lung cancer in Yunnan, China from January 2016 to March 2019. Propensity score matching (PSM) was performed to compare preoperative data and clinical characteristics between the PPC and non-PPC groups, followed by binary logistic regression to evaluate predictors of PPCs. RESULTS Pulmonary complications occurred in 142/456 (31.1%) patients age >65 years, with pneumonia being the most common event (21.7%). Both PSM and binary logistic regression analysis identified American Society of Anesthesiologists (ASA) class CONCLUSIONS PPCs following lung cancer resection in elderly patients were associated with a higher ASA classification and open thoracotomy. An adequate and comprehensive evaluation of the operative strategies and enhanced recovery methods should be implemented among elderly patients undergoing lung resection with an ASA class > II or those undergoing an open thoracotomy to help prevent the occurrence of PPCs.
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Affiliation(s)
- Qiubo Huang
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Ritika Rauniyar
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Jiao Yang
- Department of Nursing, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Chen Zhou
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Dezhong Cai
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | | | - Yojiro Yutaka
- Department of Thoracic Surgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Riccardo Orlandi
- Department of Thoracic Surgery, IRCCS San Gerardo Hospital, ASST-Monza, Monza, Italy
| | - Travis C. Geraci
- Division of Thoracic Surgery, Department of Cardiothoracic Surgery, New York University Langone Health, New York, NY, USA
| | - Jules Lin
- Section of Thoracic Surgery, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Huilian Hu
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Ziqi Jiang
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Guangqiang Zhao
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Lianhua Ye
- Department of Thoracic Surgery, The Third Affiliated Hospital of Kunming Medical University, Kunming, China
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Zhai Y, Lin X, Wei Q, Pu Y, Pang Y. Interpretable prediction of cardiopulmonary complications after non-small cell lung cancer surgery based on machine learning and SHapley additive exPlanations. Heliyon 2023; 9:e17772. [PMID: 37483738 PMCID: PMC10359813 DOI: 10.1016/j.heliyon.2023.e17772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Revised: 06/26/2023] [Accepted: 06/27/2023] [Indexed: 07/25/2023] Open
Abstract
Introduction Lung cancer is a prevalent malignancy globally, with approximately 20% of patients developing cardiopulmonary complications after lobectomy. In order to prevent complications, an accurate and personalized method based on machine learning (ML) is required. Methods During the period of 2017-2021, a retrospective analysis was conducted on the medical records of patients who had undergone lobectomy for non-small cell lung cancer (NSCLC). We performed logical regression, decision tree (DT), random forest (RF), gradient boost DT, and eXtreme gradient boosting analyses to establish an ML model. The ten-fold cross-validation was used to evaluate the performance of multiple ML models based on various evaluation metrics, including accuracy, precision, recall, F1 score, and area under the receiver operating (AUC). Additionally, we also calculated the Kappa value of these model. Each model used grid search to optimize hyper-parameters and then used the interpretability method to provide explanations for the model's Decisions. Results The study included 718 eligible patients, among whom the incidence of postoperative cardiopulmonary complications was 20.89%. The RF model showed the best comprehensive performance among all models, and its ten-fold cross-validation accuracy, precision, recall, F1 score, and AUC were (OR and 95% confidence interval [CI]) 0.786 (0.738-0.834), 0.803 (0.735-0.872), 0.738 (0.678-0.797), 0.766 (0.714-0.818), 0.856 (0.815-0.898), respectively. The kappa value of the RF model was 0.696 (0.617-0.768). The SHAP method showed that gender, age, and intraoperative blood loss were closely associated with postoperative cardiopulmonary complications. Conclusion The application of ML methods for predicting postoperative cardiopulmonary complications based on clinical data of patients with NSCLC showed a good performance. The results indicate that ML combined with the SHAP individualized interpretation method has practical clinical value.
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Affiliation(s)
- Yihai Zhai
- Guangxi Medical University Cancer Hospital, Department of Thoracic Surgery, Nanning, 530021, China
| | - Xue Lin
- The Second Affiliated Hospital of Guangxi Medical University, Department of Oncology, Nanning, 530000, China
| | - Qiaolin Wei
- Guangxi Medical University Cancer Hospital, Department of Interventional Therapy, Nanning, 530021, China
| | - Yuanjin Pu
- Guangxi Medical University Cancer Hospital, Department of Thoracic Surgery, Nanning, 530021, China
| | - Yonghui Pang
- Guangxi Medical University Cancer Hospital, Department of Thoracic Surgery, Nanning, 530021, China
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Ehrsam JP, Aigner C. [Surgery of old people-Thoracic surgery]. WIENER KLINISCHES MAGAZIN : BEILAGE ZUR WIENER KLINISCHEN WOCHENSCHRIFT 2023; 26:112-121. [PMID: 37251530 PMCID: PMC10126566 DOI: 10.1007/s00740-023-00497-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Background The incidence of a large number of diseases relevant to thoracic surgery increases with age; however, old age is still frequently considered a contraindication per se for curative interventions and extensive surgical procedures. Objective Overview of the current relevant literature, derivation of recommendations for patient selection as well as preoperative, perioperative and postoperative optimization. Material and methods Analysis of the current study situation. Results Recent data show that for most thoracic diseases, age alone is not a reason to withhold surgical treatment. Much more important for the selection are comorbidities, frailty, malnutrition and cognitive impairment. A lobectomy or segmentectomy for stage I non-small cell lung cancer (NSCLC) in carefully selected octogenarians can provide acceptable to even comparably good short-term and long-term results as in younger patients. Selected > 75-year-old patients with stages II-IIIA NSCLC even benefit from adjuvant chemotherapy. With appropriate selection high-risk interventions, such as pneumonectomy in > 70-year-old patients and pulmonary endarterectomy in > 80-year-old patients can be performed without an increase in mortality rates. Even lung transplantation can lead to good long-term results in carefully selected > 70-year-old patients. Minimally invasive surgical techniques and nonintubated anesthesia contribute to risk reduction in marginal patients. Discussion In thoracic surgery the biological age rather than the chronological age is decisive. In view of the increasingly older population, further studies are urgently needed to optimize patient selection, type of intervention, preoperative planning and postoperative treatment as well as the quality of life.
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Affiliation(s)
- Jonas Peter Ehrsam
- Abteilung Thoraxchirurgie und thorakale Endoskopie, Ruhrlandklinik, Tüschener Weg 40, 45239 Essen, Deutschland
| | - Clemens Aigner
- Abteilung für Thoraxchirurgie, Klinik Floridsdorf, Wien, Österreich
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Ren B, Cheng M, Liu C, Zheng H, Zhang J, Chen W, Song J, Zhuang J, Liu T, Wang R, Wang Z. Perioperative lidocaine and dexmedetomidine intravenous infusion reduce the serum levels of NETs and biomarkers of tumor metastasis in lung cancer patients: A prospective, single-center, double-blinded, randomized clinical trial. Front Oncol 2023; 13:1101449. [PMID: 36910600 PMCID: PMC10003334 DOI: 10.3389/fonc.2023.1101449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 02/14/2023] [Indexed: 03/14/2023] Open
Abstract
Background Neutrophil extracellular traps (NETs) can enhance the metastasis of non-small cell lung cancer (NSCLC). As biomarkers of tumor metastasis, metalloproteinases (MMPs) and vascular endothelial growth factor (VEGF) together with NETs are essential to endothelial-to-mesenchymal transition (EMT). We hypothesized that intravenous infusion of lidocaine and dexmedetomidine could reduce the production of NETs and biomarkers of tumor metastasis after video-assisted thoracic surgery (VATS) in NSCLC patients. Method The trial included 132 NSCLC patients undergoing VATS. The patients were equally randomized to a placebo group (Group C), a lidocaine group (Group L, intravenous lidocaine 8 mg/kg/h for 15 minutes before anesthesia, 2 mg/kg/h during surgery, and 1 mg/kg/h until 24 hours after surgery), a dexmedetomidine group (Group D, intravenous dexmedetomidine 2 μg/kg/h for 15 minutes before anesthesia, 0.5 μg/kg/h during surgery, and 0.25 μg/kg/h until 24 hours after surgery), and a dexmedetomidine plus lidocaine group (Group LD, combination use of lidocaine and dexmedetomidine). The primary outcome was the production of myeloperoxidase (MPO) and citrullinated histone-3 (H3Cit), biomarkers of NETs, on postoperative day (POD) 1. MMP-3, MMP-9, and VEGF-α, as biomarkers of tumor metastasis, were also evaluated on POD 1. Results The baseline patient characteristics and perioperative data did not differ between the study groups. MPO was significantly decreased in Groups L, D, and LD (-197.08 ± 34.01, -137.37 ± 32.41, and -189.45 ± 33.73 U/ml, P<0.001, respectively) compared with Group C (-106.51 ± 25.44 U/ml). H3Cit was also lessened in Groups L, D, and LD (-49.51 ± 9.11, -34.80 ± 10.37, and -51.82 ± 8.98 ng/ml, P<0.001, respectively) compared with Group C (-24.73 ± 7.65 ng/ml). Lidocaine and dexmedetomidine also reduced MMP-3 (-69.08 ± 13.22, -52.84 ± 13.78, -85.34 ± 12.59 vs. -40.55 ± 10.71 ng/ml in Group L, D, LD vs. Group C, P<0.001, respectively), MMP-9 (-8.46 ± 1.68, -6.07 ± 1.82, -9.67 ± 1.43 vs. -4.28 ± 1.29 ng/ml in Group L, D, LD vs. Group C, P<0.001, respectively), and VEGF-α (-95.55 ± 22.53, -71.65 ± 18.77, -104.89 ± 15.49 vs. -51.73 ± 16.27 pg/ml in Group L, D, LD vs. Group C, P<0.001, respectively) on POD 1. Conclusion In NSCLC patients, continuous perioperative intravenous infusion of lidocaine and dexmedetomidine significantly reduced the production of NETs and tumor metastasis biomarkers on POD 1. Meanwhile, it also decreased inflammation, protected cellular immune function, reduced pain and opioid consumption, and improved the quality of postoperative recovery. Clinical trial registration chictr.org.cn, identifier: 187049.
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Affiliation(s)
- Baiqing Ren
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Muqiao Cheng
- Department of Anesthesiology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Chao Liu
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Huiwen Zheng
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Jingyue Zhang
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Wei Chen
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Jie Song
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Jingwen Zhuang
- Department of Anesthesiology, The First People's Hospital of Changde City, Changde, China
| | - Tianya Liu
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Rui Wang
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
| | - Zhiping Wang
- Department of Anesthesiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.,Jiangsu Province Key Laboratory of Anesthesiology, Xuzhou Medical University, Xuzhou, China
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Ehrsam JP, Aigner C. [Surgery of old people-Thoracic surgery]. CHIRURGIE (HEIDELBERG, GERMANY) 2023; 94:17-27. [PMID: 36441200 PMCID: PMC9703435 DOI: 10.1007/s00104-022-01772-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 10/27/2022] [Indexed: 11/29/2022]
Abstract
BACKGROUND The incidence of a large number of diseases relevant to thoracic surgery increases with age; however, old age is still frequently considered a contraindication per se for curative interventions and extensive surgical procedures. OBJECTIVE Overview of the current relevant literature, derivation of recommendations for patient selection as well as preoperative, perioperative and postoperative optimization. MATERIAL AND METHODS Analysis of the current study situation. RESULTS Recent data show that for most thoracic diseases, age alone is not a reason to withhold surgical treatment. Much more important for the selection are comorbidities, frailty, malnutrition and cognitive impairment. A lobectomy or segmentectomy for stage I non-small cell lung cancer (NSCLC) in carefully selected octogenarians can provide acceptable to even comparably good short-term and long-term results as in younger patients. Selected > 75-year-old patients with stages II-IIIA NSCLC even benefit from adjuvant chemotherapy. With appropriate selection high-risk interventions, such as pneumonectomy in > 70-year-old patients and pulmonary endarterectomy in > 80-year-old patients can be performed without an increase in mortality rates. Even lung transplantation can lead to good long-term results in carefully selected > 70-year-old patients. Minimally invasive surgical techniques and nonintubated anesthesia contribute to risk reduction in marginal patients. DISCUSSION In thoracic surgery the biological age rather than the chronological age is decisive. In view of the increasingly older population, further studies are urgently needed to optimize patient selection, type of intervention, preoperative planning and postoperative treatment as well as the quality of life.
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Affiliation(s)
- Jonas Peter Ehrsam
- grid.477805.90000 0004 7470 9004Abteilung Thoraxchirurgie und thorakale Endoskopie, Ruhrlandklinik, Tüschener Weg 40, 45239 Essen, Deutschland
| | - Clemens Aigner
- grid.477805.90000 0004 7470 9004Abteilung Thoraxchirurgie und thorakale Endoskopie, Ruhrlandklinik, Tüschener Weg 40, 45239 Essen, Deutschland
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Huang G, Liu L, Wang L, Li S. Prediction of postoperative cardiopulmonary complications after lung resection in a Chinese population: A machine learning-based study. Front Oncol 2022; 12:1003722. [PMID: 36212485 PMCID: PMC9539671 DOI: 10.3389/fonc.2022.1003722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Accepted: 09/12/2022] [Indexed: 11/30/2022] Open
Abstract
Background Approximately 20% of patients with lung cancer would experience postoperative cardiopulmonary complications after anatomic lung resection. Current prediction models for postoperative complications were not suitable for Chinese patients. This study aimed to develop and validate novel prediction models based on machine learning algorithms in a Chinese population. Methods Patients with lung cancer receiving anatomic lung resection and no neoadjuvant therapies from September 1, 2018 to August 31, 2019 were enrolled. The dataset was split into two cohorts at a 7:3 ratio. The logistic regression, random forest, and extreme gradient boosting were applied to construct models in the derivation cohort with 5-fold cross validation. The validation cohort accessed the model performance. The area under the curves measured the model discrimination, while the Spiegelhalter z test evaluated the model calibration. Results A total of 1085 patients were included, and 760 were assigned to the derivation cohort. 8.4% and 8.0% of patients experienced postoperative cardiopulmonary complications in the two cohorts. All baseline characteristics were balanced. The values of the area under the curve were 0.728, 0.721, and 0.767 for the logistic, random forest and extreme gradient boosting models, respectively. No significant differences existed among them. They all showed good calibration (p > 0.05). The logistic model consisted of male, arrhythmia, cerebrovascular disease, the percentage of predicted postoperative forced expiratory volume in one second, and the ratio of forced expiratory volume in one second to forced vital capacity. The last two variables, the percentage of forced vital capacity and age ranked in the top five important variables for novel machine learning models. A nomogram was plotted for the logistic model. Conclusion Three models were developed and validated for predicting postoperative cardiopulmonary complications among Chinese patients with lung cancer. They all exerted good discrimination and calibration. The percentage of predicted postoperative forced expiratory volume in one second and the ratio of forced expiratory volume in one second to forced vital capacity might be the most important variables. Further validation in different scenarios is still warranted.
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