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Zhu N, Zhang L, Gong S, Luo Z, He L, Wang L, Qiu F, Huang W, Cao C. Derivation and External Validation of a Risk Prediction Model for Pulmonary Embolism in Patients With Lung Cancer: A Large Retrospective Cohort Study. Clin Appl Thromb Hemost 2023; 29:10760296231151696. [PMID: 36683414 PMCID: PMC9893058 DOI: 10.1177/10760296231151696] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023] Open
Abstract
OBJECTIVE To investigate the risk factors of pulmonary embolism in patients with lung cancer and develop and validate a novel nomogram scoring system-based prediction model. METHOD We retrospectively analyzed the clinical data and laboratory characteristics of 900 patients with lung cancer who were treated, including patients with lung cancer without pulmonary embolism (LC) and patients with lung cancer with pulmonary embolism (LC + PE). The patients were randomly divided into derivation and internal validation groups in a 7:3 ratio. Using logistic regression analysis, a diagnostic model of the nomogram scoring system was developed by incorporating selected variables in the derivation group and validated in the internal and external validation groups (n = 108). RESULT Seven variables (adenocarcinoma, stage III-IV LC, indwelling central venous catheter, chemotherapy, and the levels of serum albumin, hemoglobin, and D-dimer) were identified as valuable parameters for developing the novel nomogram diagnostic model for differentiating patients with LC and LC + PE. The scoring system demonstrated good diagnostic performance in the derivation (area under the curve [AUC]; 95% confidence interval [CI], 0.918; 0.893, 0.943; sensitivity, 88.5%; specificity, 80.5%), internal validation (AUC; 95% CI, 0.921; 0.884, 0.958; sensitivity, 90.5%; specificity, 80.4%), and external validation (AUC; 95% CI, 0.929; 0.875, 0.983; sensitivity; 85.0%; specificity; 87.5%) groups. CONCLUSION In this study, we constructed and validated a nomogram scoring system based on 7 clinical parameters. The scoring system exhibits good accuracy and discrimination between patients with LC and LC + PE and can effectively predict the risk of PE in patients with LC.
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Affiliation(s)
- Ning Zhu
- Department of Respiratory and Critical Care Medicine, Ningbo First Hospital, Ningbo, China,Chao Cao, Department of Respiratory Medicine, Ningbo First Hospital, 59 Liuting Road, Ningbo, Zhejiang 315010, China.
| | - Lei Zhang
- Department of Respiratory and Critical Care Medicine, The Affiliated People Hospital of Ningbo University, Ningbo, China
| | - Shengping Gong
- Department of Chemoradio-Oncology, Ningbo First Hospital, Ningbo, China
| | - Zhuanbo Luo
- Department of Respiratory and Critical Care Medicine, Ningbo First Hospital, Ningbo, China
| | - Lei He
- Department of Respiratory and Critical Care Medicine, Ningbo First Hospital, Ningbo, China
| | - Linfeng Wang
- Department of Respiratory and Critical Care Medicine, Ningbo First Hospital, Ningbo, China
| | - Feng Qiu
- Department of Respiratory and Critical Care Medicine, Ningbo First Hospital, Ningbo, China
| | - Weina Huang
- Department of Respiratory and Critical Care Medicine, Ningbo First Hospital, Ningbo, China
| | - Chao Cao
- Department of Respiratory and Critical Care Medicine, Ningbo First Hospital, Ningbo, China
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Chrysikos S, Papaioannou O, Karampitsakos T, Tavernaraki K, Thanou I, Filippousis P, Anyfanti M, Hillas G, Tzouvelekis A, Thanos L, Dimakou K. Diagnostic Accuracy of Multiple D-Dimer Cutoff Thresholds and Other Clinically Applicable Biomarkers for the Detection and Radiographic Evaluation of Pulmonary Embolism. Adv Respir Med 2022; 90:300-309. [PMID: 36004959 PMCID: PMC9717334 DOI: 10.3390/arm90040039] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 07/08/2022] [Accepted: 07/29/2022] [Indexed: 11/16/2022]
Abstract
Background: Diagnostic work-up of pulmonary embolism (PE) remains a challenge. Methods: We retrospectively studied all patients referred for computed tomography pulmonary angiography (CTPA) with suspicion of PE during a 12-month period (2018). The diagnostic accuracy of different D-dimer (Dd) cutoff thresholds for ruling out PE was evaluated. Furthermore, the association of Dd and red cell distribution width (RDW) with embolus location, CTPA findings, and patient outcome was recorded. Results: One thousand seventeen (n = 1017) patients were finally analyzed (mean age: 64.6 years (SD = 11.8), males: 549 (54%)). PE incidence was 18.7%. Central and bilateral embolism was present in 44.7% and 59.5%, respectively. Sensitivity and specificity for conventional and age-adjusted Dd cutoff was 98.2%, 7.9%, and 98.2%, 13.1%, respectively. A cutoff threshold (2.1 mg/L) with the best (64.4%) specificity was identified based on Receiver Operating Characteristics analysis. Moreover, a novel proposed Dd cutoff (0.74 mg/L) emerged with increased specificity (20.5%) and equal sensitivity (97%) compared to 0.5 mg/L, characterized by concurrent reduction (17.2%) in the number of performed CTPAs. Consolidation/atelectasis and unilateral pleural effusion were significantly associated with PE (p < 0.05, respectively). Patients with consolidation/atelectasis or intrapulmonary nodule(s)/mass on CTPA exhibited significantly greater median Dd values compared to patients without the aforementioned findings (2.34, (IQR 1.29−4.22) vs. 1.59, (IQR 0.81−2.96), and 2.39, (IQR 1.45−4.45) vs. 1.66, (IQR 0.84−3.12), p < 0.001, respectively). RDW was significantly greater in patients who died during hospitalization (p = 0.012). Conclusions: Age-adjusted Dd increased diagnostic accuracy of Dd testing without significantly decreasing the need for imaging. The proposed Dd value (0.74 mg/L) showed promise towards reducing considerably the need of CTPA. Multiple radiographic findings have been associated with increased Dd values in our study.
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Affiliation(s)
- Serafeim Chrysikos
- 5th Respiratory Medicine Department, “Sotiria” Chest Diseases Hospital, 11527 Athens, Greece
- Correspondence:
| | - Ourania Papaioannou
- Department of Respiratory Medicine, University Hospital of Patras, 26504 Patras, Greece
| | | | - Kyriaki Tavernaraki
- Department of Medical Imaging and Interventional Radiology, “Sotiria” Chest Diseases Hospital, 11527 Athens, Greece
| | - Ioanna Thanou
- Department of Medical Imaging and Interventional Radiology, “Sotiria” Chest Diseases Hospital, 11527 Athens, Greece
| | - Petros Filippousis
- Department of Medical Imaging and Interventional Radiology, “Sotiria” Chest Diseases Hospital, 11527 Athens, Greece
| | - Maria Anyfanti
- ICU, G Gennimatas, General Hospital, 11527 Athens, Greece
| | - Georgios Hillas
- 5th Respiratory Medicine Department, “Sotiria” Chest Diseases Hospital, 11527 Athens, Greece
| | - Argyrios Tzouvelekis
- Department of Respiratory Medicine, University Hospital of Patras, 26504 Patras, Greece
| | - Loukas Thanos
- Department of Medical Imaging and Interventional Radiology, “Sotiria” Chest Diseases Hospital, 11527 Athens, Greece
| | - Katerina Dimakou
- 5th Respiratory Medicine Department, “Sotiria” Chest Diseases Hospital, 11527 Athens, Greece
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Chlapoutakis S, Georgakopoulou V, Trakas N, Kouvelos G, Papalexis P, Damaskos C, Sklapani P, Grivas A, Gouveris P, Tryfonopoulos D, Tzovaras A, Ardavanis‑Loukeris G, Grouzi E, Spandidos D, Matsagkas M. Characteristics and outcomes of cancer patients who develop pulmonary embolism: A cross‑sectional study. Oncol Lett 2022; 23:168. [PMID: 35496573 PMCID: PMC9019772 DOI: 10.3892/ol.2022.13288] [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: 02/16/2022] [Accepted: 03/17/2022] [Indexed: 11/21/2022] Open
Abstract
Pulmonary embolism (PE), along with deep vein thrombosis, are collectively known as venous thromboembolism (VTE). Predisposing factors for PE include post-operative conditions, pregnancy, cancer and an advanced age; of note, a number of genetic mutations have been found to be associated with an increased risk of PE. The association between cancer and VTE is well-established, and cancer patients present a higher risk of a thrombotic event compared to the general population. In addition, PE is a significant cause of morbidity and mortality among cancer patients. The aim of the present study was to illustrate the clinical characteristics, laboratory findings, radiology features and outcomes of cancer patients who developed PE, collected from an anticancer hospital. For this purpose, adult cancer patients diagnosed with PE by imaging with computed tomography pulmonary angiography were enrolled. The following data were recorded: Demographics, comorbidities, type of cancer, time interval between cancer diagnosis and PE occurrence, the type of therapy received and the presence of metastases, clinical signs and symptoms, predisposing factors for PE development, laboratory data, radiological findings, electrocardiography findings, and the type of therapy received for PE and outcomes in a follow-up period of 6 months. In total, 60 cancer patients were enrolled. The majority of the cancer patients were males. The most common type of cancer observed was lung cancer. The majority of cases of PE occurred within the first year from the time of cancer diagnosis, while the majority of patients had already developed metastases. In addition, the majority of cancer patients had received chemotherapy over the past month, while they were not receiving anticoagulants and had central obstruction. A large proportion of patients had asymptomatic PE. The in-hospital mortality rate was 13.3% and no relapse or mortality were observed during the follow-up period. The present study demonstrates that elevated levels of lactic acid and an increased platelet count, as well as low serum levels of carcinoembryonic antigen, albumin and D-dimer, may be potential biomarkers for asymptomatic PE among cancer patients.
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Affiliation(s)
| | | | - Nikolaos Trakas
- Department of Biochemistry, Sismanogleio Hospital, 15126 Athens, Greece
| | - Georgios Kouvelos
- Department of Vascular Surgery, University Hospital of Larissa, Faculty of Medicine, School of Health Sciences, University of Thessaly, 41334 Larissa, Greece
| | - Petros Papalexis
- Unit of Endocrinology, First Department of Internal Medicine, Laiko General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece
| | - Christos Damaskos
- Renal Transplantation Unit, Laiko General Hospital, Medical School, National and Kapodistrian University of Athens, 11527 Athens, Greece
| | - Pagona Sklapani
- Department of Cytology, Mitera Hospital, 15123 Athens, Greece
| | - Anastasios Grivas
- Second Department of Medical Oncology, Agios Savvas Hospital, 11522 Athens, Greece
| | - Panagiotis Gouveris
- Second Department of Medical Oncology, Agios Savvas Hospital, 11522 Athens, Greece
| | | | - Alexandros Tzovaras
- First Department of Medical Oncology, Agios Savvas Hospital, 11522 Athens, Greece
| | | | - Elissavet Grouzi
- Department of Transfusion Service and Clinical Hemostasis, Agios Savvas Hospital, 11522 Athens, Greece
| | - Demetrios Spandidos
- Laboratory of Clinical Virology, Medical School, University of Crete, 71003 Heraklion, Greece
| | - Miltiadis Matsagkas
- Department of Vascular Surgery, University Hospital of Larissa, Faculty of Medicine, School of Health Sciences, University of Thessaly, 41334 Larissa, Greece
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Fu Z, Zhuang X, He Y, Huang H, Guo W. The diagnostic value of D-dimer with simplified Geneva score (SGS) pre-test in the diagnosis of pulmonary embolism (PE). J Cardiothorac Surg 2020; 15:176. [PMID: 32690039 PMCID: PMC7372827 DOI: 10.1186/s13019-020-01222-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Accepted: 07/13/2020] [Indexed: 11/16/2022] Open
Abstract
Background Pulmonary embolism (PE) is the third most common cardiovascular syndrome with an average annual incidence rate of 77 per 100,000 population in the worldwide. The diagnose algorithms for suspected PE are generally include clinical scoring assessment and plasma D-dimer evaluation, patients with high risk of PE require computed tomographic pulmonary angiogram (CTPA) detection for confirmation. Methods In this retrospective analysis, 1035 patients with suspected PE were recruited. All the patients were clinically received simplified Geneva score (SGS) pre-test, determination of plasma D-dimer level, and CTPA detection. All enrolled patients were grouped according to the CTPA results: PE patients and non-PE patients. Then, receiver operating characteristic (ROC) curve were constructed to determine the optimal D-dimer cutoff point value which is based on Yonden’s index (YI). Results 294 (28.4%) patients were confirmed with PE and 741(71.6%) individuals were regarded as non-PE cases by CTPA detection. Using the SGS pre-test, 829 (80.1%) patients were classified PE-unlikely (SGS ≤ 2) and 206 (19.9%) patients were PE-likely (SGS ≥ 3). Patients with D-dimer levels above 1.96 mg/L had a significant risk to suffer from PE (area under curve (AUC), 0.707; 95% CI, 0.678–0.735; p < 0.05). Meanwhile, in patients with SGS ≥ 3, the D-dimer cutoff point value moved to 2.2 mg/L (AUC, 0.644; 95% CI, 0.574–0.709; p < 0.05). Conclusion D-dimer test in combination with SGS pre-test could improve the accuracy of PE diagnosis. Patients with D-dimer levels over 1.96 mg/L (4 times of the normal level) have a significant risk for PE. In patients with SGS ≥ 3, the D-dimer cutoff point concentration for PE risk moves to the levels of 2.2 mg/L.
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Affiliation(s)
- Zhihui Fu
- Department of Respiratory, Quanzhou First Hospital Affiliated to Fujian Medical University, No. 248-252 Dongjie Street, Quanzhou, 362000, Fujian Province, China.
| | - Xibin Zhuang
- Department of Respiratory, Quanzhou First Hospital Affiliated to Fujian Medical University, No. 248-252 Dongjie Street, Quanzhou, 362000, Fujian Province, China
| | - Yueming He
- Department of Respiratory, Quanzhou First Hospital Affiliated to Fujian Medical University, No. 248-252 Dongjie Street, Quanzhou, 362000, Fujian Province, China
| | - Hong Huang
- Department of Respiratory, Quanzhou First Hospital Affiliated to Fujian Medical University, No. 248-252 Dongjie Street, Quanzhou, 362000, Fujian Province, China
| | - Weifeng Guo
- Department of Respiratory, Quanzhou First Hospital Affiliated to Fujian Medical University, No. 248-252 Dongjie Street, Quanzhou, 362000, Fujian Province, China
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