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Xue M, Li R, Wang K, Liu W, Liu J, Li Z, Chen G, Zhang H, Tian H. Construction and validation of a predictive model of invasive adenocarcinoma in pure ground-glass nodules less than 2 cm in diameter. BMC Surg 2024; 24:56. [PMID: 38355554 PMCID: PMC10868041 DOI: 10.1186/s12893-024-02341-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 02/01/2024] [Indexed: 02/16/2024] Open
Abstract
OBJECTIVES In this study, we aimed to develop a multiparameter prediction model to improve the diagnostic accuracy of invasive adenocarcinoma in pulmonary pure glass nodules. METHOD We included patients with pulmonary pure glass nodules who underwent lung resection and had a clear pathology between January 2020 and January 2022 at the Qilu Hospital of Shandong University. We collected data on the clinical characteristics of the patients as well as their preoperative biomarker results and computed tomography features. Thereafter, we performed univariate and multivariate logistic regression analyses to identify independent risk factors, which were then used to develop a prediction model and nomogram. We then evaluated the recognition ability of the model via receiver operating characteristic (ROC) curve analysis and assessed its calibration ability using the Hosmer-Lemeshow test and calibration curves. Further, to assess the clinical utility of the nomogram, we performed decision curve analysis. RESULT We included 563 patients, comprising 174 and 389 cases of invasive and non-invasive adenocarcinoma, respectively, and identified seven independent risk factors, namely, maximum tumor diameter, age, serum amyloid level, pleural effusion sign, bronchial sign, tumor location, and lobulation. The area under the ROC curve was 0.839 (95% CI: 0.798-0.879) for the training cohort and 0.782 (95% CI: 0.706-0.858) for the validation cohort, indicating a relatively high predictive accuracy for the nomogram. Calibration curves for the prediction model also showed good calibration for both cohorts, and decision curve analysis showed that the clinical prediction model has clinical utility. CONCLUSION The novel nomogram thus constructed for identifying invasive adenocarcinoma in patients with isolated pulmonary pure glass nodules exhibited excellent discriminatory power, calibration capacity, and clinical utility.
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Affiliation(s)
- Mengchao Xue
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Rongyang Li
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Kun Wang
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Wen Liu
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Junjie Liu
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Zhenyi Li
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Guanqing Chen
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Huiying Zhang
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China
| | - Hui Tian
- Department of Thoracic Surgery, Qilu Hospital of Shandong University, Lixia District, Jinan, Shandong Province, China.
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Xue M, Liu J, Li Z, Lu M, Zhang H, Liu W, Tian H. The role of adenocarcinoma subtypes and immunohistochemistry in predicting lymph node metastasis in early invasive lung adenocarcinoma. BMC Cancer 2024; 24:139. [PMID: 38287300 PMCID: PMC10823663 DOI: 10.1186/s12885-024-11843-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 01/04/2024] [Indexed: 01/31/2024] Open
Abstract
BACKGROUND Identifying lymph node metastasis areas during surgery for early invasive lung adenocarcinoma remains challenging. The aim of this study was to develop a nomogram mathematical model before the end of surgery for predicting lymph node metastasis in patients with early invasive lung adenocarcinoma. METHODS In this study, we included patients with invasive lung adenocarcinoma measuring ≤ 2 cm who underwent pulmonary resection with definite pathology at Qilu Hospital of Shandong University from January 2020 to January 2022. Preoperative biomarker results, clinical features, and computed tomography characteristics were collected. The enrolled patients were randomized into a training cohort and a validation cohort in a 7:3 ratio. The training cohort was used to construct the predictive model, while the validation cohort was used to test the model independently. Univariate and multivariate logistic regression analyses were performed to identify independent risk factors. The prediction model and nomogram were established based on the independent risk factors. Recipient operating characteristic (ROC) curves were used to assess the discrimination ability of the model. Calibration capability was assessed using the Hosmer-Lemeshow test and calibration curves. The clinical utility of the nomogram was assessed using decision curve analysis (DCA). RESULTS The overall incidence of lymph node metastasis was 13.23% (61/461). Six indicators were finally determined to be independently associated with lymph node metastasis. These six indicators were: age (P < 0.001), serum amyloid (SA) (P = 0.008); carcinoma antigen 125 (CA125) (P = 0. 042); mucus composition (P = 0.003); novel aspartic proteinase of the pepsin family A (Napsin A) (P = 0.007); and cytokeratin 5/6 (CK5/6) (P = 0.042). The area under the ROC curve (AUC) was 0.843 (95% CI: 0.779-0.908) in the training cohort and 0.838 (95% CI: 0.748-0.927) in the validation cohort. the P-value of the Hosmer-Lemeshow test was 0.0613 in the training cohort and 0.8628 in the validation cohort. the bias of the training cohort corrected C-index was 0.8444 and the bias-corrected C-index for the validation cohort was 0.8375. demonstrating that the prediction model has good discriminative power and good calibration. CONCLUSIONS The column line graphs created showed excellent discrimination and calibration to predict lymph node status in patients with ≤ 2 cm invasive lung adenocarcinoma. In addition, the predictive model has predictive potential before the end of surgery and can inform clinical decision making.
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Affiliation(s)
- Mengchao Xue
- Department of Thoracic Surgery, Qilu Hospital, Shandong University, Lixia District, Jinan City, Shandong Province, China
| | - Junjie Liu
- Department of Thoracic Surgery, Qilu Hospital, Shandong University, Lixia District, Jinan City, Shandong Province, China
| | - Zhenyi Li
- Department of Thoracic Surgery, Qilu Hospital, Shandong University, Lixia District, Jinan City, Shandong Province, China
| | - Ming Lu
- Department of Thoracic Surgery, Qilu Hospital, Shandong University, Lixia District, Jinan City, Shandong Province, China
| | - Huiying Zhang
- Department of Thoracic Surgery, Qilu Hospital, Shandong University, Lixia District, Jinan City, Shandong Province, China
| | - Wen Liu
- Department of Thoracic Surgery, Qilu Hospital, Shandong University, Lixia District, Jinan City, Shandong Province, China
| | - Hui Tian
- Department of Thoracic Surgery, Qilu Hospital, Shandong University, Lixia District, Jinan City, Shandong Province, China.
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Lack of response to EGFR tyrosine kinase inhibitors in an amylase-producing lung cancer with a preexisting MET amplification. Int Cancer Conf J 2015. [DOI: 10.1007/s13691-015-0208-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022] Open
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Akinosoglou K, Siagris D, Geropoulou E, Kosmopoulou O, Velissaris D, Kyriazopoulou V, Gogos C. Hyperamylasaemia and dual paraneoplastic syndromes in small cell lung cancer. Ann Clin Biochem 2013; 51:101-5. [PMID: 24048720 DOI: 10.1177/0004563213500658] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
We hereby describe the rare case of a 59-year-old patient presenting with marked hyperamylasaemia mimicking acute pancreatitis upon admission. Investigation of co-existent hypokalemia revealed the presence of ectopic adrenocorticotropic hormone secretion, leading to the final diagnosis of small cell lung cancer, exhibiting dual paraneoplastic syndromes including Cushing Syndrome and hyperamylasaemia. Although, paraneoplastic syndromes occur commonly, paraneoplastic hyperamylasaemia especially in the context of dual paraneoplastic syndromes occurring simultaneously, is extremely rare. Such misleading manifestations require a high index of suspicion on behalf of the physician, so that an underlying malignancy is not missed, and a final diagnosis combining all clinical and laboratory findings is reached. In turn, in rare cases common biochemical markers such as amylase can be used as a useful follow up index driving further management.
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Affiliation(s)
- Karolina Akinosoglou
- Division of Internal Medicine, University General Hospital of Patras, Patras, Greece
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Moriyama T. Sialyl salivary-type amylase associated with ovarian cancer. Clin Chim Acta 2008; 391:106-11. [DOI: 10.1016/j.cca.2008.01.025] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2007] [Revised: 01/22/2008] [Accepted: 01/23/2008] [Indexed: 10/22/2022]
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Yanagitani N, Kaira K, Sunaga N, Naito Y, Koike Y, Ishihara S, Ishizuka T, Saito R, Mori M. Serum amylase is a sensitive tumor marker for amylase-producing small cell lung cancer? Int J Clin Oncol 2007; 12:231-3. [PMID: 17566849 DOI: 10.1007/s10147-006-0643-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2006] [Accepted: 11/19/2006] [Indexed: 11/30/2022]
Abstract
A 68-year-old male smoker was diagnosed as having amylase-producing small-cell lung cancer (SCLC). The serum amylase level was elevated, at 1756 IU/l, and the isozyme pattern was salivary type. Serum levels of "the tumor markers" CEA and NSE were 10.0 ng/ml and 22.6 ng/ml, respectively, but the level of pro-GRP was within the normal range. He was treated with combination chemotherapy of carboplatin and irinotecan. After completion of the chemotherapy, the serum amylase level decreased below the cutoff range and a computed tomography (CT) scan of the chest revealed marked reductions of the tumor in the primary site and in the lymph node metastasis. In November 2003, he was noted to have a slightly raised amylase level, of 168 IU/l, and raised levels of tumor markers. At this time, a CT scan, bone scintigraphy, and magnetic resonance imaging (MRI) of the brain demonstrated no recurrence. However, in December, MRI of the brain showed multiple metastases, and the recurrence of SCLC was thus confirmed. For the treatment of disease progression, the same regimen of chemotherapy as that given initially was administered. CT imaging revealed a partial response in the primary site and lymph node metastasis, and the serum amylase level decreased to 91 IU/l. After the completion of the second chemotherapy regimen, he underwent cranial irradiation and further chemotherapy. However, unfortunately, he died owing to deterioration of lung cancer. In this patient, the serum amylase level was found to be a highly sensitive marker of lung cancer.
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Affiliation(s)
- Noriko Yanagitani
- Department of Medicine and Molecular Science, Gunma University Graduate School of Medicine, 3-39-15 Showa-machi, Maebashi, Gunma, 371-8511, Japan.
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Yamazaki S, Ebisawa S, Yasuo M, Urushihata K, Koizumi T, Fujimoto K, Kubo K. Small-cell lung carcinoma produces salivary-type amylase: a case report with review. Intern Med 2007; 46:883-7. [PMID: 17575383 DOI: 10.2169/internalmedicine.46.6205] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
A 53-year-old woman diagnosed with small-cell lung carcinoma (SCLC) was referred to our hospital because of general malaise and inappetence. Serum amylase levels were drastically elevated at 13,920 IU/l, with the salivary type dominating. She suffered multiple liver metastases and presented with disseminated intravascular coagulation (DIC). She succumbed to progressive malaise one month after admission. The amylase level was increased to 18,630 IU/l just before her death. Necropsy of the right supraclavicular lymph node confirmed SCLC with partial necrosis. Immunohistological analysis revealed that the SCLC produced salivary-type amylase. A rare case of salivary-type amylase-producing SCLC with a futile outcome was reported with review of the previous literature.
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Affiliation(s)
- Seiichi Yamazaki
- First Department of Internal Medicine, Shinshu University School of Medicine, Matsumoto.
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Sakai M, Ishikawa S, Yamamoto T, Onizuka M, Sakakibara Y, Noguchi M. A Direct Measurement of Serum Amylase Levels Produced by Lung Cancer. Ann Thorac Surg 2005; 79:1409-11. [PMID: 15797096 DOI: 10.1016/j.athoracsur.2003.10.069] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/16/2003] [Indexed: 11/25/2022]
Abstract
The production of amylase by lung cancer has been previously diagnosed pathologically or immunohistochemically, or it has been confirmed by a decrease in serum levels after resection. It is possible to directly probe the continuous production of amylase by collecting samples from the inflow and outflow vessels of lung cancer. We herein describe an intraoperative measurement in which the amylase level in the pulmonary lobar vein was 3 times greater than that in the superior vena cava which was 6 times greater than the normal range. The venous level of amylase returned to a normal range after resection.
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Affiliation(s)
- Mitsuaki Sakai
- Department of Thoracic Surgery, Tsukuba Gakuen Hospital, Tsukuba City, Ibaraki Prefecture, Japan.
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Benedetti G, Rastelli F, Damiani S, Calandri C, Crinò L. Challenging problems in malignancy: case 1. Presentation of small-cell lung cancer with marked hyperamylasemia. J Clin Oncol 2004; 22:3826-8. [PMID: 15365080 DOI: 10.1200/jco.2004.11.099] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Giovanni Benedetti
- Division of Medical Oncology, Department of Oncology, Bellaria Hospital, Bologna, Italy
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Galus M, Schiffman R, Olkowska D. Massive liver necrosis associated with hyperamylasemia. LIVER 1998; 18:205-7. [PMID: 9716232 DOI: 10.1111/j.1600-0676.1998.tb00151.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
In North America, massive liver necrosis is due mainly to viral infection or exposure to hepatotoxins. We report an unusual case of massive liver necrosis due to diffuse liver infiltration by small cell carcinoma of the lung. The unusual presentation included hyperamylasemia due to ectopic amylase production by the tumor. In this era of liver transplantation it is important to consider malignancy in the differential diagnosis of fulminant or acute liver failure prior to liver transplantation.
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Affiliation(s)
- M Galus
- Pennsylvania Hopital, Philadephia, USA
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Childers EL, Ellis GL, Auclair PL. An immunohistochemical analysis of anti-amylase antibody reactivity in acinic cell adenocarcinoma. ORAL SURGERY, ORAL MEDICINE, ORAL PATHOLOGY, ORAL RADIOLOGY, AND ENDODONTICS 1996; 81:691-4. [PMID: 8784901 DOI: 10.1016/s1079-2104(96)80075-8] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
In many salivary acinic cell adenocarcinomas, well-differentiated serous acinar-type cells may be few and inconspicuous. In these cases it may be difficult to distinguish acinic cell adenocarcinoma from other types of salivary gland neoplasms such as cystadenocarcinoma. The usefulness of antisalivary amylase antibody immunohistochemical staining as a diagnostic aid was assessed on paraffin-embedded tissue sections from 27 typical acinic cell adenocarcinomas. Only 4 of 27 tumors showed reactivity in tumor cells. We conclude that anti-amylase antibody is of limited value in the recognition of acinic cell adenocarcinoma when light morphologic features are insufficient for diagnosis.
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