CT texture analysis can help differentiate between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer
Background In patients with non-small-cell lung carcinoma NSCLC the lymph node staging in the mediastinum is important due to impact on management and prognosis. Computed tomography texture analysis (CTTA) is a postprocessing technique that can evaluate the heterogeneity of marked regions in images....
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Veröffentlicht in: | Acta radiologica (1987) 2016-06, Vol.57 (6), p.669-676 |
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container_title | Acta radiologica (1987) |
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creator | Andersen, Michael Brun Harders, Stefan Walbom Ganeshan, Balaji Thygesen, Jesper Torp Madsen, Hans Henrik Rasmussen, Finn |
description | Background
In patients with non-small-cell lung carcinoma NSCLC the lymph node staging in the mediastinum is important due to impact on management and prognosis. Computed tomography texture analysis (CTTA) is a postprocessing technique that can evaluate the heterogeneity of marked regions in images.
Purpose
To evaluate if CTTA can differentiate between malignant and benign lymph nodes in a cohort of patients with suspected lung cancer.
Material and Methods
With tissue sampling as reference standard, 46 lymph nodes from 29 patients were analyzed using CTTA. For each lymph node, CTTA was performed using a research software “TexRAD” by drawing a region of interest (ROI) on all available axial contrast-enhanced computed tomography (CT) slices covering the entire volume of the lymph node. Lymph node CTTA comprised image filtration-histogram analysis undertakes two stages: the first step comprised an application of a Laplacian of Gaussian filter to highlight fine to coarse textures within the ROI, followed by a quantification of textures via histogram analysis using mean gray-level intensity from the entire volume of the lymph nodes.
Results
CTTA demonstrated a statistically significant difference between the malignant and the benign lymph nodes (P = 0.001), and by binary logistic regression we obtained a sensitivity of 53% and specificity of 97% in the test population. The area under the receiver operating curve was 83.4% and reproducibility was excellent.
Conclusion
CTTA may be helpful in differentiating between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer, with a low intra-observer variance. |
doi_str_mv | 10.1177/0284185115598808 |
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In patients with non-small-cell lung carcinoma NSCLC the lymph node staging in the mediastinum is important due to impact on management and prognosis. Computed tomography texture analysis (CTTA) is a postprocessing technique that can evaluate the heterogeneity of marked regions in images.
Purpose
To evaluate if CTTA can differentiate between malignant and benign lymph nodes in a cohort of patients with suspected lung cancer.
Material and Methods
With tissue sampling as reference standard, 46 lymph nodes from 29 patients were analyzed using CTTA. For each lymph node, CTTA was performed using a research software “TexRAD” by drawing a region of interest (ROI) on all available axial contrast-enhanced computed tomography (CT) slices covering the entire volume of the lymph node. Lymph node CTTA comprised image filtration-histogram analysis undertakes two stages: the first step comprised an application of a Laplacian of Gaussian filter to highlight fine to coarse textures within the ROI, followed by a quantification of textures via histogram analysis using mean gray-level intensity from the entire volume of the lymph nodes.
Results
CTTA demonstrated a statistically significant difference between the malignant and the benign lymph nodes (P = 0.001), and by binary logistic regression we obtained a sensitivity of 53% and specificity of 97% in the test population. The area under the receiver operating curve was 83.4% and reproducibility was excellent.
Conclusion
CTTA may be helpful in differentiating between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer, with a low intra-observer variance.</description><identifier>ISSN: 0284-1851</identifier><identifier>EISSN: 1600-0455</identifier><identifier>DOI: 10.1177/0284185115598808</identifier><identifier>PMID: 26271125</identifier><language>eng</language><publisher>London, England: SAGE Publications</publisher><subject>Adult ; Cancer ; Carcinoma, Non-Small-Cell Lung - pathology ; Contrast Media ; Denmark ; Diagnosis, Differential ; Female ; Humans ; Iohexol ; Lung Neoplasms - pathology ; Lungs ; Lymph ; Lymphatic Metastasis - diagnostic imaging ; Male ; Mediastinum ; Mediastinum - diagnostic imaging ; Patients ; Prognosis ; Radiographic Image Interpretation, Computer-Assisted - methods ; Reproducibility of Results ; Sensitivity and Specificity ; Surface layer ; Texture ; Tomography, X-Ray Computed ; Triiodobenzoic Acids</subject><ispartof>Acta radiologica (1987), 2016-06, Vol.57 (6), p.669-676</ispartof><rights>The Foundation Acta Radiologica 2015</rights><rights>The Foundation Acta Radiologica 2015.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c478t-c9e8145842694692110e07687426a695284ef908ab1221bdec419ab85d0867923</citedby><cites>FETCH-LOGICAL-c478t-c9e8145842694692110e07687426a695284ef908ab1221bdec419ab85d0867923</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://journals.sagepub.com/doi/pdf/10.1177/0284185115598808$$EPDF$$P50$$Gsage$$H</linktopdf><linktohtml>$$Uhttps://journals.sagepub.com/doi/10.1177/0284185115598808$$EHTML$$P50$$Gsage$$H</linktohtml><link.rule.ids>314,776,780,21798,27901,27902,43597,43598</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26271125$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Andersen, Michael Brun</creatorcontrib><creatorcontrib>Harders, Stefan Walbom</creatorcontrib><creatorcontrib>Ganeshan, Balaji</creatorcontrib><creatorcontrib>Thygesen, Jesper</creatorcontrib><creatorcontrib>Torp Madsen, Hans Henrik</creatorcontrib><creatorcontrib>Rasmussen, Finn</creatorcontrib><title>CT texture analysis can help differentiate between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer</title><title>Acta radiologica (1987)</title><addtitle>Acta Radiol</addtitle><description>Background
In patients with non-small-cell lung carcinoma NSCLC the lymph node staging in the mediastinum is important due to impact on management and prognosis. Computed tomography texture analysis (CTTA) is a postprocessing technique that can evaluate the heterogeneity of marked regions in images.
Purpose
To evaluate if CTTA can differentiate between malignant and benign lymph nodes in a cohort of patients with suspected lung cancer.
Material and Methods
With tissue sampling as reference standard, 46 lymph nodes from 29 patients were analyzed using CTTA. For each lymph node, CTTA was performed using a research software “TexRAD” by drawing a region of interest (ROI) on all available axial contrast-enhanced computed tomography (CT) slices covering the entire volume of the lymph node. Lymph node CTTA comprised image filtration-histogram analysis undertakes two stages: the first step comprised an application of a Laplacian of Gaussian filter to highlight fine to coarse textures within the ROI, followed by a quantification of textures via histogram analysis using mean gray-level intensity from the entire volume of the lymph nodes.
Results
CTTA demonstrated a statistically significant difference between the malignant and the benign lymph nodes (P = 0.001), and by binary logistic regression we obtained a sensitivity of 53% and specificity of 97% in the test population. The area under the receiver operating curve was 83.4% and reproducibility was excellent.
Conclusion
CTTA may be helpful in differentiating between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer, with a low intra-observer variance.</description><subject>Adult</subject><subject>Cancer</subject><subject>Carcinoma, Non-Small-Cell Lung - pathology</subject><subject>Contrast Media</subject><subject>Denmark</subject><subject>Diagnosis, Differential</subject><subject>Female</subject><subject>Humans</subject><subject>Iohexol</subject><subject>Lung Neoplasms - pathology</subject><subject>Lungs</subject><subject>Lymph</subject><subject>Lymphatic Metastasis - diagnostic imaging</subject><subject>Male</subject><subject>Mediastinum</subject><subject>Mediastinum - diagnostic imaging</subject><subject>Patients</subject><subject>Prognosis</subject><subject>Radiographic Image Interpretation, Computer-Assisted - methods</subject><subject>Reproducibility of Results</subject><subject>Sensitivity and Specificity</subject><subject>Surface layer</subject><subject>Texture</subject><subject>Tomography, X-Ray Computed</subject><subject>Triiodobenzoic Acids</subject><issn>0284-1851</issn><issn>1600-0455</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkUtr3DAUhUVpyEwe-66Kltk41dVYlrwsQ14Q6CZZG9m-ntFgy66uTDv_oT86MpN2UShdCZ37nSN0D2OfQNwCaP1FSJODUQBKlcYI84GtoRAiE7lSH9l6GWfLfMUuiA5CgNQKztlKFlIDSLVmv7YvPOLPOAfk1tv-SI54Yz3fYz_x1nUdBvTR2Yi8xvgD0fPB9m7nrY_J0SbVpxvvj8O0535skbjzPO6RD9g6S9H5eVikyUaXoojTTBM2EVvejYH3s98tLzYYrthZZ3vC6_fzkr3e371sH7Pnbw9P26_PWZNrE7OmRAO5MrksyrwoJYBAoQujk2CLUqVfY1cKY2uQEuoWmxxKWxvVClPoUm4u2c0pdwrj9xkpVoOjBvveehxnqsAsW1QaNv9HtTFSbjaySKg4oU0YiQJ21RTcYMOxAlEtdVV_15Usn9_T5zpt64_hdz8JyE4A2R1Wh3EOqSP6d-AbVKyc1w</recordid><startdate>20160601</startdate><enddate>20160601</enddate><creator>Andersen, Michael Brun</creator><creator>Harders, Stefan Walbom</creator><creator>Ganeshan, Balaji</creator><creator>Thygesen, Jesper</creator><creator>Torp Madsen, Hans Henrik</creator><creator>Rasmussen, Finn</creator><general>SAGE Publications</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>7U5</scope><scope>8FD</scope><scope>L7M</scope></search><sort><creationdate>20160601</creationdate><title>CT texture analysis can help differentiate between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer</title><author>Andersen, Michael Brun ; Harders, Stefan Walbom ; Ganeshan, Balaji ; Thygesen, Jesper ; Torp Madsen, Hans Henrik ; Rasmussen, Finn</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c478t-c9e8145842694692110e07687426a695284ef908ab1221bdec419ab85d0867923</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Adult</topic><topic>Cancer</topic><topic>Carcinoma, Non-Small-Cell Lung - pathology</topic><topic>Contrast Media</topic><topic>Denmark</topic><topic>Diagnosis, Differential</topic><topic>Female</topic><topic>Humans</topic><topic>Iohexol</topic><topic>Lung Neoplasms - pathology</topic><topic>Lungs</topic><topic>Lymph</topic><topic>Lymphatic Metastasis - diagnostic imaging</topic><topic>Male</topic><topic>Mediastinum</topic><topic>Mediastinum - diagnostic imaging</topic><topic>Patients</topic><topic>Prognosis</topic><topic>Radiographic Image Interpretation, Computer-Assisted - methods</topic><topic>Reproducibility of Results</topic><topic>Sensitivity and Specificity</topic><topic>Surface layer</topic><topic>Texture</topic><topic>Tomography, X-Ray Computed</topic><topic>Triiodobenzoic Acids</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Andersen, Michael Brun</creatorcontrib><creatorcontrib>Harders, Stefan Walbom</creatorcontrib><creatorcontrib>Ganeshan, Balaji</creatorcontrib><creatorcontrib>Thygesen, Jesper</creatorcontrib><creatorcontrib>Torp Madsen, Hans Henrik</creatorcontrib><creatorcontrib>Rasmussen, Finn</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Acta radiologica (1987)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Andersen, Michael Brun</au><au>Harders, Stefan Walbom</au><au>Ganeshan, Balaji</au><au>Thygesen, Jesper</au><au>Torp Madsen, Hans Henrik</au><au>Rasmussen, Finn</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>CT texture analysis can help differentiate between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer</atitle><jtitle>Acta radiologica (1987)</jtitle><addtitle>Acta Radiol</addtitle><date>2016-06-01</date><risdate>2016</risdate><volume>57</volume><issue>6</issue><spage>669</spage><epage>676</epage><pages>669-676</pages><issn>0284-1851</issn><eissn>1600-0455</eissn><abstract>Background
In patients with non-small-cell lung carcinoma NSCLC the lymph node staging in the mediastinum is important due to impact on management and prognosis. Computed tomography texture analysis (CTTA) is a postprocessing technique that can evaluate the heterogeneity of marked regions in images.
Purpose
To evaluate if CTTA can differentiate between malignant and benign lymph nodes in a cohort of patients with suspected lung cancer.
Material and Methods
With tissue sampling as reference standard, 46 lymph nodes from 29 patients were analyzed using CTTA. For each lymph node, CTTA was performed using a research software “TexRAD” by drawing a region of interest (ROI) on all available axial contrast-enhanced computed tomography (CT) slices covering the entire volume of the lymph node. Lymph node CTTA comprised image filtration-histogram analysis undertakes two stages: the first step comprised an application of a Laplacian of Gaussian filter to highlight fine to coarse textures within the ROI, followed by a quantification of textures via histogram analysis using mean gray-level intensity from the entire volume of the lymph nodes.
Results
CTTA demonstrated a statistically significant difference between the malignant and the benign lymph nodes (P = 0.001), and by binary logistic regression we obtained a sensitivity of 53% and specificity of 97% in the test population. The area under the receiver operating curve was 83.4% and reproducibility was excellent.
Conclusion
CTTA may be helpful in differentiating between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer, with a low intra-observer variance.</abstract><cop>London, England</cop><pub>SAGE Publications</pub><pmid>26271125</pmid><doi>10.1177/0284185115598808</doi><tpages>8</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adult Cancer Carcinoma, Non-Small-Cell Lung - pathology Contrast Media Denmark Diagnosis, Differential Female Humans Iohexol Lung Neoplasms - pathology Lungs Lymph Lymphatic Metastasis - diagnostic imaging Male Mediastinum Mediastinum - diagnostic imaging Patients Prognosis Radiographic Image Interpretation, Computer-Assisted - methods Reproducibility of Results Sensitivity and Specificity Surface layer Texture Tomography, X-Ray Computed Triiodobenzoic Acids |
title | CT texture analysis can help differentiate between malignant and benign lymph nodes in the mediastinum in patients suspected for lung cancer |
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