Assessment of Mechanical Properties of Tissue in Breast Cancer-Related Lymphedema Using Ultrasound Elastography
Breast cancer-related lymphedema is a consequence of a malfunctioning lymphatic drainage system resulting from surgery or some other form of treatment. In the initial stages, minor and reversible increases in the fluid volume of the arm are evident. As the stages progress over time, the underlying p...
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description | Breast cancer-related lymphedema is a consequence of a malfunctioning lymphatic drainage system resulting from surgery or some other form of treatment. In the initial stages, minor and reversible increases in the fluid volume of the arm are evident. As the stages progress over time, the underlying pathophysiology dramatically changes with an irreversible increase in arm volume most likely due to a chronic local inflammation leading to adipose tissue hypertrophy and fibrosis. Clinicians have subjective ways to stage the degree and severity such as the pitting test which entails manually comparing the elasticity of the affected and unaffected arms. Several imaging modalities can be used but ultrasound appears to be the most preferred because it is affordable, safe, and portable. Unfortunately, ultrasonography is not typically used for staging lymphedema, because the appearance of the affected and unaffected arms is similar in B-mode ultrasound images. However, novel ultrasound techniques have emerged, such as elastography, which may be able to identify changes in mechanical properties of the tissue related to detection and staging of lymphedema. This paper presents a novel technique to compare the mechanical properties of the affected and unaffected arms using quasi-static ultrasound elastography to provide an objective alternative to the current subjective assessment. Elastography is based on time delay estimation (TDE) from ultrasound images to infer displacement and mechanical properties of the tissue. We further introduce a novel method for TDE by incorporating higher order derivatives of the ultrasound data into a cost function and propose a novel optimization approach to efficiently minimize the cost function. This method works reliably with our challenging patient data. We collected radio frequency ultrasound data from both arms of seven patients with stage 2 lymphedema, at six different locations in each arm. The ratio of strain in skin, subcutaneous fat, and skeletal muscle divided by strain in the standoff gel pad was calculated in the unaffected and affected arms. The p -values using a Wilcoxon sign-rank test for the skin, subcutaneous fat, and skeletal muscle were 1.24\times 10^{-5} , 1.77\times 10^{-8} , and |
doi_str_mv | 10.1109/TUFFC.2018.2876056 |
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In the initial stages, minor and reversible increases in the fluid volume of the arm are evident. As the stages progress over time, the underlying pathophysiology dramatically changes with an irreversible increase in arm volume most likely due to a chronic local inflammation leading to adipose tissue hypertrophy and fibrosis. Clinicians have subjective ways to stage the degree and severity such as the pitting test which entails manually comparing the elasticity of the affected and unaffected arms. Several imaging modalities can be used but ultrasound appears to be the most preferred because it is affordable, safe, and portable. Unfortunately, ultrasonography is not typically used for staging lymphedema, because the appearance of the affected and unaffected arms is similar in B-mode ultrasound images. However, novel ultrasound techniques have emerged, such as elastography, which may be able to identify changes in mechanical properties of the tissue related to detection and staging of lymphedema. This paper presents a novel technique to compare the mechanical properties of the affected and unaffected arms using quasi-static ultrasound elastography to provide an objective alternative to the current subjective assessment. Elastography is based on time delay estimation (TDE) from ultrasound images to infer displacement and mechanical properties of the tissue. We further introduce a novel method for TDE by incorporating higher order derivatives of the ultrasound data into a cost function and propose a novel optimization approach to efficiently minimize the cost function. This method works reliably with our challenging patient data. We collected radio frequency ultrasound data from both arms of seven patients with stage 2 lymphedema, at six different locations in each arm. The ratio of strain in skin, subcutaneous fat, and skeletal muscle divided by strain in the standoff gel pad was calculated in the unaffected and affected arms. The <inline-formula> <tex-math notation="LaTeX">p </tex-math></inline-formula>-values using a Wilcoxon sign-rank test for the skin, subcutaneous fat, and skeletal muscle were <inline-formula> <tex-math notation="LaTeX">1.24\times 10^{-5} </tex-math></inline-formula>, <inline-formula> <tex-math notation="LaTeX">1.77\times 10^{-8} </tex-math></inline-formula>, and <inline-formula> <tex-math notation="LaTeX">8.11\times 10^{-7} </tex-math></inline-formula> respectively, showing differences between the unaffected and affected arms with a very high level of significance.]]></description><identifier>ISSN: 0885-3010</identifier><identifier>EISSN: 1525-8955</identifier><identifier>DOI: 10.1109/TUFFC.2018.2876056</identifier><identifier>PMID: 30334756</identifier><identifier>CODEN: ITUCER</identifier><language>eng</language><publisher>United States: IEEE</publisher><subject>Adipose tissue ; Adipose Tissue - diagnostic imaging ; Adipose Tissue - physiology ; Algorithms ; Arm - diagnostic imaging ; Arm - physiopathology ; Biomechanical Phenomena ; Breast cancer ; Breast Cancer Lymphedema - diagnostic imaging ; Breast Cancer Lymphedema - etiology ; Breast Cancer Lymphedema - physiopathology ; Breast Neoplasms - complications ; Cancer ; Cost function ; efficient second-order minimization (ESM) ; Elasticity ; Elasticity Imaging Techniques - methods ; Elastography ; Estimation ; Female ; Fibrosis ; Humans ; Image Interpretation, Computer-Assisted ; Lymphedema ; Mechanical factors ; Mechanical properties ; Medical imaging ; Muscle, Skeletal - diagnostic imaging ; Muscle, Skeletal - physiology ; Muscles ; Musculoskeletal system ; Optimization ; Phantoms, Imaging ; Pitting tests ; quasi-static ultrasound elastography ; Radio frequency ; Rank tests ; Skin ; Subjective assessment ; time delay estimation (TDE) ; Time lag ; Ultrasonic imaging ; Ultrasonic methods ; Ultrasonic testing</subject><ispartof>IEEE transactions on ultrasonics, ferroelectrics, and frequency control, 2019-03, Vol.66 (3), p.541-550</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c417t-41f00eeb6af6a0959bac60e1be4220a4d251f4b094c4da9216816152f62f180d3</citedby><cites>FETCH-LOGICAL-c417t-41f00eeb6af6a0959bac60e1be4220a4d251f4b094c4da9216816152f62f180d3</cites><orcidid>0000-0001-5800-3034 ; 0000-0003-3999-2257</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8491319$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8491319$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/30334756$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Hashemi, Hoda S.</creatorcontrib><creatorcontrib>Fallone, Stefanie</creatorcontrib><creatorcontrib>Boily, Mathieu</creatorcontrib><creatorcontrib>Towers, Anna</creatorcontrib><creatorcontrib>Kilgour, Robert D.</creatorcontrib><creatorcontrib>Rivaz, Hassan</creatorcontrib><title>Assessment of Mechanical Properties of Tissue in Breast Cancer-Related Lymphedema Using Ultrasound Elastography</title><title>IEEE transactions on ultrasonics, ferroelectrics, and frequency control</title><addtitle>T-UFFC</addtitle><addtitle>IEEE Trans Ultrason Ferroelectr Freq Control</addtitle><description><![CDATA[Breast cancer-related lymphedema is a consequence of a malfunctioning lymphatic drainage system resulting from surgery or some other form of treatment. In the initial stages, minor and reversible increases in the fluid volume of the arm are evident. As the stages progress over time, the underlying pathophysiology dramatically changes with an irreversible increase in arm volume most likely due to a chronic local inflammation leading to adipose tissue hypertrophy and fibrosis. Clinicians have subjective ways to stage the degree and severity such as the pitting test which entails manually comparing the elasticity of the affected and unaffected arms. Several imaging modalities can be used but ultrasound appears to be the most preferred because it is affordable, safe, and portable. Unfortunately, ultrasonography is not typically used for staging lymphedema, because the appearance of the affected and unaffected arms is similar in B-mode ultrasound images. However, novel ultrasound techniques have emerged, such as elastography, which may be able to identify changes in mechanical properties of the tissue related to detection and staging of lymphedema. This paper presents a novel technique to compare the mechanical properties of the affected and unaffected arms using quasi-static ultrasound elastography to provide an objective alternative to the current subjective assessment. Elastography is based on time delay estimation (TDE) from ultrasound images to infer displacement and mechanical properties of the tissue. We further introduce a novel method for TDE by incorporating higher order derivatives of the ultrasound data into a cost function and propose a novel optimization approach to efficiently minimize the cost function. This method works reliably with our challenging patient data. We collected radio frequency ultrasound data from both arms of seven patients with stage 2 lymphedema, at six different locations in each arm. The ratio of strain in skin, subcutaneous fat, and skeletal muscle divided by strain in the standoff gel pad was calculated in the unaffected and affected arms. The <inline-formula> <tex-math notation="LaTeX">p </tex-math></inline-formula>-values using a Wilcoxon sign-rank test for the skin, subcutaneous fat, and skeletal muscle were <inline-formula> <tex-math notation="LaTeX">1.24\times 10^{-5} </tex-math></inline-formula>, <inline-formula> <tex-math notation="LaTeX">1.77\times 10^{-8} </tex-math></inline-formula>, and <inline-formula> <tex-math notation="LaTeX">8.11\times 10^{-7} </tex-math></inline-formula> respectively, showing differences between the unaffected and affected arms with a very high level of significance.]]></description><subject>Adipose tissue</subject><subject>Adipose Tissue - diagnostic imaging</subject><subject>Adipose Tissue - physiology</subject><subject>Algorithms</subject><subject>Arm - diagnostic imaging</subject><subject>Arm - physiopathology</subject><subject>Biomechanical Phenomena</subject><subject>Breast cancer</subject><subject>Breast Cancer Lymphedema - diagnostic imaging</subject><subject>Breast Cancer Lymphedema - etiology</subject><subject>Breast Cancer Lymphedema - physiopathology</subject><subject>Breast Neoplasms - complications</subject><subject>Cancer</subject><subject>Cost function</subject><subject>efficient second-order minimization (ESM)</subject><subject>Elasticity</subject><subject>Elasticity Imaging Techniques - methods</subject><subject>Elastography</subject><subject>Estimation</subject><subject>Female</subject><subject>Fibrosis</subject><subject>Humans</subject><subject>Image Interpretation, Computer-Assisted</subject><subject>Lymphedema</subject><subject>Mechanical factors</subject><subject>Mechanical properties</subject><subject>Medical imaging</subject><subject>Muscle, Skeletal - diagnostic imaging</subject><subject>Muscle, Skeletal - physiology</subject><subject>Muscles</subject><subject>Musculoskeletal system</subject><subject>Optimization</subject><subject>Phantoms, Imaging</subject><subject>Pitting tests</subject><subject>quasi-static ultrasound elastography</subject><subject>Radio frequency</subject><subject>Rank tests</subject><subject>Skin</subject><subject>Subjective assessment</subject><subject>time delay estimation (TDE)</subject><subject>Time lag</subject><subject>Ultrasonic imaging</subject><subject>Ultrasonic methods</subject><subject>Ultrasonic testing</subject><issn>0885-3010</issn><issn>1525-8955</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><sourceid>EIF</sourceid><recordid>eNpdkUGP0zAQhS0EYsvCHwAJWeLCJWXGsZ34uFRbQCoCofYcOclkm1USB09y6L8npWUPnObwvvc0M0-ItwhrRHCf9oftdrNWgPla5ZkFY5-JFRplktwZ81ysIM9NkgLCjXjF_AiAWjv1UtykkKY6M3Ylwh0zMfc0TDI08jtVRz-0le_kzxhGilNLfBb2LfNMsh3k50ieJ7nxQ0Ux-UWdn6iWu1M_Hqmm3ssDt8ODPHRT9BzmoZb33WIID9GPx9Nr8aLxHdOb67wVh-39fvM12f348m1zt0sqjdmUaGwAiErrG-vBGVf6ygJhSVop8LpWBhtdgtOVrr1TaHO0y-mNVQ3mUKe34uMld4zh90w8FX3LFXWdHyjMXChUymRZhnpBP_yHPoY5Dst2C-VQGWdSXCh1oaoYmCM1xRjb3sdTgVCc6yj-1lGc6yiudSym99foueypfrL8-_8CvLsALRE9ybl2mKJL_wBPM46z</recordid><startdate>20190301</startdate><enddate>20190301</enddate><creator>Hashemi, Hoda S.</creator><creator>Fallone, Stefanie</creator><creator>Boily, Mathieu</creator><creator>Towers, Anna</creator><creator>Kilgour, Robert D.</creator><creator>Rivaz, Hassan</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><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>7SP</scope><scope>7U5</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>L7M</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-5800-3034</orcidid><orcidid>https://orcid.org/0000-0003-3999-2257</orcidid></search><sort><creationdate>20190301</creationdate><title>Assessment of Mechanical Properties of Tissue in Breast Cancer-Related Lymphedema Using Ultrasound Elastography</title><author>Hashemi, Hoda S. ; Fallone, Stefanie ; Boily, Mathieu ; Towers, Anna ; Kilgour, Robert D. ; Rivaz, Hassan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c417t-41f00eeb6af6a0959bac60e1be4220a4d251f4b094c4da9216816152f62f180d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Adipose tissue</topic><topic>Adipose Tissue - diagnostic imaging</topic><topic>Adipose Tissue - physiology</topic><topic>Algorithms</topic><topic>Arm - diagnostic imaging</topic><topic>Arm - physiopathology</topic><topic>Biomechanical Phenomena</topic><topic>Breast cancer</topic><topic>Breast Cancer Lymphedema - diagnostic imaging</topic><topic>Breast Cancer Lymphedema - etiology</topic><topic>Breast Cancer Lymphedema - physiopathology</topic><topic>Breast Neoplasms - complications</topic><topic>Cancer</topic><topic>Cost function</topic><topic>efficient second-order minimization (ESM)</topic><topic>Elasticity</topic><topic>Elasticity Imaging Techniques - methods</topic><topic>Elastography</topic><topic>Estimation</topic><topic>Female</topic><topic>Fibrosis</topic><topic>Humans</topic><topic>Image Interpretation, Computer-Assisted</topic><topic>Lymphedema</topic><topic>Mechanical factors</topic><topic>Mechanical properties</topic><topic>Medical imaging</topic><topic>Muscle, Skeletal - diagnostic imaging</topic><topic>Muscle, Skeletal - physiology</topic><topic>Muscles</topic><topic>Musculoskeletal system</topic><topic>Optimization</topic><topic>Phantoms, Imaging</topic><topic>Pitting tests</topic><topic>quasi-static ultrasound elastography</topic><topic>Radio frequency</topic><topic>Rank tests</topic><topic>Skin</topic><topic>Subjective assessment</topic><topic>time delay estimation (TDE)</topic><topic>Time lag</topic><topic>Ultrasonic imaging</topic><topic>Ultrasonic methods</topic><topic>Ultrasonic testing</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hashemi, Hoda S.</creatorcontrib><creatorcontrib>Fallone, Stefanie</creatorcontrib><creatorcontrib>Boily, Mathieu</creatorcontrib><creatorcontrib>Towers, Anna</creatorcontrib><creatorcontrib>Kilgour, Robert D.</creatorcontrib><creatorcontrib>Rivaz, Hassan</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>MEDLINE - Academic</collection><jtitle>IEEE transactions on ultrasonics, ferroelectrics, and frequency control</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Hashemi, Hoda S.</au><au>Fallone, Stefanie</au><au>Boily, Mathieu</au><au>Towers, Anna</au><au>Kilgour, Robert D.</au><au>Rivaz, Hassan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Assessment of Mechanical Properties of Tissue in Breast Cancer-Related Lymphedema Using Ultrasound Elastography</atitle><jtitle>IEEE transactions on ultrasonics, ferroelectrics, and frequency control</jtitle><stitle>T-UFFC</stitle><addtitle>IEEE Trans Ultrason Ferroelectr Freq Control</addtitle><date>2019-03-01</date><risdate>2019</risdate><volume>66</volume><issue>3</issue><spage>541</spage><epage>550</epage><pages>541-550</pages><issn>0885-3010</issn><eissn>1525-8955</eissn><coden>ITUCER</coden><abstract><![CDATA[Breast cancer-related lymphedema is a consequence of a malfunctioning lymphatic drainage system resulting from surgery or some other form of treatment. In the initial stages, minor and reversible increases in the fluid volume of the arm are evident. As the stages progress over time, the underlying pathophysiology dramatically changes with an irreversible increase in arm volume most likely due to a chronic local inflammation leading to adipose tissue hypertrophy and fibrosis. Clinicians have subjective ways to stage the degree and severity such as the pitting test which entails manually comparing the elasticity of the affected and unaffected arms. Several imaging modalities can be used but ultrasound appears to be the most preferred because it is affordable, safe, and portable. Unfortunately, ultrasonography is not typically used for staging lymphedema, because the appearance of the affected and unaffected arms is similar in B-mode ultrasound images. However, novel ultrasound techniques have emerged, such as elastography, which may be able to identify changes in mechanical properties of the tissue related to detection and staging of lymphedema. This paper presents a novel technique to compare the mechanical properties of the affected and unaffected arms using quasi-static ultrasound elastography to provide an objective alternative to the current subjective assessment. Elastography is based on time delay estimation (TDE) from ultrasound images to infer displacement and mechanical properties of the tissue. We further introduce a novel method for TDE by incorporating higher order derivatives of the ultrasound data into a cost function and propose a novel optimization approach to efficiently minimize the cost function. This method works reliably with our challenging patient data. We collected radio frequency ultrasound data from both arms of seven patients with stage 2 lymphedema, at six different locations in each arm. The ratio of strain in skin, subcutaneous fat, and skeletal muscle divided by strain in the standoff gel pad was calculated in the unaffected and affected arms. The <inline-formula> <tex-math notation="LaTeX">p </tex-math></inline-formula>-values using a Wilcoxon sign-rank test for the skin, subcutaneous fat, and skeletal muscle were <inline-formula> <tex-math notation="LaTeX">1.24\times 10^{-5} </tex-math></inline-formula>, <inline-formula> <tex-math notation="LaTeX">1.77\times 10^{-8} </tex-math></inline-formula>, and <inline-formula> <tex-math notation="LaTeX">8.11\times 10^{-7} </tex-math></inline-formula> respectively, showing differences between the unaffected and affected arms with a very high level of significance.]]></abstract><cop>United States</cop><pub>IEEE</pub><pmid>30334756</pmid><doi>10.1109/TUFFC.2018.2876056</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0001-5800-3034</orcidid><orcidid>https://orcid.org/0000-0003-3999-2257</orcidid></addata></record> |
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subjects | Adipose tissue Adipose Tissue - diagnostic imaging Adipose Tissue - physiology Algorithms Arm - diagnostic imaging Arm - physiopathology Biomechanical Phenomena Breast cancer Breast Cancer Lymphedema - diagnostic imaging Breast Cancer Lymphedema - etiology Breast Cancer Lymphedema - physiopathology Breast Neoplasms - complications Cancer Cost function efficient second-order minimization (ESM) Elasticity Elasticity Imaging Techniques - methods Elastography Estimation Female Fibrosis Humans Image Interpretation, Computer-Assisted Lymphedema Mechanical factors Mechanical properties Medical imaging Muscle, Skeletal - diagnostic imaging Muscle, Skeletal - physiology Muscles Musculoskeletal system Optimization Phantoms, Imaging Pitting tests quasi-static ultrasound elastography Radio frequency Rank tests Skin Subjective assessment time delay estimation (TDE) Time lag Ultrasonic imaging Ultrasonic methods Ultrasonic testing |
title | Assessment of Mechanical Properties of Tissue in Breast Cancer-Related Lymphedema Using Ultrasound Elastography |
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