Radiomic Analysis using Density Threshold for FDG-PET/CT-Based N-Staging in Lung Cancer Patients

被引:34
作者
Flechsig, Paul [1 ,2 ,3 ]
Frank, Philipp [1 ]
Kratochwil, Clemens [1 ]
Antoch, Gerald [4 ]
Rath, Daniel [1 ]
Moltz, Jan [5 ]
Rieser, Michael [6 ]
Warth, Arne [3 ,7 ]
Kauczor, Hans-Ulrich [2 ,3 ]
Schwartz, Lawrence H. [8 ]
Haberkorn, Uwe [1 ,9 ]
Giesel, Frederik L. [1 ,9 ]
机构
[1] Univ Heidelberg Hosp, Dept Nucl Med, INF 400, D-69120 Heidelberg, Germany
[2] Univ Heidelberg Hosp, Dept Diagnost & Intervent Radiol, Heidelberg, Germany
[3] German Ctr Lung Res DZL, Translat Lung Res Ctr Heidelberg, Heidelberg, Germany
[4] Univ Dusseldorf, Dept Diagnost & Intervent Radiol, D-40225 Dusseldorf, Germany
[5] Fraunhofer MEVIS, Inst Med Imaging Comp, Bremen, Germany
[6] Klinikum Klagenfurt, Dept Nucl Med & Endocrinol, Klagenfurt, Austria
[7] Univ Heidelberg Hosp, Inst Pathol, Heidelberg, Germany
[8] Columbia Univ, Med Ctr, Dept Radiol, New York, NY USA
[9] DKFZ, Dept Nucl Med, Clin Cooperat Unit, Heidelberg, Germany
关键词
Lung cancer; Staging; FDG/PET-CT; Radiomics; POSITRON-EMISSION-TOMOGRAPHY; LYMPH-NODE METASTASES; COMPUTED-TOMOGRAPHY; SOLID TUMORS; CT; METAANALYSIS; PREDICTION;
D O I
10.1007/s11307-016-0996-z
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Mediastinal nodal (N)-staging done by integrated 2-deoxy-2-[F-18]fluoro-d-glucose ([F-18]FDG) positron emission tomography/x-ray computed tomography (PET/CT) in lung cancer patients is not always accurate. In order to reduce the need for invasive staging procedures, additional surrogate parameters for the detection of malignant lymph node infiltration would be helpful. The purpose of this study was to evaluate if radiomic semi-automated density profiling in mediastinal lymph nodes can improve preclinical N-staging, irrespective of the specific lung cancer entity. This retrospective study was approved by the institutional review board. Two hundred forty-eight histologically proven lymph nodes in 122 lung cancer patients were investigated. In malignantly infiltrated lymph nodes, the specific lung cancer entity was histologically classified; benign lymph nodes were histologically classified as benign. Non-contrast enhanced [F-18]FDG-PET/CT was performed before surgery/biopsy. Lymph node analyses were performed on the basis of FDG uptake and volumetric CT histogram analysis for metric lymph node sampling. Of the 248 lymph nodes, 118 were benign, 130 malignant. Malignant lymph nodes had a significantly higher median CT density (32.4 Hounsfield units (HU) (min 5.4/max 77.5 HU)) compared to benign lymph nodes (9.3 HU (min -49.5/max 60.4 HU, p < 0.05), irrespective of the histological subtype. The discrimination between different malignant tumour subtypes by means of volumetric density analysis failed. Irrespective of the malignant subtype, a possible cutoff value of 20 HU may help differentiate between benign and malignant lymph nodes. Density measurements in unclear mediastinal and hilar lymph nodes with equivocal FDG uptake in PET might serve as a possible surrogate parameter for N-staging in lung cancer patients, irrespective of the specific lung cancer subtype. This could also help to find possible high yield targets in cases where invasive lymph node staging is necessary.
引用
收藏
页码:315 / 322
页数:8
相关论文
共 28 条
[1]   Prediction of lymph node metastases in NSCLC Three dimensional anatomical parameters do not substitute FDG-PET-CT [J].
Beyer, F. ;
Buerke, B. ;
Gerss, J. ;
Scheffe, K. ;
Puesken, M. ;
Weckesser, M. ;
Schober, O. ;
Heindel, W. ;
Wessling, J. .
NUKLEARMEDIZIN-NUCLEAR MEDICINE, 2010, 49 (01) :41-48
[2]   Meta-analysis of positron emission tomographic and computed tomographic imaging in detecting mediastinal lymph node metastases in nonsmall cell lung cancer [J].
Birim, Ö ;
Kappetein, AP ;
Stijnen, T ;
Bogers, AJJC .
ANNALS OF THORACIC SURGERY, 2005, 79 (01) :375-382
[3]  
Brown RS, 1999, J NUCL MED, V40, P556
[4]   The maximum standardized uptake values on positron emission tomography of a non-small cell lung cancer predict stage, recurrence, and survival [J].
Cerfolio, RJ ;
Bryant, AS ;
Ohja, B ;
Bartolucci, AA .
JOURNAL OF THORACIC AND CARDIOVASCULAR SURGERY, 2005, 130 (01) :151-159
[5]   Role of FDG PET scans in staging, response assessment and follow-up care for non-small cell lung cancer [J].
Cuaron, John ;
Dunphy, Mark ;
Rimner, Andreas .
FRONTIERS IN ONCOLOGY, 2013, 2
[6]   New response evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1) [J].
Eisenhauer, E. A. ;
Therasse, P. ;
Bogaerts, J. ;
Schwartz, L. H. ;
Sargent, D. ;
Ford, R. ;
Dancey, J. ;
Arbuck, S. ;
Gwyther, S. ;
Mooney, M. ;
Rubinstein, L. ;
Shankar, L. ;
Dodd, L. ;
Kaplan, R. ;
Lacombe, D. ;
Verweij, J. .
EUROPEAN JOURNAL OF CANCER, 2009, 45 (02) :228-247
[7]   Semi-automated volumetric analysis of lymph node metastases during follow-up-initial results [J].
Fabel, Michael ;
Bolte, H. ;
von Tengg-Kobligk, H. ;
Bornemann, L. ;
Dicken, V. ;
Delorme, S. ;
Kauczor, H. -U. ;
Heller, M. ;
Biederer, J. .
EUROPEAN RADIOLOGY, 2011, 21 (04) :683-692
[8]   Increased x-ray attenuation in malignant vs. benign mediastinal nodes in an orthotopic model of lung cancer [J].
Flechsig, Paul ;
Choyke, Peter ;
Kratochwil, Clemens ;
Warth, Arne ;
Antoch, Gerald ;
Holland-Letz, Tim ;
Rath, Daniel ;
Eichwald, Viktoria ;
Huber, Peter E. ;
Kauczor, Hans-Ulrich ;
Haberkorn, Uwe ;
Giesel, Frederik L. .
DIAGNOSTIC AND INTERVENTIONAL RADIOLOGY, 2016, 22 (01) :35-39
[9]   Quantitative Volumetric CT-Histogram Analysis in N-Staging of 18F-FDG-Equivocal Patients with Lung Cancer [J].
Flechsig, Paul ;
Kratochwil, Clemens ;
Schwartz, Lawrence H. ;
Rath, Daniel ;
Moltz, Jan ;
Antoch, Gerald ;
Heussel, Claus-Peter ;
Rieser, Michael ;
Warth, Arne ;
Zabeck, Heike ;
Kauczor, Hans-Ulrich ;
Haberkorn, Uwe ;
Giesel, Frederik L. .
JOURNAL OF NUCLEAR MEDICINE, 2014, 55 (04) :559-564
[10]   LY2109761 Attenuates Radiation-Induced Pulmonary Murine Fibrosis via Reversal of TGF-β and BMP-Associated Proinflammatory and Proangiogenic Signals [J].
Flechsig, Paul ;
Dadrich, Monika ;
Bickelhaupt, Sebastian ;
Jenne, Juergen ;
Hauser, Kai ;
Timke, Carmen ;
Peschke, Peter ;
Hahn, Eric W. ;
Groene, Hermann-Josef ;
Yingling, Jonathan ;
Lahn, Michael ;
Wirkner, Ute ;
Huber, Peter E. .
CLINICAL CANCER RESEARCH, 2012, 18 (13) :3616-3627