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Song G, Li P, Wu R, Jia Y, Hong Y, He R, Li J, Zhang R, Li A. Development and validation of a high-resolution T2WI-based radiomic signature for the diagnosis of lymph node status within the mesorectum in rectal cancer. Front Oncol 2022; 12:945559. [PMID: 36185279 PMCID: PMC9523667 DOI: 10.3389/fonc.2022.945559] [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: 05/27/2022] [Accepted: 08/23/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose The aim of this study was to explore the feasibility of a high-resolution T2-weighted imaging (HR-T2WI)-based radiomics prediction model for diagnosing metastatic lymph nodes (LNs) within the mesorectum in rectal cancer. Method A total of 604 LNs (306 metastatic and 298 non-metastatic) from 166 patients were obtained. All patients underwent HR-T2WI examination and total mesorectal excision (TME) surgery. Four kinds of segmentation methods were used to select region of interest (ROI), including method 1 along the border of LNs; method 2 along the expanded border of LNs with an additional 2–3 mm; method 3 covering the border of LNs only; and method 4, a circle region only within LNs. A total of 1,409 features were extracted for each method. Variance threshold method, Select K Best, and Lasso algorithm were used to reduce the dimension. All LNs were divided into training and test sets. Fivefold cross-validation was used to build the logistic model, which was evaluated by the receiver operating characteristic (ROC) with four indicators, including area under the curve (AUC), accuracy (ACC), sensitivity (SE), and specificity (SP). Three radiologists with different working experience in diagnosing rectal diseases assessed LN metastasis respectively. The diagnostic efficiencies with each of four segmentation methods and three radiologists were compared to each other. Results For the test set, the AUCs of four segmentation methods were 0.820, 0.799, 0.764, and 0.741; the ACCs were 0.725, 0.704, 0.709, and 0.670; the SEs were 0.756, 0.634, 0.700, and 0.589; and the SPs were 0.696, 0.772, 0.717, and 0.750, respectively. There was no statistically significant difference in AUC between the four methods (p > 0.05). Method 1 had the highest values of AUC, ACC, and SE. For three radiologists, the overall diagnostic efficiency was moderate. The corresponding AUCs were 0.604, 0.634, and 0.671; the ACCs were 0.601, 0.632, and 0.667; the SEs were 0.366, 0.552, and 0.392; and the SPs were 0.842, 0.715, and 0.950, respectively. Conclusions The proposed HR-T2WI-based radiomic signature exhibited a robust performance on predicting mesorectal LN status and could potentially be used for clinicians in order to determine the status of metastatic LNs in rectal cancer patients.
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Affiliation(s)
- Gesheng Song
- Department of Radiology, The First Affiliated Hospital of Shandong First Medical University, Jinan, China
| | - Panpan Li
- Department of Radiology, Central Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Rui Wu
- Department of Radiology, Shandong University, Jinan, China
| | - Yuping Jia
- Department of Radiology, The First Affiliated Hospital of Shandong First Medical University, Jinan, China
| | - Yu Hong
- Department of Radiology, The First Affiliated Hospital of Shandong First Medical University, Jinan, China
| | - Rong He
- Department of Radiology, The Shandong First Medical University, Jinan, China
| | - Jinye Li
- Department of Radiology, Shandong Provincial ENT Hospital, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Ran Zhang
- Marketing, Medical Technology Co., Ltd., Beijing, China
| | - Aiyin Li
- Department of Radiology, The First Affiliated Hospital of Shandong First Medical University, Jinan, China
- *Correspondence: Aiyin Li,
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Yamada I, Yamauchi S, Uetake H, Yasuno M, Kinugasa Y, Saida Y, Tateishi U, Kobayashi D. Diffusion tensor imaging of rectal carcinoma: Clinical evaluation and its correlation with histopathological findings. Clin Imaging 2020; 67:177-188. [PMID: 32829150 DOI: 10.1016/j.clinimag.2020.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2020] [Revised: 07/12/2020] [Accepted: 08/11/2020] [Indexed: 11/27/2022]
Abstract
OBJECTIVE This study sought to assess the feasibility of diffusion tensor imaging (DTI) to noninvasively evaluate histological grade and lymph node metastasis in patients with rectal carcinoma (RC). METHODS Thirty-seven consecutive patients with histologically confirmed RC were examined by 1.5-T MRI. DTI was performed using a single-shot echo-planar imaging sequence with b values of 0 and 1000 s/mm2 and motion-probing gradients in nine noncollinear directions. Fractional anisotropy (FA), axial diffusivity (AD), mean diffusivity (MD), and radial diffusivity (RD) maps were compared with histopathological findings. RESULTS The FA values (0.357 ± 0.047) of the RCs were significantly lower than those of the normal rectal wall, muscle, prostate, and uterus (P < 0.001 for all), while the AD, MD, and RD values (1.221 ± 0.131, 0.804 ± 0.075, and 0.667 ± 0.057 × 10-3 mm2/s, respectively) were also significantly lower than their respective normal values (P < 0.001 for all). The FA, AD, MD, and RD values for RC additionally showed significant inverse correlations with histological grades (r = -0.781, r = -0.750, r = -0.718, and r = -0.682, respectively; P < 0.001 for all). Further, the FA (0.430 vs. 0.611), AD (1.246 vs. 1.608 × 10-3 mm2/s), MD (0.776 vs. 1.036 × 10-3 mm2/s), and RD (0.651 vs. 0.824 × 10-3 mm2/s) (P < 0.001 for all) of the metastatic and nonmetastatic lymph nodes were significantly different. CONCLUSIONS DTI may be clinically useful for the noninvasive evaluation of histological grade and lymph node metastasis in patients with RC.
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Affiliation(s)
- Ichiro Yamada
- Department of Diagnostic Radiology and Nuclear Medicine, Graduate School, Tokyo Medical and Dental University, Tokyo, Japan.
| | - Shinichi Yamauchi
- Department of Colorectal Surgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Hiroyuki Uetake
- Department of Colorectal Surgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Masamichi Yasuno
- Department of Colorectal Surgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yusuke Kinugasa
- Department of Colorectal Surgery, Tokyo Medical and Dental University, Tokyo, Japan
| | - Yukihisa Saida
- Department of Diagnostic Radiology and Nuclear Medicine, Graduate School, Tokyo Medical and Dental University, Tokyo, Japan
| | - Ukihide Tateishi
- Department of Diagnostic Radiology and Nuclear Medicine, Graduate School, Tokyo Medical and Dental University, Tokyo, Japan
| | - Daisuke Kobayashi
- Department of Human Pathology, Tokyo Medical and Dental University, Tokyo, Japan
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Inoue A, Ohta S, Nitta N, Yoshimura M, Sonoda H, Shimizu T, Tani M, Kushima R, Murata K. Ex vivo MR imaging of colorectal carcinoma before and after formalin fixation: correlation with histopathologic findings. Abdom Radiol (NY) 2018; 43:1524-1530. [PMID: 29492606 DOI: 10.1007/s00261-018-1538-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
PURPOSE We aimed to assess and compare ex vivo MRI of resected colorectal carcinoma before and after formalin fixation. METHODS We enrolled 45 consecutive patients (47 carcinomas) who underwent colorectal carcinoma surgery. Specimens underwent two MR scans at 1.5 T (after resection and 24 h after formalin fixation). Two radiologists evaluated all MR images independently regarding T-staging and the subserosal linear architecture. T-stage accuracy and frequency of linear architecture were calculated. A third radiologist measured vertical tumor distance and contrast-to-noise ratio (CNR) of the mucosa, submucosa, muscularis propria, subserosa, and tumor. RESULTS T-stage accuracy compared to histopathology by the two readers was 91.5% and 87.2% before fixation and 91.5% and 85.1% after fixation, respectively. Linear architecture was observed in 11.1% of T2 tumors and 100% of T3 tumors by both readers. The vertical tumor distance between histopathological and MRI findings was well correlated before and after fixation. The measurement error of the vertical tumor distance between before and after fixation was within 3 mm. CNR of the tumor was significantly lower than those of the submucosa and subserosa before and after fixation (p < 0.05). CNRs of the tumor and muscularis propria were decreased after formalin fixation (p < 0.05). CONCLUSIONS Subserosal linear architecture represented fibrosis with tumoral invasion, suggesting a T3-4 tumor. The submucosa and subserosa showed high intensity and the mucosa and muscularis propria showed low intensity compared with tumor. CNRs of the tumor and muscularis propria were decreased by formalin fixation.
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Affiliation(s)
- Akitoshi Inoue
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan.
| | - Shinichi Ohta
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Norihisa Nitta
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Masahiro Yoshimura
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Hiromichi Sonoda
- Department of Surgery, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Tomoharu Shimizu
- Department of Surgery, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Masaji Tani
- Department of Surgery, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Ryoji Kushima
- Department of Pathology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Kiyoshi Murata
- Department of Radiology, Shiga University of Medical Science, Seta, Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
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Yamada I, Hikishima K, Yoshino N, Sakamoto J, Miyasaka N, Yamauchi S, Uetake H, Yasuno M, Saida Y, Tateishi U, Kobayashi D, Eishi Y. Colorectal carcinoma: Ex vivo evaluation using q-space imaging; Correlation with histopathologic findings. J Magn Reson Imaging 2018; 48:1059-1068. [DOI: 10.1002/jmri.26018] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Accepted: 03/06/2018] [Indexed: 01/13/2023] Open
Affiliation(s)
- Ichiro Yamada
- Department of Diagnostic Radiology and Nuclear Medicine, Graduate School; Tokyo Medical and Dental University; Tokyo Japan
| | - Keigo Hikishima
- Okinawa Institute of Science and Technology Graduate University; Okinawa Japan
| | - Norio Yoshino
- Department of Oral and Maxillofacial Radiology; Tokyo Medical and Dental University; Tokyo Japan
| | - Junichiro Sakamoto
- Department of Oral and Maxillofacial Radiology; Tokyo Medical and Dental University; Tokyo Japan
| | - Naoyuki Miyasaka
- Department of Comprehensive Reproductive Medicine; Tokyo Medical and Dental University; Tokyo Japan
| | - Shinichi Yamauchi
- Department of Colorectal Surgery; Tokyo Medical and Dental University; Tokyo Japan
| | - Hiroyuki Uetake
- Department of Colorectal Surgery; Tokyo Medical and Dental University; Tokyo Japan
| | - Masamichi Yasuno
- Department of Colorectal Surgery; Tokyo Medical and Dental University; Tokyo Japan
| | - Yukihisa Saida
- Department of Diagnostic Radiology and Nuclear Medicine, Graduate School; Tokyo Medical and Dental University; Tokyo Japan
| | - Ukihide Tateishi
- Department of Diagnostic Radiology and Nuclear Medicine, Graduate School; Tokyo Medical and Dental University; Tokyo Japan
| | - Daisuke Kobayashi
- Department of Pathology; Tokyo Medical and Dental University; Tokyo Japan
| | - Yoshinobu Eishi
- Department of Pathology; Tokyo Medical and Dental University; Tokyo Japan
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Yamada I, Yoshino N, Hikishima K, Miyasaka N, Yamauchi S, Uetake H, Yasuno M, Saida Y, Tateishi U, Kobayashi D, Eishi Y. Colorectal carcinoma: Ex vivo evaluation using 3-T high-spatial-resolution quantitative T2 mapping and its correlation with histopathologic findings. Magn Reson Imaging 2017; 38:174-181. [DOI: 10.1016/j.mri.2016.12.028] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2016] [Revised: 12/31/2016] [Accepted: 12/31/2016] [Indexed: 01/13/2023]
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Inoue A, Ohta S, Nitta N, Yoshimura M, Shimizu T, Tani M, Kushima R, Murata K. MRI can be used to assess advanced T-stage colon carcinoma as well as rectal carcinoma. Jpn J Radiol 2016; 34:809-819. [PMID: 27757786 DOI: 10.1007/s11604-016-0591-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2016] [Accepted: 09/29/2016] [Indexed: 02/06/2023]
Abstract
PURPOSE To evaluate the feasibility of assessing advanced T-stage (T3-T4) colorectal carcinomas by correlating MRI with histopathological findings. MATERIALS AND METHODS The study population comprised 31 patients with 32 lesions (22 colon and 10 rectal carcinomas). The relationship between the tumor and bowel layers on T2- and contrast-enhanced T1-weighted images (T2WI, CE-T1WI), bowel wall deformity, and the linear architecture of subserosal fat on T2WI scans was independently assessed by two radiologists. Diagnostic ability and interobserver agreement were evaluated using Fisher's exact test and kappa statistics, respectively. RESULTS The sensitivity/specificity for disrupting the outer layer on T2WI scans for the differentiation between Tis-T2 and T3-T4 colorectal carcinoma was 100/75 % (p < 0.05) for both observers; on CE-T1WI, it was 88.0/50 % (p = 0.13) for one and 96.0/50 % (p = 0.11) for the other. The sensitivity/specificity for recognizing the reticulated linear architecture to distinguish T3 from T4 colon carcinoma was 83.3/84.6 % (p < 0.05) for one reader and 100/92.3 % (p < 0.05) for the other reader. CONCLUSION Disruption of the outer low-intensity layer on T2WI scans was the most important finding for the diagnosis of T3-T4 colorectal carcinoma. The reticulated linear architecture of the fat tissue was suggestive of T4 colon carcinoma.
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Affiliation(s)
- Akitoshi Inoue
- Department of Radiology, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan.
| | - Shinichi Ohta
- Department of Radiology, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Norihisa Nitta
- Department of Radiology, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Masahiro Yoshimura
- Department of Radiology, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Tomoharu Shimizu
- Department of Surgery, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Masaji Tani
- Department of Surgery, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Ryoji Kushima
- Department of Pathology, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
| | - Kiyoshi Murata
- Department of Radiology, Shiga Universitiy of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan
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Amin FG, Nakhla OL, Gomaa MMM, Morad EAE, Milad NM, Ramadan YKAM. Preoperative staging and planning for sphincter sparing surgery in rectal carcinoma using high resolution T2WI following endorectal gel administration. THE EGYPTIAN JOURNAL OF RADIOLOGY AND NUCLEAR MEDICINE 2016. [DOI: 10.1016/j.ejrnm.2016.04.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022] Open
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Paño B, Sebastià C, Ripoll E, Paredes P, Salvador R, Buñesch L, Nicolau C. Pathways of lymphatic spread in gynecologic malignancies. Radiographics 2016; 35:916-45. [PMID: 25969940 DOI: 10.1148/rg.2015140086] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Precise radiologic evaluation of regional adenopathic involvement in pelvic gynecologic tumors is fundamental to clinical practice because of its prognostic and therapeutic significance. Likewise, the identification of metastatic adenopathies at posttreatment imaging is essential for assessing response and detecting recurrence. Similar to urologic neoplasms, gynecologic neoplasms most often spread regionally to the pelvic and retroperitoneal lymph nodes, following the normal drainage pathways of the pelvic organs. Familiarity with routes of dissemination, treatment options, and means of analyzing lymph node characteristics is crucial to determine the extent of disease. Two staging systems can be used in characterizing gynecologic malignancies: the FIGO (International Federation of Gynecology and Obstetrics) system, which is the most commonly and universally used, and the TNM (tumor, node, metastasis) system, which is based on clinical and/or pathologic classification. Anatomic assessment with multidetector computed tomography (CT) and magnetic resonance (MR) imaging is still the most commonly used technique for the detection of lymph node spread, which is mainly based on morphologic criteria, the most important of which is nodal size. However, size has limited diagnostic specificity. Consequently, functional imaging techniques such as diffusion-weighted MR imaging, positron emission tomography combined with CT, lymphoscintigraphy, and sentinel lymph node mapping, which are based on molecular and physiologic activity and allow more precise evaluation, are often incorporated into diagnostic imaging protocols for staging of gynecologic malignancies.
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Affiliation(s)
- Blanca Paño
- From the CDIC, Departments of Radiology (B.P., C.S., E.R., R.S., L.B., C.N.) and Nuclear Medicine (P.P.), Hospital Clínic de Barcelona, Villarroel 170, 08036 Barcelona, Spain
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