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16-05-2024 | Cervical Cancer | Pelvis

Intravoxel incoherent motion diffusion-weighted imaging and dynamic contrast-enhanced MRI for predicting parametrial invasion in cervical cancer

Authors: Xin-xiang Li, Bing Liu, Ying Cui, Yu-fei Zhao, Yang Jiang, Xin-gui Peng

Published in: Abdominal Radiology | Issue 9/2024

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Abstract

Purpose

This study aimed to assess the predictive efficacy of intravoxel incoherent motion diffusion-weighted imaging (IVIM-DWI) and dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) in parametrial invasion (PMI) in cervical cancer patients.

Methods

A total of 83 cervical cancer patients (32 PMI-positive and 51 PMI-negative) retrospectively underwent pretreatment IVIM-DWI and DCE-MRI scans. IVIM-DWI parameters included apparent diffusion coefficient (ADC), slow apparent diffusion coefficient (D), fast apparent diffusion coefficient (D*), and perfusion fraction (f). DCE-MRI parameters included volume transfer constant (Ktrans), flux rate constant (Kep), and fractional extravascular extracellular space volume (Ve). Logistic regression analyses were conducted to identify independent variables associated with PMI. Receiver operating characteristic curves were generated to assess the predictive performance of significant parameters.

Results

Multivariable analysis revealed that the MRI parameters D (odds ratio [OR]: 7.05; 95% CI 1.78–27.88; P = 0.005), D* (OR 6.58; 95% CI 1.49–29.10; P = 0.01), f (OR 5.12; 95% CI 1.23–21.37; P = 0.03), Ktrans (OR 4.60; 95% CI 1.19–17.81; P = 0.03), and Kep (OR 4.90; 95% CI 1.25–19.18; P = 0.02) were independent predictors of PMI in cervical cancer patients. The combined parameter incorporating these parameters demonstrated the highest performance in predicting PMI, yielding an area under the curve of 0.906, sensitivity of 84.4%, and specificity of 86.3%.

Conclusion

The proposed combined parameter exhibited favorable performance in identifying PMI in cervical cancer patients.

Graphical abstract

Literature
1.
go back to reference Perkins RB, Wentzensen N, Guido RS, Schiffman M. Cervical cancer screening: A review. JAMA 2023;330:547.PubMedCrossRef Perkins RB, Wentzensen N, Guido RS, Schiffman M. Cervical cancer screening: A review. JAMA 2023;330:547.PubMedCrossRef
2.
go back to reference Bhatla N, Aoki D, Sharma DN, Sankaranarayanan R. Cancer of the cervix uteri. International Journal of Gynecology & Obstetrics 2018;143:22-36.CrossRef Bhatla N, Aoki D, Sharma DN, Sankaranarayanan R. Cancer of the cervix uteri. International Journal of Gynecology & Obstetrics 2018;143:22-36.CrossRef
4.
go back to reference Nakamura K, Joja I, Nagasaka T, Fukushima C, Kusumoto T, Seki N, et al. The mean apparent diffusion coefficient value (ADCmean) on primary cervical cancer is a predictive marker for disease recurrence. Gynecologic Oncology 2012;127:478-483.PubMedCrossRef Nakamura K, Joja I, Nagasaka T, Fukushima C, Kusumoto T, Seki N, et al. The mean apparent diffusion coefficient value (ADCmean) on primary cervical cancer is a predictive marker for disease recurrence. Gynecologic Oncology 2012;127:478-483.PubMedCrossRef
5.
go back to reference Russo L, Pasciuto T, Lupinelli M, Urbano A, D’Erme L, Amerighi A, et al. The value of MRI in quantification of parametrial invasion and association with prognosis in locally advanced cervical cancer: the “PLACE” study. European Radiology 2023.PubMedCrossRef Russo L, Pasciuto T, Lupinelli M, Urbano A, D’Erme L, Amerighi A, et al. The value of MRI in quantification of parametrial invasion and association with prognosis in locally advanced cervical cancer: the “PLACE” study. European Radiology 2023.PubMedCrossRef
6.
go back to reference Lin M, Yu X, Chen Y, Ouyang H, Wu B, Zheng D, et al. Contribution of mono-exponential, bi-exponential and stretched exponential model-based diffusion-weighted MR imaging in the diagnosis and differentiation of uterine cervical carcinoma. European Radiology 2016;27:2400-2410.PubMedCrossRef Lin M, Yu X, Chen Y, Ouyang H, Wu B, Zheng D, et al. Contribution of mono-exponential, bi-exponential and stretched exponential model-based diffusion-weighted MR imaging in the diagnosis and differentiation of uterine cervical carcinoma. European Radiology 2016;27:2400-2410.PubMedCrossRef
7.
go back to reference Wang W, Fan X, Yang J, Wang X, Gu Y, Chen M, et al. Preliminary MRI study of extracellular volume fraction for identification of lymphovascular space invasion of cervical cancer. Journal of Magnetic Resonance Imaging 2022;57:587-597.PubMedCrossRef Wang W, Fan X, Yang J, Wang X, Gu Y, Chen M, et al. Preliminary MRI study of extracellular volume fraction for identification of lymphovascular space invasion of cervical cancer. Journal of Magnetic Resonance Imaging 2022;57:587-597.PubMedCrossRef
8.
go back to reference Kim B, Lee SS, Sung YS, Cheong H, Byun JH, Kim HJ, et al. Intravoxel incoherent motion diffusion-weighted imaging of the pancreas: Characterization of benign and malignant pancreatic pathologies. Journal of Magnetic Resonance Imaging 2017;45:260-269.PubMedCrossRef Kim B, Lee SS, Sung YS, Cheong H, Byun JH, Kim HJ, et al. Intravoxel incoherent motion diffusion-weighted imaging of the pancreas: Characterization of benign and malignant pancreatic pathologies. Journal of Magnetic Resonance Imaging 2017;45:260-269.PubMedCrossRef
9.
go back to reference Perucho JAU, Wang M, Vardhanabhuti V, Tse KY, Chan KKL, Lee EYP. Association between IVIM parameters and treatment response in locally advanced squamous cell cervical cancer treated by chemoradiotherapy. European Radiology 2021;31:7845-7854.PubMedCrossRef Perucho JAU, Wang M, Vardhanabhuti V, Tse KY, Chan KKL, Lee EYP. Association between IVIM parameters and treatment response in locally advanced squamous cell cervical cancer treated by chemoradiotherapy. European Radiology 2021;31:7845-7854.PubMedCrossRef
10.
go back to reference Lin T-T, Li X-X, Lv W-F, Dong J-N, Wei C, Wang T-T, et al. Diagnostic value of combined intravoxel incoherent motion diffusion-weighted magnetic resonance imaging with diffusion tensor imaging in predicting parametrial infiltration in cervical cancer. Contrast Media & Molecular Imaging 2021;2021:1-7.CrossRef Lin T-T, Li X-X, Lv W-F, Dong J-N, Wei C, Wang T-T, et al. Diagnostic value of combined intravoxel incoherent motion diffusion-weighted magnetic resonance imaging with diffusion tensor imaging in predicting parametrial infiltration in cervical cancer. Contrast Media & Molecular Imaging 2021;2021:1-7.CrossRef
11.
go back to reference Guljaš S, Dupan Krivdić Z, Drežnjak Madunić M, Šambić Penc M, Pavlović O, Krajina V, et al. Dynamic contrast-enhanced study in the mpMRI of the prostate—Unnecessary or underutilised? A narrative review. Diagnostics 2023;13:3488.PubMed Guljaš S, Dupan Krivdić Z, Drežnjak Madunić M, Šambić Penc M, Pavlović O, Krajina V, et al. Dynamic contrast-enhanced study in the mpMRI of the prostate—Unnecessary or underutilised? A narrative review. Diagnostics 2023;13:3488.PubMed
12.
go back to reference Li X, Huang W, Holmes JH. Dynamic contrast-enhanced (DCE) MRI. Magnetic Resonance Imaging Clinics of North America 2024;32:47-61.PubMedCrossRef Li X, Huang W, Holmes JH. Dynamic contrast-enhanced (DCE) MRI. Magnetic Resonance Imaging Clinics of North America 2024;32:47-61.PubMedCrossRef
13.
go back to reference Song J, Hu Q, Ma Z, Zhang J, Chen T. Value of diffusion-weighted and dynamic contrast-enhanced MR in predicting parametrial invasion in cervical stromal ring focally disrupted stage IB–IIA cervical cancers. Abdominal Radiology 2019;44:3166-3174.PubMedCrossRef Song J, Hu Q, Ma Z, Zhang J, Chen T. Value of diffusion-weighted and dynamic contrast-enhanced MR in predicting parametrial invasion in cervical stromal ring focally disrupted stage IB–IIA cervical cancers. Abdominal Radiology 2019;44:3166-3174.PubMedCrossRef
14.
go back to reference Zhang Q, Guo J, Ouyang H, Chen S, Zhao X, Yu X. Added-value of dynamic contrast-enhanced MRI on prediction of tumor recurrence in locally advanced cervical cancer treated with chemoradiotherapy. European Radiology 2022;32:2529-2539.PubMedCrossRef Zhang Q, Guo J, Ouyang H, Chen S, Zhao X, Yu X. Added-value of dynamic contrast-enhanced MRI on prediction of tumor recurrence in locally advanced cervical cancer treated with chemoradiotherapy. European Radiology 2022;32:2529-2539.PubMedCrossRef
15.
go back to reference Li X-x, Lin T-t, Liu B, Wei W. Diagnosis of cervical cancer with parametrial invasion on whole-tumor dynamic contrast-enhanced magnetic resonance imaging combined with whole-lesion texture analysis based on T2-weighted images. Frontiers in Bioengineering and Biotechnology 2020;8. Li X-x, Lin T-t, Liu B, Wei W. Diagnosis of cervical cancer with parametrial invasion on whole-tumor dynamic contrast-enhanced magnetic resonance imaging combined with whole-lesion texture analysis based on T2-weighted images. Frontiers in Bioengineering and Biotechnology 2020;8.
16.
go back to reference Zhang Y, Sheng R, Yang C, Dai Y, Zeng M. The feasibility of using Tri-exponential intra-voxel incoherent motion DWI for identifying the microvascular invasion in hepatocellular carcinoma. Journal of Hepatocellular Carcinoma 2023;10:1659-1671.PubMedPubMedCentralCrossRef Zhang Y, Sheng R, Yang C, Dai Y, Zeng M. The feasibility of using Tri-exponential intra-voxel incoherent motion DWI for identifying the microvascular invasion in hepatocellular carcinoma. Journal of Hepatocellular Carcinoma 2023;10:1659-1671.PubMedPubMedCentralCrossRef
17.
go back to reference Noij DP, Martens RM, Marcus JT, de Bree R, Leemans CR, Castelijns JA, et al. Intravoxel incoherent motion magnetic resonance imaging in head and neck cancer: A systematic review of the diagnostic and prognostic value. Oral Oncology 2017;68:81-91.PubMedCrossRef Noij DP, Martens RM, Marcus JT, de Bree R, Leemans CR, Castelijns JA, et al. Intravoxel incoherent motion magnetic resonance imaging in head and neck cancer: A systematic review of the diagnostic and prognostic value. Oral Oncology 2017;68:81-91.PubMedCrossRef
18.
go back to reference Iima M, Le Bihan D. Clinical intravoxel incoherent motion and diffusion MR imaging: Past, present, and future. Radiology 2016;278:13-32.PubMedCrossRef Iima M, Le Bihan D. Clinical intravoxel incoherent motion and diffusion MR imaging: Past, present, and future. Radiology 2016;278:13-32.PubMedCrossRef
19.
go back to reference Wang YXJ, Huang H, Zheng CJ, Xiao BH, Chevallier O, Wang W. Diffusion-weighted MRI of the liver challenges and some solutions for the quantification of apparent diffusion coefficient and intravoxel incoherent motion. American Journal of Nuclear Medicine and Molecular Imaging 2021;11:107-142.PubMedPubMedCentral Wang YXJ, Huang H, Zheng CJ, Xiao BH, Chevallier O, Wang W. Diffusion-weighted MRI of the liver challenges and some solutions for the quantification of apparent diffusion coefficient and intravoxel incoherent motion. American Journal of Nuclear Medicine and Molecular Imaging 2021;11:107-142.PubMedPubMedCentral
20.
go back to reference Bol K, Haeck JC, Groen HC, Niessen WJ, Bernsen MR, de Jong M, et al. Can DCE-MRI explain the heterogeneity in radiopeptide uptake imaged by SPECT in a pancreatic neuroendocrine tumor model? PloS One 2013;8:e77076.PubMedPubMedCentralCrossRef Bol K, Haeck JC, Groen HC, Niessen WJ, Bernsen MR, de Jong M, et al. Can DCE-MRI explain the heterogeneity in radiopeptide uptake imaged by SPECT in a pancreatic neuroendocrine tumor model? PloS One 2013;8:e77076.PubMedPubMedCentralCrossRef
21.
go back to reference Heye AK, Culling RD, Valdes Hernandez Mdel C, Thrippleton MJ, Wardlaw JM. Assessment of blood-brain barrier disruption using dynamic contrast-enhanced MRI: A systematic review. NeuroImage Clinical 2014;6:262-274.PubMedPubMedCentralCrossRef Heye AK, Culling RD, Valdes Hernandez Mdel C, Thrippleton MJ, Wardlaw JM. Assessment of blood-brain barrier disruption using dynamic contrast-enhanced MRI: A systematic review. NeuroImage Clinical 2014;6:262-274.PubMedPubMedCentralCrossRef
22.
go back to reference Hylton N. Dynamic contrast-enhanced magnetic resonance imaging as an imaging biomarker. Journal of Clinical Oncology 2006;24:3293-3298.PubMedCrossRef Hylton N. Dynamic contrast-enhanced magnetic resonance imaging as an imaging biomarker. Journal of Clinical Oncology 2006;24:3293-3298.PubMedCrossRef
23.
go back to reference Cibula D, Potter R, Planchamp F, Avall-Lundqvist E, Fischerova D, Haie-Meder C, et al. The European Society of Gynaecological Oncology/European Society for Radiotherapy and Oncology/European Society of Pathology Guidelines for the Management of Patients with Cervical Cancer. Virchows Archiv: International Journal of Pathology 2018;472:919-936.CrossRef Cibula D, Potter R, Planchamp F, Avall-Lundqvist E, Fischerova D, Haie-Meder C, et al. The European Society of Gynaecological Oncology/European Society for Radiotherapy and Oncology/European Society of Pathology Guidelines for the Management of Patients with Cervical Cancer. Virchows Archiv: International Journal of Pathology 2018;472:919-936.CrossRef
24.
go back to reference Lund KV, Simonsen TG, Kristensen GB, Rofstad EK. Pharmacokinetic analysis of DCE-MRI data of locally advanced cervical carcinoma with the Brix model. Acta Oncologica 2019;58:828-837.PubMedCrossRef Lund KV, Simonsen TG, Kristensen GB, Rofstad EK. Pharmacokinetic analysis of DCE-MRI data of locally advanced cervical carcinoma with the Brix model. Acta Oncologica 2019;58:828-837.PubMedCrossRef
Metadata
Title
Intravoxel incoherent motion diffusion-weighted imaging and dynamic contrast-enhanced MRI for predicting parametrial invasion in cervical cancer
Authors
Xin-xiang Li
Bing Liu
Ying Cui
Yu-fei Zhao
Yang Jiang
Xin-gui Peng
Publication date
16-05-2024
Publisher
Springer US
Published in
Abdominal Radiology / Issue 9/2024
Print ISSN: 2366-004X
Electronic ISSN: 2366-0058
DOI
https://doi.org/10.1007/s00261-024-04339-z

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