Biomarkers for site-specific response to neoadjuvant chemotherapy in epithelial ovarian cancer: relating MRI changes to tumour cell load and necrosis

被引:11
作者
Winfield, Jessica M. [1 ,2 ]
Wakefield, Jennifer C. [1 ,2 ]
Brenton, James D. [3 ,4 ,5 ]
AbdulJabbar, Khalid [6 ,7 ]
Savio, Antonella [8 ]
Freeman, Susan [9 ]
Pace, Erika [1 ,2 ]
Lutchman-Singh, Kerryn [10 ]
Vroobel, Katherine M. [8 ]
Yuan, Yinyin [6 ,7 ]
Banerjee, Susana [11 ]
Porta, Nuria [12 ]
Raza, Shan E. Ahmed [6 ,7 ,13 ]
deSouza, Nandita M. [1 ,2 ]
机构
[1] Inst Canc Res, Canc Res UK Canc Imaging Ctr, Div Radiotherapy & Imaging, 123 Old Brompton Rd, London SW7 3RP, England
[2] Royal Marsden NHS Fdn Trust, MRI Unit, Downs Rd, Sutton SM2 5PT, Surrey, England
[3] Canc Res UK Cambridge Inst, Cambridge CB2 0RE, England
[4] Cambridge Univ Hosp NHS Fdn Trust, Addenbrooke S Hosp, Hills Rd, Cambridge CB2 0QQ, England
[5] Univ Cambridge, Dept Oncol, Cambridge CB2 0XZ, England
[6] Inst Canc Res, Ctr Evolut & Canc, London, England
[7] Inst Canc Res, Div Mol Pathol, London, England
[8] Royal Marsden NHS Fdn Trust, Dept Pathol, Fulham Rd, London SW3 6JJ, England
[9] Cambridge Univ Hosp NHS Fdn Trust, Addenbrooke S Hosp, Dept Radiol, Hills Rd, Cambridge CB2 0QQ, England
[10] Singleton Hosp, Swansea Bay Univ Hlth Board, Swansea Gynaecol Oncol Ctr, Swansea SA2 8QA, W Glam, Wales
[11] Royal Marsden NHS Fdn Trust, Gynaecol Unit, Downs Rd, Sutton SM2 5PT, Surrey, England
[12] Inst Canc Res, Clin Trials & Stat Unit, 123 Old Brompton Rd, London SW7 3RP, England
[13] Univ Warwick, Dept Comp Sci, Coventry, W Midlands, England
基金
英国工程与自然科学研究理事会; 英国医学研究理事会;
关键词
APPARENT DIFFUSION-COEFFICIENT; WEIGHTED MR; FDG-PET/CT; HETEROGENEITY; BEVACIZUMAB; DISEASE; SURGERY; TRIAL; ADC;
D O I
10.1038/s41416-020-01217-5
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Diffusion-weighted magnetic resonance imaging (DW-MRI) potentially interrogates site-specific response to neoadjuvant chemotherapy (NAC) in epithelial ovarian cancer (EOC). Methods Participants with newly diagnosed EOC due for platinum-based chemotherapy and interval debulking surgery were recruited prospectively in a multicentre study (n = 47 participants). Apparent diffusion coefficient (ADC) and solid tumour volume (up to 10 lesions per participant) were obtained from DW-MRI before and after NAC (including double-baseline for repeatability assessment in n = 19). Anatomically matched lesions were analysed after surgical excision (65 lesions obtained from 25 participants). A trained algorithm determined tumour cell fraction, percentage tumour and percentage necrosis on histology. Whole-lesion post-NAC ADC and pre/post-NAC ADC changes were compared with histological metrics (residual tumour/necrosis) for each tumour site (ovarian, omental, peritoneal, lymph node). Results Tumour volume reduced at all sites after NAC. ADC increased between pre- and post-NAC measurements. Post-NAC ADC correlated negatively with tumour cell fraction. Pre/post-NAC changes in ADC correlated positively with percentage necrosis. Significant correlations were driven by peritoneal lesions. Conclusions Following NAC in EOC, the ADC (measured using DW-MRI) increases differentially at disease sites despite similar tumour shrinkage, making its utility site-specific. After NAC, ADC correlates negatively with tumour cell fraction; change in ADC correlates positively with percentage necrosis.
引用
收藏
页码:1130 / 1137
页数:8
相关论文
共 34 条
  • [1] Geospatial immune variability illuminates differential evolution of lung adenocarcinoma
    AbdulJabbar, Khalid
    Raza, Shan E. Ahmed
    Rosenthal, Rachel
    Jamal-Hanjani, Mariam
    Veeriah, Selvaraju
    Akarca, Ayse
    Lund, Tom
    Moore, David A.
    Salgado, Roberto
    Al Bakir, Maise
    Zapata, Luis
    Hiley, Crispin T.
    Officer, Leah
    Sereno, Marco
    Smith, Claire Rachel
    Loi, Sherene
    Hackshaw, Allan
    Marafioti, Teresa
    Quezada, Sergio A.
    McGranahan, Nicholas
    Le Quesne, John
    Swanton, Charles
    Yuan, Yinyin
    [J]. NATURE MEDICINE, 2020, 26 (07) : 1054 - +
  • [2] MR Imaging Biomarkers in Oncology Clinical Trials
    Abramson, Richard G.
    Arlinghaus, Lori R.
    Dula, Adrienne N.
    Quarles, C. Chad
    Stokes, Ashley M.
    Weis, Jared A.
    Whisenant, Jennifer G.
    Chekmenev, Eduard Y.
    Zhukov, Igor
    Williams, Jason M.
    Yankeelov, Thomas E.
    [J]. MAGNETIC RESONANCE IMAGING CLINICS OF NORTH AMERICA, 2016, 24 (01) : 11 - +
  • [3] Whole-body diffusion-weighted MR and FDG-PET/CT in Hodgkin Lymphoma: Predictive role before treatment and early assessment after two courses of ABVD
    Albano, Domenico
    Patti, Caterina
    Matranga, Domenica
    Lagalla, Roberto
    Midiri, Massimo
    Galia, Massimo
    [J]. EUROPEAN JOURNAL OF RADIOLOGY, 2018, 103 : 90 - 98
  • [4] Viable and necrotic tumor assessment from whole slide images of osteosarcoma using machine-learning and deep-learning models
    Arunachalam, Harish
    Mishra, Rashika
    Daescu, Ovidiu
    Cederberg, Kevin
    Rakheja, Dinesh
    Sengupta, Anita
    Leonard, David
    Hallac, Rami
    Leavey, Patrick
    [J]. PLOS ONE, 2019, 14 (04):
  • [5] Different Patterns of Disease Spread between Advanced-Stage Type I and II Epithelial Ovarian Cancer
    Bergamini, Alice
    Candiani, Massimo
    Taccagni, Gianluca
    Rabaiotti, Emanuela
    Vigano, Riccardo
    De Marzi, Patrizia
    Ferrari, Davide
    Mangili, Giorgia
    [J]. GYNECOLOGIC AND OBSTETRIC INVESTIGATION, 2016, 81 (01) : 10 - 14
  • [6] Computed Diffusion-weighted MR Imaging May Improve Tumor Detection
    Blackledge, Matthew D.
    Leach, Martin O.
    Collins, David J.
    Koh, Dow-Mu
    [J]. RADIOLOGY, 2011, 261 (02) : 573 - 581
  • [7] STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT
    BLAND, JM
    ALTMAN, DG
    [J]. LANCET, 1986, 1 (8476) : 307 - 310
  • [8] Independent radiologic review of the Gynecologic Oncology Group Study 0218, a phase III trial of bevacizumab in the primary treatment of advanced epithelial ovarian, primary peritoneal, or fallopian tube cancer
    Burger, Robert. A.
    Brady, Mark F.
    Rhee, Joon
    Sovak, Mika A.
    Kong, George
    Nguyen, Hoa P.
    Bookman, Michael A.
    [J]. GYNECOLOGIC ONCOLOGY, 2013, 131 (01) : 21 - 26
  • [9] Carlin Dominic, 2019, BJR Open, V1, P20190029, DOI 10.1259/bjro.20190029
  • [10] Apparent Diffusion Coefficient Histograms of Human Papillomavirus-Positive and Human Papillomavirus-Negative Head and Neck Squamous Cell Carcinoma: Assessment of Tumor Heterogeneity and Comparison with Histopathology
    de Perrot, T.
    Lenoir, V.
    Ayllon, M. Domingo
    Dulguerov, N.
    Pusztaszeri, M.
    Becker, M.
    [J]. AMERICAN JOURNAL OF NEURORADIOLOGY, 2017, 38 (11) : 2153 - 2160