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- Publisher Website: 10.1007/s00330-020-07217-6
- Scopus: eid_2-s2.0-85090192803
- PMID: 32885298
- WOS: WOS:000566349400006
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Article: Association between MRI histogram features and treatment response in locally advanced cervical cancer treated by chemoradiotherapy
Title | Association between MRI histogram features and treatment response in locally advanced cervical cancer treated by chemoradiotherapy |
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Authors | |
Keywords | Uterine cervical neoplasms Chemoradiotherapy Observer variation Magnetic resonance imaging Diffusion magnetic resonance imaging |
Issue Date | 2021 |
Publisher | Springer Verlag. The Journal's web site is located at http://link.springer.de/link/service/journals/00330/index.htm |
Citation | European Radiology, 2021, v. 31 n. 3, p. 1727-1735 How to Cite? |
Abstract | Objective:
To examine the associations of histogram features of T2-weighted (T2W) images and apparent diffusion coefficient (ADC) with treatment response in locally advanced cervical cancer (LACC) following concurrent chemoradiotherapy (CCRT).
Materials and methods:
Fifty-eight patients who underwent a 4-week CCRT regimen with MRI prior to treatment (pre-CCRT) and after treatment (post-CCRT) were retrospectively analysed. Histogram features were calculated from volumes of interest (VOIs) from one radiologist on T2W images and ADC maps. VOIs from two radiologists were used to assess observer repeatability in delineation and feature values at both time-points with the Dice similarity coefficient (DSC) and intraclass correlation coefficient (ICC). Treatment response was defined as a 90% reduction in tumour volume. Paired Mann-Whitney U tests were used to determine if features changed significantly between examinations. Two-sample Mann-Whitney U tests were used to identify features that were significantly different between response groups. Receiver operating characteristic (ROC) analysis was done on significantly different MRI features between treatment response groups.
Results:
Pre-CCRT delineation and feature repeatability were generally good (DSC > 0.700; ICC > 0.750). Post-CCRT repeatability was low (DSC < 0.700; ICC < 0.750), but ADC mean and percentiles retained good ICC scores. All features, except for T2WKurtosis, significantly changed between examinations. Post-CCRT ADC50 was the only feature that demonstrated both good observer variability and significant differences between treatment response groups (p = 0.036) and had an AUC of 0.701 with a cut-off of 1.357 × 10−6 mm2/s.
Conclusion:
ADC and T2W histogram features could be used to track changes in LACC tumours undergoing CCRT. Post-CCRT ADC50 was associated with treatment response with good observer repeatability. |
Persistent Identifier | http://hdl.handle.net/10722/289259 |
ISSN | 2023 Impact Factor: 4.7 2023 SCImago Journal Rankings: 1.656 |
ISI Accession Number ID |
DC Field | Value | Language |
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dc.contributor.author | Perucho, JAU | - |
dc.contributor.author | Wang, M | - |
dc.contributor.author | Tse, KY | - |
dc.contributor.author | Ip, PPC | - |
dc.contributor.author | Siu, SWK | - |
dc.contributor.author | Ngan, HYS | - |
dc.contributor.author | Khong, PL | - |
dc.contributor.author | Lee, EYP | - |
dc.date.accessioned | 2020-10-22T08:10:07Z | - |
dc.date.available | 2020-10-22T08:10:07Z | - |
dc.date.issued | 2021 | - |
dc.identifier.citation | European Radiology, 2021, v. 31 n. 3, p. 1727-1735 | - |
dc.identifier.issn | 0938-7994 | - |
dc.identifier.uri | http://hdl.handle.net/10722/289259 | - |
dc.description.abstract | Objective: To examine the associations of histogram features of T2-weighted (T2W) images and apparent diffusion coefficient (ADC) with treatment response in locally advanced cervical cancer (LACC) following concurrent chemoradiotherapy (CCRT). Materials and methods: Fifty-eight patients who underwent a 4-week CCRT regimen with MRI prior to treatment (pre-CCRT) and after treatment (post-CCRT) were retrospectively analysed. Histogram features were calculated from volumes of interest (VOIs) from one radiologist on T2W images and ADC maps. VOIs from two radiologists were used to assess observer repeatability in delineation and feature values at both time-points with the Dice similarity coefficient (DSC) and intraclass correlation coefficient (ICC). Treatment response was defined as a 90% reduction in tumour volume. Paired Mann-Whitney U tests were used to determine if features changed significantly between examinations. Two-sample Mann-Whitney U tests were used to identify features that were significantly different between response groups. Receiver operating characteristic (ROC) analysis was done on significantly different MRI features between treatment response groups. Results: Pre-CCRT delineation and feature repeatability were generally good (DSC > 0.700; ICC > 0.750). Post-CCRT repeatability was low (DSC < 0.700; ICC < 0.750), but ADC mean and percentiles retained good ICC scores. All features, except for T2WKurtosis, significantly changed between examinations. Post-CCRT ADC50 was the only feature that demonstrated both good observer variability and significant differences between treatment response groups (p = 0.036) and had an AUC of 0.701 with a cut-off of 1.357 × 10−6 mm2/s. Conclusion: ADC and T2W histogram features could be used to track changes in LACC tumours undergoing CCRT. Post-CCRT ADC50 was associated with treatment response with good observer repeatability. | - |
dc.language | eng | - |
dc.publisher | Springer Verlag. The Journal's web site is located at http://link.springer.de/link/service/journals/00330/index.htm | - |
dc.relation.ispartof | European Radiology | - |
dc.rights | This is a post-peer-review, pre-copyedit version of an article published in [insert journal title]. The final authenticated version is available online at: https://doi.org/[insert DOI] | - |
dc.subject | Uterine cervical neoplasms | - |
dc.subject | Chemoradiotherapy | - |
dc.subject | Observer variation | - |
dc.subject | Magnetic resonance imaging | - |
dc.subject | Diffusion magnetic resonance imaging | - |
dc.title | Association between MRI histogram features and treatment response in locally advanced cervical cancer treated by chemoradiotherapy | - |
dc.type | Article | - |
dc.identifier.email | Perucho, JAU: peruchoj@hku.hk | - |
dc.identifier.email | Tse, KY: tseky@hku.hk | - |
dc.identifier.email | Ip, PPC: philipip@hku.hk | - |
dc.identifier.email | Siu, SWK: siuwks@hkucc.hku.hk | - |
dc.identifier.email | Ngan, HYS: hysngan@hkucc.hku.hk | - |
dc.identifier.email | Khong, PL: plkhong@hku.hk | - |
dc.identifier.email | Lee, EYP: eyplee77@hku.hk | - |
dc.identifier.authority | Tse, KY=rp02391 | - |
dc.identifier.authority | Ip, PPC=rp01890 | - |
dc.identifier.authority | Ngan, HYS=rp00346 | - |
dc.identifier.authority | Khong, PL=rp00467 | - |
dc.identifier.authority | Lee, EYP=rp01456 | - |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1007/s00330-020-07217-6 | - |
dc.identifier.pmid | 32885298 | - |
dc.identifier.scopus | eid_2-s2.0-85090192803 | - |
dc.identifier.hkuros | 317182 | - |
dc.identifier.volume | 31 | - |
dc.identifier.issue | 3 | - |
dc.identifier.spage | 1727 | - |
dc.identifier.epage | 1735 | - |
dc.identifier.isi | WOS:000566349400006 | - |
dc.publisher.place | Germany | - |
dc.identifier.issnl | 0938-7994 | - |