Predictive Value of Multiparametric MRI for Response to Single-Cycle Induction Chemo-Immunotherapy in Locally Advanced Head and Neck Squamous Cell Carcinoma.

DCE-MRI dynamic contrast-enhanced imaging head and neck cancer immunotherapy magnetic resonance imaging multiparametric MRI

Journal

Frontiers in oncology
ISSN: 2234-943X
Titre abrégé: Front Oncol
Pays: Switzerland
ID NLM: 101568867

Informations de publication

Date de publication:
2021
Historique:
received: 01 07 2021
accepted: 06 10 2021
entrez: 8 11 2021
pubmed: 9 11 2021
medline: 9 11 2021
Statut: epublish

Résumé

To assess the predictive value of multiparametric MRI for treatment response evaluation of induction chemo-immunotherapy in locally advanced head and neck squamous cell carcinoma. Twenty-two patients with locally advanced, histologically confirmed head and neck squamous cell carcinoma who were enrolled in the prospective multicenter phase II CheckRad-CD8 trial were included in the current analysis. In this unplanned secondary single-center analysis, all patients who received contrast-enhanced MRI at baseline and in week 4 after single-cycle induction therapy with cisplatin/docetaxel combined with the immune checkpoint inhibitors tremelimumab and durvalumab were included. In week 4, endoscopy with representative re-biopsy was performed to assess tumor response. All lesions were segmented in the baseline and restaging multiparametric MRI, including the primary tumor and lymph node metastases. The volume of interest of the respective lesions was volumetrically measured, and time-resolved mean intensities of the golden-angle radial sparse parallel-volume-interpolated gradient-echo perfusion (GRASP-VIBE) sequence were extracted. Additional quantitative parameters including the T1 ratio, short-TI inversion recovery ratio, apparent diffusion coefficient, and dynamic contrast-enhanced (DCE) values were measured. A model based on parallel random forests incorporating the MRI parameters from the baseline MRI was used to predict tumor response to therapy. Receiver operating characteristic (ROC) curves were used to evaluate the prognostic performance. Fifteen patients (68.2%) showed pathologic complete response in the re-biopsy, while seven patients had a residual tumor (31.8%). In all patients, the MRI-based primary tumor volume was significantly lower after treatment. The baseline DCE parameters of time to peak and wash-out were significantly different between the pathologic complete response group and the residual tumor group (p < 0.05). The developed model, based on parallel random forests and DCE parameters, was able to predict therapy response with a sensitivity of 78.7% (95% CI 71.24-84.93) and a specificity of 78.6% (95% CI 67.13-87.48). The model had an area under the ROC curve of 0.866 (95% CI 0.819-0.914). DCE parameters indicated treatment response at follow-up, and a random forest machine learning algorithm based on DCE parameters was able to predict treatment response to induction chemo-immunotherapy.

Identifiants

pubmed: 34745957
doi: 10.3389/fonc.2021.734872
pmc: PMC8567752
doi:

Types de publication

Journal Article

Langues

eng

Pagination

734872

Informations de copyright

Copyright © 2021 Hellwig, Ellmann, Eckstein, Wiesmueller, Rutzner, Semrau, Frey, Gaipl, Gostian, Hartmann, Iro, Fietkau, Uder, Hecht and Bäuerle.

Déclaration de conflit d'intérêts

MH reports the following conflicts of interest: Merck Serono (advisory role, speakers’ bureau, honoraria, travel expenses, research funding); MSD (advisory role, speakers’ bureau, travel expenses, research funding); AstraZeneca (research funding); Novartis (research funding); BMS (advisory role, honoraria, speakers’ bureau); and Teva (travel expenses). ME reports the following conflicts of interest: Diaceutics (employment, honoraria, advisory role, speakers’ bureau, travel expenses); Cepheid (research funding, advisory role); AstraZeneca (honoraria, advisory role, speakers’ bureau, travel expenses); Roche (honoraria, travel expenses); MSD (honoraria, speakers’ bureau); GenomicHealth (honoraria, advisory role, speakers bureau, travel expenses); Astellas (honoraria, speakers’ bureau); Janssen-Cilag (honoraria, advisory role, research funding, travel expenses); and Stratifyer (research funding, patents).). UG received support for presentation activities for Dr Sennewald Medizintechnik GmbH, has received support for investigator initiated clinical studies (IITs) from MSD and AstraZeneca and contributed at Advisory Boards Meetings of AstraZeneca and Bristol-Myers Squibb. SS reports the following conflicts of interest: stockholder of Siemens Healthineers. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Auteurs

Konstantin Hellwig (K)

Institute of Radiology, University Hospital Erlangen, Erlangen, Germany.

Stephan Ellmann (S)

Institute of Radiology, University Hospital Erlangen, Erlangen, Germany.

Markus Eckstein (M)

Institute of Pathology, University Hospital Erlangen, Erlangen, Germany.

Marco Wiesmueller (M)

Institute of Radiology, University Hospital Erlangen, Erlangen, Germany.

Sandra Rutzner (S)

Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Sabine Semrau (S)

Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Benjamin Frey (B)

Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Udo S Gaipl (US)

Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Antoniu Oreste Gostian (AO)

Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.
Department of Otolaryngology - Head & Neck Surgery, University Hospital Erlangen, Erlangen, Germany.

Arndt Hartmann (A)

Institute of Pathology, University Hospital Erlangen, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Heinrich Iro (H)

Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.
Department of Otolaryngology - Head & Neck Surgery, University Hospital Erlangen, Erlangen, Germany.

Rainer Fietkau (R)

Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Michael Uder (M)

Institute of Radiology, University Hospital Erlangen, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Markus Hecht (M)

Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Tobias Bäuerle (T)

Institute of Radiology, University Hospital Erlangen, Erlangen, Germany.
Comprehensive Cancer Center Erlangen-European Metropolitan Region of Nuremberg (CCC ER-EMN), Erlangen, Germany.

Classifications MeSH