Skip to main content
Erschienen in: Strahlentherapie und Onkologie 9/2019

23.05.2019 | Original Article

Radiogenomics in head and neck cancer: correlation of radiomic heterogeneity and somatic mutations in TP53, FAT1 and KMT2D

verfasst von: Kerstin Zwirner, M.D., Franz J. Hilke, German Demidov, Jairo Socarras Fernandez, Stephan Ossowski, Cihan Gani, Daniela Thorwarth, Olaf Riess, Daniel Zips, Christopher Schroeder, Stefan Welz

Erschienen in: Strahlentherapie und Onkologie | Ausgabe 9/2019

Einloggen, um Zugang zu erhalten

Abstract

Purpose

Genetic tumour profiles and radiomic features can be used to complement clinical information in head and neck squamous cell carcinoma (HNSCC) patients. Radiogenomics imply the potential to investigate complementarity or interrelations of radiomic and genomic features, and prognostic factors might be determined. The aim of our study was to explore radiogenomics in HNSCC.

Methods

For 20 HNSCC patients treated with primary radiochemotherapy, next-generation sequencing (NGS) of tumour and corresponding normal tissue was performed. In total, 327 genes were investigated by panel sequencing. Radiomic features were extracted from computed tomography data. A hypothesis-driven approach was used for radiogenomic correlations of selected image-based heterogeneity features and well-known driver gene mutations in HNSCC.

Results

The most frequently mutated driver genes in our cohort were TP53 (involved in cell cycle control), FAT1 (Wnt signalling, cell–cell contacts, migration) and KMT2D (chromatin modification). Radiomic features of heterogeneity did not correlate significantly with somatic mutations in TP53 or KMT2D. However, somatic mutations in FAT1 and smaller primary tumour volumes were associated with reduced radiomic intra-tumour heterogeneity.

Conclusion

The landscape of somatic variants in our cohort is well in line with previous reports. An association of somatic mutations in FAT1 with reduced radiomic tumour heterogeneity could potentially elucidate the previously described favourable outcomes of these patients. Larger studies are needed to validate this exploratory data in the future.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Modesto A, Galissier T, Lusque A, Delord JP, Uro-Coste E, Sarini J, Mouchet F, Lopez R, Laprie A, Graff P, Vergez S, Rives M (2019) Definitive radiochemotherapy or initial surgery for oropharyngeal cancer: to what extent can p16 expression be used in the decision process? Strahlenther Onkol. https://doi.org/10.1007/s00066-019-01451-8 CrossRefPubMed Modesto A, Galissier T, Lusque A, Delord JP, Uro-Coste E, Sarini J, Mouchet F, Lopez R, Laprie A, Graff P, Vergez S, Rives M (2019) Definitive radiochemotherapy or initial surgery for oropharyngeal cancer: to what extent can p16 expression be used in the decision process? Strahlenther Onkol. https://​doi.​org/​10.​1007/​s00066-019-01451-8 CrossRefPubMed
3.
Zurück zum Zitat Linge A, Lohaus F, Lock S, Nowak A, Gudziol V, Valentini C, von Neubeck C, Jutz M, Tinhofer I, Budach V, Sak A, Stuschke M, Balermpas P, Rodel C, Grosu AL, Abdollahi A, Debus J, Ganswindt U, Belka C, Pigorsch S, Combs SE, Monnich D, Zips D, Buchholz F, Aust DE, Baretton GB, Thames HD, Dubrovska A, Alsner J, Overgaard J, Krause M, Baumann M, DKTK ROG (2016) HPV status, cancer stem cell marker expression, hypoxia gene signatures and tumour volume identify good prognosis subgroups in patients with HNSCC after primary radiochemotherapy: a multicentre retrospective study of the German Cancer Consortium Radiation Oncology Group (DKTK-ROG). Radiother Oncol 121(3):364–373. https://doi.org/10.1016/j.radonc.2016.11.008 CrossRefPubMed Linge A, Lohaus F, Lock S, Nowak A, Gudziol V, Valentini C, von Neubeck C, Jutz M, Tinhofer I, Budach V, Sak A, Stuschke M, Balermpas P, Rodel C, Grosu AL, Abdollahi A, Debus J, Ganswindt U, Belka C, Pigorsch S, Combs SE, Monnich D, Zips D, Buchholz F, Aust DE, Baretton GB, Thames HD, Dubrovska A, Alsner J, Overgaard J, Krause M, Baumann M, DKTK ROG (2016) HPV status, cancer stem cell marker expression, hypoxia gene signatures and tumour volume identify good prognosis subgroups in patients with HNSCC after primary radiochemotherapy: a multicentre retrospective study of the German Cancer Consortium Radiation Oncology Group (DKTK-ROG). Radiother Oncol 121(3):364–373. https://​doi.​org/​10.​1016/​j.​radonc.​2016.​11.​008 CrossRefPubMed
5.
6.
Zurück zum Zitat Aerts HJ, Velazquez ER, Leijenaar RT, Parmar C, Grossmann P, Carvalho S, Bussink J, Monshouwer R, Haibe-Kains B, Rietveld D, Hoebers F, Rietbergen MM, Leemans CR, Dekker A, Quackenbush J, Gillies RJ, Lambin P (2014) Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach. Nat Commun 5:4006. https://doi.org/10.1038/ncomms5006 CrossRefPubMed Aerts HJ, Velazquez ER, Leijenaar RT, Parmar C, Grossmann P, Carvalho S, Bussink J, Monshouwer R, Haibe-Kains B, Rietveld D, Hoebers F, Rietbergen MM, Leemans CR, Dekker A, Quackenbush J, Gillies RJ, Lambin P (2014) Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach. Nat Commun 5:4006. https://​doi.​org/​10.​1038/​ncomms5006 CrossRefPubMed
7.
Zurück zum Zitat Samstein RM, Lee CH, Shoushtari AN, Hellmann MD, Shen R, Janjigian YY, Barron DA, Zehir A, Jordan EJ, Omuro A, Kaley TJ, Kendall SM, Motzer RJ, Hakimi AA, Voss MH, Russo P, Rosenberg J, Iyer G, Bochner BH, Bajorin DF, Al-Ahmadie HA, Chaft JE, Rudin CM, Riely GJ, Baxi S, Ho AL, Wong RJ, Pfister DG, Wolchok JD, Barker CA, Gutin PH, Brennan CW, Tabar V, Mellinghoff IK, DeAngelis LM, Ariyan CE, Lee N, Tap WD, Gounder MM, D’Angelo SP, Saltz L, Stadler ZK, Scher HI, Baselga J, Razavi P, Klebanoff CA, Yaeger R, Segal NH, Ku GY, DeMatteo RP, Ladanyi M, Rizvi NA, Berger MF, Riaz N, Solit DB, Chan TA, Morris LGT (2019) Tumor mutational load predicts survival after immunotherapy across multiple cancer types. Nat Genet 51(2):202–206. https://doi.org/10.1038/s41588-018-0312-8 CrossRefPubMedPubMedCentral Samstein RM, Lee CH, Shoushtari AN, Hellmann MD, Shen R, Janjigian YY, Barron DA, Zehir A, Jordan EJ, Omuro A, Kaley TJ, Kendall SM, Motzer RJ, Hakimi AA, Voss MH, Russo P, Rosenberg J, Iyer G, Bochner BH, Bajorin DF, Al-Ahmadie HA, Chaft JE, Rudin CM, Riely GJ, Baxi S, Ho AL, Wong RJ, Pfister DG, Wolchok JD, Barker CA, Gutin PH, Brennan CW, Tabar V, Mellinghoff IK, DeAngelis LM, Ariyan CE, Lee N, Tap WD, Gounder MM, D’Angelo SP, Saltz L, Stadler ZK, Scher HI, Baselga J, Razavi P, Klebanoff CA, Yaeger R, Segal NH, Ku GY, DeMatteo RP, Ladanyi M, Rizvi NA, Berger MF, Riaz N, Solit DB, Chan TA, Morris LGT (2019) Tumor mutational load predicts survival after immunotherapy across multiple cancer types. Nat Genet 51(2):202–206. https://​doi.​org/​10.​1038/​s41588-018-0312-8 CrossRefPubMedPubMedCentral
8.
Zurück zum Zitat Tinhofer I, Stenzinger A, Eder T, Konschak R, Niehr F, Endris V, Distel L, Hautmann MG, Mandic R, Stromberger C, Weichert W, Budach V (2016) Targeted next-generation sequencing identifies molecular subgroups in squamous cell carcinoma of the head and neck with distinct outcome after concurrent chemoradiation. Ann Oncol 27(12):2262–2268. https://doi.org/10.1093/annonc/mdw426 CrossRefPubMed Tinhofer I, Stenzinger A, Eder T, Konschak R, Niehr F, Endris V, Distel L, Hautmann MG, Mandic R, Stromberger C, Weichert W, Budach V (2016) Targeted next-generation sequencing identifies molecular subgroups in squamous cell carcinoma of the head and neck with distinct outcome after concurrent chemoradiation. Ann Oncol 27(12):2262–2268. https://​doi.​org/​10.​1093/​annonc/​mdw426 CrossRefPubMed
15.
Zurück zum Zitat Cingolani P, Platts A, Wang LL, Coon M, Nguyen T, Wang L, Land SJ, Lu XY, Ruden DM (2012) A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w(1118); iso-2; iso-3. Fly (Austin) 6(2):80–92. https://doi.org/10.4161/fly.19695 CrossRef Cingolani P, Platts A, Wang LL, Coon M, Nguyen T, Wang L, Land SJ, Lu XY, Ruden DM (2012) A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w(1118); iso-2; iso-3. Fly (Austin) 6(2):80–92. https://​doi.​org/​10.​4161/​fly.​19695 CrossRef
20.
Zurück zum Zitat Morris LG, Kaufman AM, Gong Y, Ramaswami D, Walsh LA, Turcan S, Eng S, Kannan K, Zou Y, Peng L, Banuchi VE, Paty P, Zeng Z, Vakiani E, Solit D, Singh B, Ganly I, Liau L, Cloughesy TC, Mischel PS, Mellinghoff IK, Chan TA (2013) Recurrent somatic mutation of FAT1 in multiple human cancers leads to aberrant Wnt activation. Nat Genet 45(3):253–261. https://doi.org/10.1038/ng.2538 CrossRefPubMedPubMedCentral Morris LG, Kaufman AM, Gong Y, Ramaswami D, Walsh LA, Turcan S, Eng S, Kannan K, Zou Y, Peng L, Banuchi VE, Paty P, Zeng Z, Vakiani E, Solit D, Singh B, Ganly I, Liau L, Cloughesy TC, Mischel PS, Mellinghoff IK, Chan TA (2013) Recurrent somatic mutation of FAT1 in multiple human cancers leads to aberrant Wnt activation. Nat Genet 45(3):253–261. https://​doi.​org/​10.​1038/​ng.​2538 CrossRefPubMedPubMedCentral
26.
Zurück zum Zitat Hu X, Zhai Y, Kong P, Cui H, Yan T, Yang J, Qian Y, Ma Y, Wang F, Li H, Cheng C, Zhang L, Jia Z, Li Y, Yang B, Xu E, Wang J, Yang J, Bi Y, Chang L, Wang Y, Zhang Y, Song B, Li G, Shi R, Liu J, Zhang M, Cheng X, Cui Y (2017) FAT1 prevents epithelial mesenchymal transition (EMT) via MAPK/ERK signaling pathway in esophageal squamous cell cancer. Cancer Lett 397:83–93. https://doi.org/10.1016/j.canlet.2017.03.033 CrossRefPubMed Hu X, Zhai Y, Kong P, Cui H, Yan T, Yang J, Qian Y, Ma Y, Wang F, Li H, Cheng C, Zhang L, Jia Z, Li Y, Yang B, Xu E, Wang J, Yang J, Bi Y, Chang L, Wang Y, Zhang Y, Song B, Li G, Shi R, Liu J, Zhang M, Cheng X, Cui Y (2017) FAT1 prevents epithelial mesenchymal transition (EMT) via MAPK/ERK signaling pathway in esophageal squamous cell cancer. Cancer Lett 397:83–93. https://​doi.​org/​10.​1016/​j.​canlet.​2017.​03.​033 CrossRefPubMed
27.
Zurück zum Zitat Knegjens JL, Hauptmann M, Pameijer FA, Balm AJ, Hoebers FJ, de Bois JA, Kaanders JH, van Herpen CM, Verhoef CG, Wijers OB, Wiggenraad RG, Buter J, Rasch CR (2011) Tumor volume as prognostic factor in chemoradiation for advanced head and neck cancer. Head Neck 33(3):375–382. https://doi.org/10.1002/hed.21459 CrossRefPubMed Knegjens JL, Hauptmann M, Pameijer FA, Balm AJ, Hoebers FJ, de Bois JA, Kaanders JH, van Herpen CM, Verhoef CG, Wijers OB, Wiggenraad RG, Buter J, Rasch CR (2011) Tumor volume as prognostic factor in chemoradiation for advanced head and neck cancer. Head Neck 33(3):375–382. https://​doi.​org/​10.​1002/​hed.​21459 CrossRefPubMed
28.
Zurück zum Zitat Carpen T, Saarilahti K, Haglund C, Markkola A, Tarkkanen J, Hagstrom J, Mattila P, Makitie A (2018) Tumor volume as a prognostic marker in p16-positive and p16-negative oropharyngeal cancer patients treated with definitive intensity-modulated radiotherapy. Strahlenther Onkol 194(8):759–770. https://doi.org/10.1007/s00066-018-1309-z CrossRefPubMed Carpen T, Saarilahti K, Haglund C, Markkola A, Tarkkanen J, Hagstrom J, Mattila P, Makitie A (2018) Tumor volume as a prognostic marker in p16-positive and p16-negative oropharyngeal cancer patients treated with definitive intensity-modulated radiotherapy. Strahlenther Onkol 194(8):759–770. https://​doi.​org/​10.​1007/​s00066-018-1309-z CrossRefPubMed
Metadaten
Titel
Radiogenomics in head and neck cancer: correlation of radiomic heterogeneity and somatic mutations in TP53, FAT1 and KMT2D
verfasst von
Kerstin Zwirner, M.D.
Franz J. Hilke
German Demidov
Jairo Socarras Fernandez
Stephan Ossowski
Cihan Gani
Daniela Thorwarth
Olaf Riess
Daniel Zips
Christopher Schroeder
Stefan Welz
Publikationsdatum
23.05.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Strahlentherapie und Onkologie / Ausgabe 9/2019
Print ISSN: 0179-7158
Elektronische ISSN: 1439-099X
DOI
https://doi.org/10.1007/s00066-019-01478-x

Weitere Artikel der Ausgabe 9/2019

Strahlentherapie und Onkologie 9/2019 Zur Ausgabe

Bei seelischem Stress sind Checkpoint-Hemmer weniger wirksam

03.06.2024 NSCLC Nachrichten

Wie stark Menschen mit fortgeschrittenem NSCLC von einer Therapie mit Immun-Checkpoint-Hemmern profitieren, hängt offenbar auch davon ab, wie sehr die Diagnose ihre psychische Verfassung erschüttert

Antikörper mobilisiert Neutrophile gegen Krebs

03.06.2024 Onkologische Immuntherapie Nachrichten

Ein bispezifischer Antikörper formiert gezielt eine Armee neutrophiler Granulozyten gegen Krebszellen. An den Antikörper gekoppeltes TNF-alpha soll die Zellen zudem tief in solide Tumoren hineinführen.

Erhebliches Risiko für Kehlkopfkrebs bei mäßiger Dysplasie

29.05.2024 Larynxkarzinom Nachrichten

Fast ein Viertel der Personen mit mäßig dysplastischen Stimmlippenläsionen entwickelt einen Kehlkopftumor. Solche Personen benötigen daher eine besonders enge ärztliche Überwachung.

15% bedauern gewählte Blasenkrebs-Therapie

29.05.2024 Urothelkarzinom Nachrichten

Ob Patienten und Patientinnen mit neu diagnostiziertem Blasenkrebs ein Jahr später Bedauern über die Therapieentscheidung empfinden, wird einer Studie aus England zufolge von der Radikalität und dem Erfolg des Eingriffs beeinflusst.

Update Onkologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.