Publications


Maron RC, Utikal JS, Hekler A, Hauschild A, Sattler E, Sondermann W, Haferkamp S, Schilling B, Heppt MV, Jansen P, Reinholz M, Franklin C, Schmitt L, Hartmann D, Krieghoff-Henning E, Schmitt M, Weichenthal M, von Kalle C, Fröhling S, Brinker TJ. Artificial Intelligence and Its Effect on Dermatologists' Accuracy in Dermoscopic Melanoma Image Classification: Web-Based Survey Study. J Med Internet Res. 2020 Sep 11; 22(9):e18091. doi: 10.2196/18091. PMID: 32915161; PMCID: PMC7519424.

Brinker TJ, Schlager G, French LE, Jutzi T, Kittler H. Computerassistierte Hautkrebsdiagnose : Wann kommt künstliche Intelligenz in der Praxis an? [Computer-assisted skin cancer diagnosis : Is it time for artificial intelligence in clinical practice?]. Hautarzt. 2020 Sep; 71(9):669-676. German. doi: 10.1007/s00105-020-04662-8. PMID: 32747996.

Kutzner H, Jutzi TB, Krahl D, Krieghoff-Henning EI, Heppt MV, Hekler A, Schmitt M, Maron RCR, Fröhling S, von Kalle C, Brinker TJ. Overdiagnosis of melanoma - causes, consequences and solutions. J Dtsch Dermatol Ges. 2020 Aug 25. doi: 10.1111/ddg.14233. Epub ahead of print.

Brinker TJ, Faria BL, de Faria OM, Klode J, Schadendorf D, Utikal JS, Mons U, Krieghoff-Henning E, Lisboa OC, Oliveira ACC, Lino HA, Bernardes-Souza B. Effect of a Face-Aging Mobile App-Based Intervention on Skin Cancer Protection Behavior in Secondary Schools in Brazil: A Cluster-Randomized Clinical Trial. JAMA Dermatol. 2020 Jul 1; 156(7):737-745. doi: 10.1001/jamadermatol.2020.0511. PMID: 32374352; PMCID: PMC7203674.

Jutzi TB, Krieghoff-Henning EI, Holland-Letz T, Utikal JS, Hauschild A, Schadendorf D, Sondermann W, Fröhling S, Hekler A, Schmitt M, Maron RC, Brinker TJ. Artificial Intelligence in Skin Cancer Diagnostics: The Patients' Perspective. Front Med (Lausanne). 2020 Jun 2; 7:233. doi: 10.3389/fmed.2020.00233. PMID: 32671078; PMCID: PMC7326111.

Hekler A, Kather JN, Krieghoff-Henning E, Utikal JS, Meier F, Gellrich FF, Upmeier Zu Belzen J, French L, Schlager JG, Ghoreschi K, Wilhelm T, Kutzner H, Berking C, Heppt MV, Haferkamp S, Sondermann W, Schadendorf D, Schilling B, Izar B, Maron R, Schmitt M, Fröhling S, Lipka DB, Brinker TJ. Effects of Label Noise on Deep Learning-Based Skin Cancer Classification. Front Med (Lausanne). 2020 May 6;7:177. doi: 10.3389/fmed.2020.00177. PMID: 32435646; PMCID: PMC7218064.

Sondermann W, Utikal JS, Enk AH, Schadendorf D, Klode J, Hauschild A, Weichenthal M, French LE, Berking C, Schilling B, Haferkamp S, Fröhling S, von Kalle C, Brinker TJ. Prediction of melanoma evolution in melanocytic nevi via artificial intelligence: A call for prospective data. Eur J Cancer. 2019 Sep;119:30-34. doi: 10.1016/j.ejca.2019.07.009. Epub 2019 Aug 8. Erratum in: Eur J Cancer. 2019 Dec;123:171. PMID: 31401471.

Hekler A, Utikal JS, Enk AH, Hauschild A, Weichenthal M, Maron RC, Berking C, Haferkamp S, Klode J, Schadendorf D, Schilling B, Holland-Letz T, Izar B, von Kalle C, Fröhling S, Brinker TJ; Collaborators. Superior skin cancer classification by the combination of human and artificial intelligence. Eur J Cancer. 2019 Oct; 120:114-121. doi: 10.1016/j.ejca.2019.07.019. Epub 2019 Sep 10. PMID: 31518967.

Brinker TJ, Hekler A, Enk AH, Berking C, Haferkamp S, Hauschild A, Weichenthal M, Klode J, Schadendorf D, Holland-Letz T, von Kalle C, Fröhling S, Schilling B, Utikal JS. Deep neural networks are superior to dermatologists in melanoma image classification. Eur J Cancer. 2019 Sep; 119:11-17. doi: 10.1016/j.ejca.2019.05.023. Epub 2019 Aug 8. PMID: 31401469.

Maron RC, Weichenthal M, Utikal JS, Hekler A, Berking C, Hauschild A, Enk AH, Haferkamp S, Klode J, Schadendorf D, Jansen P, Holland-Letz T, Schilling B, von Kalle C, Fröhling S, Gaiser MR, Hartmann D, Gesierich A, Kähler KC, Wehkamp U, Karoglan A, Bär C, Brinker TJ; Collabrators. Systematic outperformance of 112 dermatologists in multiclass skin cancer image classification by convolutional neural networks. Eur J Cancer. 2019 Sep;119:57-65. doi: 10.1016/j.ejca.2019.06.013. Epub 2019 Aug 14. PMID: 31419752.

Hekler A, Utikal JS, Enk AH, Solass W, Schmitt M, Klode J, Schadendorf D, Sondermann W, Franklin C, Bestvater F, Flaig MJ, Krahl D, von Kalle C, Fröhling S, Brinker TJ. Deep learning outperformed 11 pathologists in the classification of histopathological melanoma images. Eur J Cancer. 2019 Sep; 118:91-96. doi: 10.1016/j.ejca.2019.06.012. Epub 2019 Jul 18. PMID: 31325876.

Brinker TJ, Hekler A, Enk AH, von Kalle C. Enhanced classifier training to improve precision of a convolutional neural network to identify images of skin lesions. PLoS One. 2019 Jun 24; 14(6):e0218713. doi: 10.1371/journal.pone.0218713. PMID: 31233565; PMCID: PMC6590821.

Hekler A, Utikal JS, Enk AH, Berking C, Klode J, Schadendorf D, Jansen P, Franklin C, Holland-Letz T, Krahl D, von Kalle C, Fröhling S, Brinker TJ. Pathologist-level classification of histopathological melanoma images with deep neural networks. Eur J Cancer. 2019 Jul; 115:79-83. doi: 10.1016/j.ejca.2019.04.021. Epub 2019 May 23. PMID: 31129383.

Brinker TJ, Hekler A, Enk AH, Klode J, Hauschild A, Berking C, Schilling B,Haferkamp S, Schadendorf D, Holland-Letz T, Utikal JS, von Kalle C;Collaborators. Deep learning outperformed 136 of 157 dermatologists in a head-to-head dermoscopic melanoma image classification task. Eur J Cancer. 2019 May; 113:47-54. doi: 10.1016/j.ejca.2019.04.001. Epub 2019 Apr 10. PMID: 30981091.

Brinker TJ, Hekler A, Enk AH, Klode J, Hauschild A, Berking C, Schilling B, Haferkamp S, Schadendorf D, Fröhling S, Utikal JS, von Kalle C; Collaborators. A convolutional neural network trained with dermoscopic images performed on par with 145 dermatologists in a clinical melanoma image classification task. Eur J Cancer. 2019 Apr; 111:148-154. doi: 10.1016/j.ejca.2019.02.005. Epub 2019 Mar 8. PMID: 30852421.

Brinker TJ, Hekler A, Hauschild A, Berking C, Schilling B, Enk AH, Haferkamp S, Karoglan A, von Kalle C, Weichenthal M, Sattler E, Schadendorf D, Gaiser MR, Klode J, Utikal JS. Comparing artificial intelligence algorithms to 157 German dermatologists: the melanoma classification benchmark. Eur J Cancer. 2019 Apr; 111:30-37. doi: 10.1016/j.ejca.2018.12.016. Epub 2019 Feb 22. PMID: 30802784.

Brinker TJ, Hekler A, Utikal JS, Grabe N, Schadendorf D, Klode J, Berking C, Steeb T, Enk AH, von Kalle C. Skin Cancer Classification Using Convolutional Neural Networks: Systematic Review. J Med Internet Res. 2018 Oct 17; 20(10):e11936. doi: 10.2196/11936. PMID: 30333097; PMCID: PMC6231861.

 

to top
powered by webEdition CMS