Diagnostic performance of artificial intelligence for histologic melanoma recognition compared to 18 international expert pathologists

被引：37

作者：

Brinker, Titus J. ^{[1
]}

Schmitt, Max ^{[1
]}

Krieghoff-Henning, Eva I. ^{[1
]}

Barnhill, Raymond ^{[2
,6
]}

Beltraminelli, Helmut ^{[7
]}

Braun, Stephan A. ^{[8
,9
]}

Carr, Richard ^{[10
]}

Fernandez-Figueras, Maria-Teresa ^{[11
]}

Ferrara, Gerardo ^{[12
]}

Fraitag, Sylvie ^{[13
]}

Gianotti, Raffaele ^{[14
]}

Llamas-Velasco, Mar ^{[15
]}

Mueller, Cornelia S. L. ^{[16
]}

Perasole, Antonio ^{[17
]}

Requena, Luis ^{[18
,19
]}

Sangueza, Omar P. ^{[20
]}

Santonja, Carlos ^{[18
]}

Starz, Hans ^{[21
]}

Vale, Esmeralda ^{[22
]}

Weyers, Wolfgang ^{[23
]}

Hekler, Achim

Kather, Jakob N. ^{[3
,24
]}

Froebling, Stefan

Krahl, Dieter ^{[25
,26
]}

Holland-Letz, Tim ^{[4
]}

Utikal, Jochen S. ^{[2
,5
,27
]}

Saggini, Andrea ^{[28
]}

Kutzner, Heinz ^{[28
]}

机构：

[1] German Canc Res Ctr, Digital Biomarkers Oncol Grp, Heidelberg, Germany

[2] German Canc Res Ctr, Natl Ctr Tumor Dis NCT, Heidelberg, Vic, Australia

[3] German Canc Res Ctr, Natl Ctr Tumor Dis NCT, Div Biostat, Heidelberg, Vic, Australia

[4] German Canc Res Ctr, Natl Ctr Tumor Dis NCT, Skin Canc Unit, Heidelberg, Vic, Australia

[5] Inst Curie, Dept Pathol, Paris, France

[6] Inst Curie, Dept Translat Res, Paris, France

[7] Univ Bern, Bern Univ Hosp, Dept Dermatol, Inselspital, Bern, Switzerland

[8] Heinrich Heine Univ, Fac Med, Dept Dermatol, Dusseldorf, Germany

[9] Univ Munster, Dept Dermatol, Munster, Germany

[10] Warwick Hosp, Dept Pathol, Warwick, England

[11] Univ Int Catalunya, Univ Gen Hosp Catalonia, Grp Quironsalud, Barcelona, Spain

[12] Macerata Gen Hosp, Anat Pathol Unit, Macerata, Italy

[13] Univ Paris 05, Necker Enfants Malad Hosp, AP HP, Dept Pathol, Paris, France

[14] Univ Milan, Dermatopathol Lab, Dermatol Clin, Milan, Italy

[15] Univ Hosp La Princesa, Dept Dermatol, Madrid, Spain

[16] Saarland Univ, Med Ctr, Dept Dermatol Venereol & Allergol, Homburg, Germany

[17] Osped San Bortolo, Anat & Cytopathol, Az ULSS Berica 8, Vicenza, Italy

[18] Autonomous Univ Madrid, Dermatol Dept, Fdn Jimenez Diaz, Madrid, Spain

[19] Fdn Jimenez Diaz, Serv Anat Pathol, Madrid, Spain

[20] Wake Forest Sch Med, Dermatopathol, Winston Salem, NC 27101 USA

[21] Dermpath Munchen, Munich, Germany

[22] Med Surg Ctr Lisbon, Serv Dermatol, Lisbon, Portugal

[23] Ctr Dermatopathol, Freiburg, Germany

[24] Univ Hosp RWTH Aachen, Dept Med 3, Aachen, Germany

[25] Dres Krahl Dermatopathol, Heidelberg, Germany

[26] German Canc Res Ctr, Skin Canc Unit, Heidelberg, Germany

[27] Ruprecht Karl Univ Heidelberg, Univ Med Ctr Mannheim, Dept Dermatol Venereol & Allergol, Mannheim, Germany

[28] Dermatopathol Friedrichshafen, Friedrichshafen, Germany

来源：

JOURNAL OF THE AMERICAN ACADEMY OF DERMATOLOGY | 2022年 / 86卷 / 03期

关键词：

CLASSIFICATION;

D O I：

10.1016/j.jaad.2021.02.009

中图分类号：

R75 [皮肤病学与性病学];

学科分类号：

100206 ;

摘要：

[No abstract available]

引用

页码：640 / 642

页数：3

共 5 条

[1] Machine Learning and the Cancer-Diagnosis Problem - No Gold Standard [J].

Adamson, Adewole S. ;

Welch, H. Gilbert .

NEW ENGLAND JOURNAL OF MEDICINE, 2019, 381 (24) :2285-2287

[2] Deep learning outperformed 11 pathologists in the classification of histopathological melanoma images [J].

Hekler, Achim ;

Utikal, Jochen S. ;

Enk, Alexander H. ;

Solass, Wiebke ;

Schmitt, Max ;

Klode, Joachim ;

Schadendorf, Dirk ;

Sondermann, Wiebke ;

Franklin, Cindy ;

Bestvater, Felix ;

Flaig, Michael J. ;

Krahl, Dieter ;

von Kalle, Christof ;

Froehling, Stefan ;

Brinker, Titus J. .

EUROPEAN JOURNAL OF CANCER, 2019, 118 :91-96

[3] Pathologist-level classification of histopathological melanoma images with deep neural networks [J].

Hekler, Achim ;

Utikal, Jochen Sven ;

Enk, Alexander H. ;

Berking, Carola ;

Klode, Joachim ;

Schadendorf, Dirk ;

Jansen, Philipp ;

Franklin, Cindy ;

Holland-Letz, Tim ;

Krahl, Dieter ;

von Kalle, Christof ;

Froehling, Stefan ;

Brinker, Titus Josef .

EUROPEAN JOURNAL OF CANCER, 2019, 115 :79-83

[4] Digital pathology and artificial intelligence [J].

Niazi, Muhammad Khalid Khan ;

Parwani, Anil V. ;

Gurcan, Metin N. .

LANCET ONCOLOGY, 2019, 20 (05) :E253-E261

[5] Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study [J].

Tschandl, Philipp ;

Codella, Noel ;

Akay, Bengu Nisa ;

Argenziano, Giuseppe ;

Braun, Ralph P. ;

Cabo, Horacio ;

Gutman, David ;

Halpern, Allan ;

Helba, Brian ;

Hofmann-Wellenhof, Rainer ;

Lallas, Aimilios ;

Lapins, Jan ;

Longo, Caterina ;

Malvehy, Josep ;

Marchetti, Michael A. ;

Marghoob, Ashfaq ;

Menzies, Scott ;

Oakley, Amanda ;

Paoli, John ;

Puig, Susana ;

Rinner, Christoph ;

Rosendahl, Cliff ;

Scope, Alon ;

Sinz, Christoph ;

Soyer, H. Peter ;

Thomas, Luc ;

Zalaudek, Iris ;

Kittler, Harald .

LANCET ONCOLOGY, 2019, 20 (07) :938-947

← 1 →