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Multi-Cohort Framework with Cohort-Aware Attention and Adversarial Mutual-Information Minimization for Whole Slide Image Classification

Autor: Peled, Sharon, Maruvka, Yosef E., Freiman, Moti

Whole Slide Images (WSIs) are critical for various clinical applications, including histopathological analysis. However, current deep learning approaches in this field predominantly focus on individual tumor types, limiting model generalization and s

Externí odkaz: http://arxiv.org/abs/2409.11119

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CIMIL-CRC: a clinically-informed multiple instance learning framework for patient-level colorectal cancer molecular subtypes classification from H\&E stained images

Autor: Hezi, Hadar, Gelber, Matan, Balabanov, Alexander, Maruvka, Yosef E., Freiman, Moti

Treatment approaches for colorectal cancer (CRC) are highly dependent on the molecular subtype, as immunotherapy has shown efficacy in cases with microsatellite instability (MSI) but is ineffective for the microsatellite stable (MSS) subtype. There i

Externí odkaz: http://arxiv.org/abs/2401.16131

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Exploring the Interplay Between Colorectal Cancer Subtypes Genomic Variants and Cellular Morphology: A Deep-Learning Approach

Autor: Hezi, Hadar, Shats, Daniel, Gurevich, Daniel, Maruvka, Yosef E., Freiman, Moti

Molecular subtypes of colorectal cancer (CRC) significantly influence treatment decisions. While convolutional neural networks (CNNs) have recently been introduced for automated CRC subtype identification using H&E stained histopathological images, t

Externí odkaz: http://arxiv.org/abs/2303.14703

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Patient-level Microsatellite Stability Assessment from Whole Slide Images By Combining Momentum Contrast Learning and Group Patch Embeddings

Autor: Shats, Daniel, Hezi, Hadar, Shani, Guy, Maruvka, Yosef E., Freiman, Moti

Assessing microsatellite stability status of a patient's colorectal cancer is crucial in personalizing treatment regime. Recently, convolutional-neural-networks (CNN) combined with transfer-learning approaches were proposed to circumvent traditional

Externí odkaz: http://arxiv.org/abs/2208.10429

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Akademický článek

The landscape of primary mismatch repair deficient gliomas in children, adolescents, and young adults: a multi-cohort study

Autor: Negm, Logine ^a, Chung, Jiil ^a, Nobre, Liana ^e, Bennett, Julie ^a, Fernandez, Nicholas R ^a, Nunes, Nuno Miguel ^a, Liu, Zhihui Amy ^f, Komosa, Martin ^a, Aronson, Melyssa ^g, Zhang, Cindy ^a, Stengs, Lucie ^a, Bianchi, Vanessa ^a, Edwards, Melissa ^a, Doherty, Sheradan ^a, Ercan, Ayse Bahar ^a, Cardenas, Maria F ^h, Macias, Michael ^h, Lueder, Matthew R ⁱ, Ku, Michelle ^a, Johnson, Monique ^a, Chang, Yuan ^a, Dimayacyac, Jose Rafael ^a, Kraya, Adam A ⁱ, Guo, Yiran ⁱ, Naky, Stav ^j, Keith, Julia ^k, Gao, Andrew F ^k, Munoz, David G ^k, Nguyen, Lananh ^k, Tsang, Derek S ^l, Lim-Fat, Mary Jane ^m, Das, Sunit ⁿ, Shlien, Adam ^b, Ramaswamy, Vijay ^a, Huang, Annie ^a, Malkin, David ^c, Villani, Anita ^c, Ertl-Wagner, Birgit ^d, Levine, Adrian ^a, Robinson, Giles W ^h, Pollock, Brad H ^o, Spector, Logan G ^p, Sei, Shizuko ^q, Dirks, Peter B ^a, Getz, Gad ^r, Nichols, Kim E ^h, Resnick, Adam C ⁱ, Wheeler, David A ^h, Das, Anirban ^a, Maruvka, Yosef E ^j, Hawkins, Cynthia ^{a, †}, Tabori, Uri ^{a, †, *}

Publikováno v: In The Lancet Oncology January 2025 26(1):123-135

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Akademický článek

CIMIL-CRC: A clinically-informed multiple instance learning framework for patient-level colorectal cancer molecular subtypes classification from H&E stained images

Autor: Hezi, Hadar, Gelber, Matan, Balabanov, Alexander, Maruvka, Yosef E., Freiman, Moti

Publikováno v: In Computer Methods and Programs in Biomedicine February 2025 259

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Akademický článek

Strategi Pemertahanan Nilai Sosial Bagi Petani Lahan Kering: Tantangan dan Harapan

Autor: Herman Y. Utang, Lasarus Jehamat, Yosef E. Jelahut, Felisianus E. Jelahut

Publikováno v: Jurnal Socius: Journal of Sociology Research and Education, Vol 10, Iss 2, Pp 73-82 (2023)

Dinamika pembangunan masyarakat desa selalu dalam proses ada dan menjadi. Masyarakat desa senantiasa mencari keseimbangan hidupnya sendiri di tengah gempuran krisis, tantangan dan pengaruh perubahan global. Begitu pula dengan petani lahan kering; kem

Externí odkaz: https://doaj.org/article/b274e6e8b9c84684a050ed2771f1faf8

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