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Journal : Jurnal Teknik Informatika (JUTIF)

The Role of Deep Learning in Cancer Detection: A Systematic Review of Architectures, Datasets, and Clinical Applicability Abdurrahman, Muhammad Farhan; Rianto, Yan; Hamzah, Nasir; Firmansyah, Muhammad; Prawira, Nurul Adi; Nugraha, Thomas Fajar
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.4748

Abstract

Early cancer detection continues to be a significant challenge in clinical practice due to limitation of conventional diagnostic technique that often takes time and error prone. This systematic review evaluates the efficacy of deep learning (DL) architecture and datasets to improve cancer detection and diagnosis. We performed a structural analysis on 40 high-impact research paper published in Q1 journals between 2014 and 2025, considering DL model performance, datasets, and clinical relevance. Results indicate that fundamental architectures such as convolutional neural networks (CNNs) and recurrent neural networks (RNNs) consistently report high diagnostic accuracy (>90%) on radiology- and histopathology-based imaging datasets. Conversely, DL performance on non-imaging clinical data, including electronic medical records (EMDs), is more varied. Evaluation metrics such as AUC and DICE shows the trade-off between classification precision and segmentation accuracy. Despite their potential, DL models have significant limitations in terms of generalization, interpretability, and integration within real-world clinical workflows. This review highlights the need for standardized evaluation, implementation of ethical models, and multi-modal data fusion to facilitate wider and more equitable clinical uptake of DL in cancer diagnostics.
Co-Authors A, Oky Yudi Abdurrahman, Muhammad Farhan Abiyah, Indra Adib Achmad, Amsakar Adhitya Bagus Singandaru Adibrata, Sudirman Ainul Yaqin Ali Rahman Alpino Susanto, Alpino Amri Gunasti Amrillah Andika Andika Andika, Sri Apriani, Isna Apriyandi, Putra Arif Maulana, Arif Arif Rahman Hakim Aslimah, Aslimah Aulia, Nur Afti Az Zahra, Alifia Azizah, Nur Jannah Bagus, Wahyu Bahrudin, Nugi Bhaskara, Renaldi Surya Budi Setiawan, Arip Burga, Muhammad Alqadri Catur Fatchu Ukhriyawati Chairul Abdi Dhendra Marutho Dyo Arga Nata, Muhamad EMI SALMAH Eri Sasmita Susanto Ervin Nora Susanti, Ervin Nora Farizki, Daniel Achmad Fikri, Sultoni Firdausy, Muhammad Abrar Firmansyah, Esa Frans Simangunsong Gandhi Sutjahjo Guchy, Restia Octane Gunawan, Bambang Ady Hadi, Moch. Aminuddin Haq, Ahmad Khoir Al hartanto hartanto Hendarti, Hendarti Herdinov, Adam Hidayat, Ali Akbar Hidayat, Lutfi Alvian Hikmawati, Inayah Himawan Sutanto, Himawan Ika Kartika Ilham, Ahmad Imroatul Khasanah Irhash, Irhash Irwan Irwan Ismaili, Ismaili Iwan Harsono Jati, Dian Rahayu Karim, M. Ainul KARISMAWAN, PUTU Khairunisa, Assavira Kusdiyanti, Erma L, Adinda Fitriyah Laily Purnamasari, Dewi Lubis, Almatia Efendi M. Irwan M. Irwan, M. Irwan Mahmudi, Hadi Maria, Linda Masrun Masrun masrun Maulana Al Aby, Theo Mauliddin, Rizky Akbar Maulidia, Vera Mizwar, Andi Mochammad Machlul Alamin MUAIDY YASIN, MUAIDY Muftiadi, M. Rizza Muhammad Agreindra Helmiawan Muhammad Aria Wahyudi Muhammad Iqbal Muhammad Sri Wahyudi Suliswanto Muin, Suriati Abd Musyoliha, Tuti Muzakar, Muzakar Nabela, Nabela Nabilat En Najla, Aura Nasir Hamzah Nasrul, Herni Widiyah Nilawati, Indah Nirtha Nofitasari, Solehati Nopi Stiyati Prihatini Nova, Kiky Rizky Nugraha, Nanda Nugraha, Thomas Fajar Nur Fahruqi, M. Nur Tjendani, Endah Nur, Alqadri Nuraulia, Nasyah Nurul Hasanah Octavia, Azella Nosih Paramita Sari, Paramita Paratama, Faradillah Perangin-angin, Robet Prabowo, Ien Yus Rizal Pramesti, Adelia Widya Prawira, Nurul Adi Prayitno Basuki, Prayitno Purnama, Isnan Purwanti, Irna Putra, Surya Dwi Putri, Megawati Listyana Qurrotul Aini Rahman, Ali Rasyidin, Mukhammad Hafid Rianto, Yan Ridwan Afandi Rijal, Muhammad Nor Ripai, Muhamad Rishan Adha Riza Miftahul Khair Rizki Eka Putra, Rizki Eka Rizky Firdaus, Rizky Rizqi Puteri Mahyudin Rosdiana Rosdiana S, Raja Eko Dwi SABINA, VINA Sadiq, Ahmad Safitri, Nur Aprilia Sahri Sahri Sahri Sahrudin, Sahrudin Saputra, Irwansyah Sari, Nova Puspita Savira, Aora Septiyani, Santi Sikin, Muhamad Simamora, Andika Sri Langgeng Ratnasari St. Maryam, St. Subhan Purwadinata, Subhan Suhana Suhana Supardi, Sudarman Suphia, Suphia Suriani, Suci T, Thoyyibah Tanjung , Yanto Titi Yuniarti, Titi Ul Walidaien, Syifa Ulfa, Yakut Nahdiana Ulumuddin, Mochammad Fatih Wahidin Wahidin Wahyuni , Hera Watono Widari, Baiq Widyanor, Julian Yahya, Helmi Yusuf, Maskur Zara Tania Rahmadi