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Lung cancer is a leading cause of cancer-related deaths worldwide. The spread of the disease from its primary site to other parts of the lungs, known as metastasis, significantly impacts the course of treatment. Early identification of…

图像与视频处理 · 电气工程与系统科学 2024-06-18 Teddy Lazebnik , Svetlana Bunimovich-Mendrazitsky

Hepatocellular carcinoma (HCC) is the most common type of primary liver cancer and the fourth most common cause of cancer-related death worldwide. Understanding the underlying gene mutations in HCC provides great prognostic value for…

According to GHO (Global Health Observatory (GHO), the high prevalence of a large variety of diseases such as Ischaemic heart disease, stroke, lung cancer disease and lower respiratory infections have remained the top killers during the…

人工智能 · 计算机科学 2020-09-17 Mayssa Ben Kahla , Dalel Kanzari , Ahmed Maalel

Background: Stratifying cancer patients according to risk of relapse can personalize their care. In this work, we provide an answer to the following research question: How to utilize machine learning to estimate probability of relapse in…

Metastasis is a leading cause of cancer-related mortality and remains challenging to detect during early stages. Accurate identification of cancers likely to metastasize can improve treatment strategies and patient outcomes. This study…

基因组学 · 定量生物学 2024-12-03 Benjamin Osafo Agyare , Alec Chu , Blessing Oloyede

Lung cancer remains a leading cause of cancer-related deaths globally, with non-small cell lung cancer (NSCLC) being the most common subtype. This study aimed to identify key biomarkers associated with stage III NSCLC in non-smoking females…

基因组学 · 定量生物学 2024-09-02 Huili Zheng , Qimin Zhang , Yiru Gong , Zheyan Liu , Shaohan Chen

Lung cancer (LC) is a leading cause of cancer-related mortality in the United States. Accurate prediction of LC mortality rates is crucial for guiding targeted interventions and addressing health disparities. Although traditional…

Background: Lung cancer was known as primary cancers and the survival rate of cancer is about 15%. Early detection of lung cancer is the leading factor in survival rate. All symptoms (features) of lung cancer do not appear until the cancer…

人工智能 · 计算机科学 2016-01-26 Mitra Montazeri , Mahdieh Soleymani Baghshah , Ahmad Enhesari

Lung cancer, the second leading cause of cancer-related deaths, is primarily linked to long-term tobacco smoking (85% of cases). Surprisingly, 10-15% of cases occur in non-smokers. In 2020, approximately 2 million people were affected…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Imama Ajmi , Abhishek Das

Metastasis is the leading cause of cancer-related mortality, yet most predictive models rely on shallow architectures and neglect patient-specific regulatory mechanisms. Here, we integrate classical machine learning and deep learning to…

其他定量生物学 · 定量生物学 2025-12-29 Jiwei Fu , Chunyu Yang

Head and Neck Squamous Cell Carcinoma (HNSCC) is one of cancer type that is most distressing leading to acute pain, effecting speech and primary survival functions such as swallowing and breathing. The morbidity and mortality of HNSCC…

基因组学 · 定量生物学 2021-05-18 Saurav Mandal , Akshansh Gupta , Waribam Pratibha Chanu

Head and neck squamous cell carcinoma (HNSCC) presents significant challenges in clinical oncology due to its heterogeneity and high mortality rates. This study aims to leverage clinical data and machine learning (ML) principles to predict…

定量方法 · 定量生物学 2025-02-18 Naman Dhariwal , Abeyankar Giridharan

Hepatocellular carcinoma is the most spread primary liver cancer across the world ($\sim$80\% of the liver tumors). The gold standard for HCC diagnosis is liver biopsy. However, in the clinical routine, expert radiologists provide a visual…

计算机视觉与模式识别 · 计算机科学 2025-01-15 E. Sarfati , A. Bône , M-M. Rohé , C. Aubé , M. Ronot , P. Gori , I. Bloch

Lung cancer remains one of the leading causes of cancer-related mortality, yet most survival models rely only on baseline factors and overlook posttreatment variables that reflect disease progression. To address this gap, we applied Cox…

应用统计 · 统计学 2025-10-03 Varun Vishwanathan Nair , Victor Miranda Soberanis

Lung squamous cell carcinoma (LSCC) has a high recurrence and metastasis rate. Factors influencing recurrence and metastasis are currently unknown and there are no distinct histopathological or morphological features indicating the risks of…

计算机视觉与模式识别 · 计算机科学 2023-02-09 Weicheng Zhu , Carlos Fernandez-Granda , Narges Razavian

Lung cancer is a significant cause of mortality worldwide, emphasizing the importance of early detection for improved survival rates. In this study, we propose a machine learning (ML) tool trained on data from the PLCO Cancer Screening…

机器学习 · 计算机科学 2023-08-24 Pierre-Louis Benveniste , Julie Alberge , Lei Xing , Jean-Emmanuel Bibault

We have applied a little-known data transformation to subsets of the Surveillance, Epidemiology, and End Results (SEER) publically available data of the National Cancer Institute (NCI) to make it suitable input to standard machine learning…

应用统计 · 统计学 2016-06-24 David Dooling , Angela Kim , Barbara McAneny , Jennifer Webster

Machine learning (ML) is a branch of Artificial Intelligence (AI) where computers analyze data and find patterns in the data. The study focuses on the detection of metastatic cancer using ML. Metastatic cancer is the point where the cancer…

人工智能 · 计算机科学 2023-09-20 Bliss Singhal , Fnu Pooja

Prognostication for lung cancer, a leading cause of mortality, remains a complex task, as it needs to quantify the associations of risk factors and health events spanning a patient's entire life. One challenge is that an individual's…

机器学习 · 统计学 2025-08-28 Stephen Salerno , Yi Li

Lung cancer is the leading cause of cancer-related mortality worldwide. Lung cancer screening (LCS) using annual low-dose computed tomography (CT) scanning has been proven to significantly reduce lung cancer mortality by detecting cancerous…

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