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Full-Text Articles in Medicine and Health Sciences

Artificial Image Objects For Classification Of Breast Cancer Biomarkers With Transcriptome Sequencing Data And Convolutional Neural Network Algorithms, Xiangning Chen, Daniel G. Chen, Zhongming Zhao, Justin M. Balko, Jingchun Chen Oct 2021

Artificial Image Objects For Classification Of Breast Cancer Biomarkers With Transcriptome Sequencing Data And Convolutional Neural Network Algorithms, Xiangning Chen, Daniel G. Chen, Zhongming Zhao, Justin M. Balko, Jingchun Chen

School of Medicine Faculty Publications

Background: Transcriptome sequencing has been broadly available in clinical studies. However, it remains a challenge to utilize these data effectively for clinical applications due to the high dimension of the data and the highly correlated expression between individual genes. Methods: We proposed a method to transform RNA sequencing data into artificial image objects (AIOs) and applied convolutional neural network (CNN) algorithms to classify these AIOs. With the AIO technique, we considered each gene as a pixel in an image and its expression level as pixel intensity. Using the GSE96058 (n = 2976), GSE81538 (n = 405), and GSE163882 (n = …


Palliative Care And Life-Sustaining/Local Procedures In Colorectal Cancer In The United States Hospitals: A Ten-Year Perspective, Zahra Mojtahedi, Ja Seol Koo, Ji Yoo, Pearl Kim, Hee-Taik Kang, Jinwook Hwang, Moon Kyung Joo, Jay J. Shen Oct 2021

Palliative Care And Life-Sustaining/Local Procedures In Colorectal Cancer In The United States Hospitals: A Ten-Year Perspective, Zahra Mojtahedi, Ja Seol Koo, Ji Yoo, Pearl Kim, Hee-Taik Kang, Jinwook Hwang, Moon Kyung Joo, Jay J. Shen

School of Medicine Faculty Publications

Background: In recent years, palliative care utilization has been increasing while life-sustaining/local procedures have been declining at the end of life. Palliative care utilization widely varies based on tumor type. Limited information is available on inpatient palliative care in colorectal cancer. Aims: This study investigated inpatient palliative care utilization and its association with patient demographics, hospital charges, and procedures among colorectal cancer patients admitted to US hospitals between 2008 and 2017. Receipt of life-sustaining and local procedures and surgeries were also investigated during the ten years. Methods: Data were extracted from the National inpatient sample (NIS) database containing de-identified information …


Does Low Income Effects 5-Year Mortality Of Hepatocellular Carcinoma Patients?, Dong Jun Kim, Ji Won Yoo, Jong Wha Chang, Takashi Yamashita, Eun-Cheol Park, Kyu-Tae Han, Seung Ju Kim, Sun Jung Kim Sep 2021

Does Low Income Effects 5-Year Mortality Of Hepatocellular Carcinoma Patients?, Dong Jun Kim, Ji Won Yoo, Jong Wha Chang, Takashi Yamashita, Eun-Cheol Park, Kyu-Tae Han, Seung Ju Kim, Sun Jung Kim

School of Medicine Faculty Publications

Background: In Korea, the universal health system offers coverage to all members of society. Despite this, it is unclear whether risk of death from hepatocellular carcinoma (HCC) varies depending on income. We evaluated the impact of low income on HCC mortality. Methods: The Korean National Health Insurance sampling cohort was used to identify new HCC cases (n = 7325) diagnosed between 2004 and 2008, and the Korean Community Health Survey data were used to investigate community-level effects. The main outcome was 5-year all-cause mortality risk, and Cox proportional hazard models were applied to investigate the individual- and community-level factors associated …


Cancer Survivorship In Hematologic Malignancies: Lifestyle Changes After Diagnosis, Pannaga Malalur, Manas Agastya, Sandhya Wahi-Gururaj, Chad L. Cross, Delva Deauna-Limayo, Edwin C. Kingsley Feb 2021

Cancer Survivorship In Hematologic Malignancies: Lifestyle Changes After Diagnosis, Pannaga Malalur, Manas Agastya, Sandhya Wahi-Gururaj, Chad L. Cross, Delva Deauna-Limayo, Edwin C. Kingsley

School of Medicine Faculty Publications

© 2020 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. Background: Studies show that patients make lifestyle changes soon after certain solid tumor diagnoses, suggesting that this may be a teachable moment to motivate and promote healthy behaviors. There is a paucity of data regarding changes made after a diagnosis of a hematologic malignancy. Methods: A cross-sectional study of 116 patients at a community oncology center who completed anonymous questionnaires was performed. Questions addressed lifestyle choices made with respect to smoking, alcohol consumption, recreational drug use, diet, and exercise habits before and after diagnosis of a hematologic …