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Aguilar K, Sharma AK, Yang T, Mehta D, Panda CS, Lokeshwar VB. Teaching an Old Drug a New Trick: Targeting Treatment Resistance in Genitourinary Cancers. JOURNAL OF CELLULAR SIGNALING 2024; 5:51-56. [PMID: 38726221 PMCID: PMC11081427 DOI: 10.33696/signaling.5.112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/12/2024]
Abstract
In the quest for improving the clinical outcome of patients with metastatic genitourinary cancers, including metastatic renal cell carcinoma (mRCC), the emphasis often is on finding new targeted therapies. However, two studies by Jordan et al. (Oncogenesis 2020) and Wang et al. (Cancer Cell Int 2022) demonstrate the feasibility of improving the efficacy of a modestly effective drug Sorafenib against mRCC by attacking a mechanism hijacked by RCC cells for inactivating Sorafenib. The studies also identified hyaluronic acid synthase -3 (HAS3) as a bonafide target of Sorafenib in RCC cells. The studies demonstrate that an over-the-counter drug Hymecromone (4-methylumbelliferone) blocks inactivation of Sorafenib in RCC cells and improves its efficacy against mRCC through the inhibition of HAS3 expression and HA signaling. In the broader context, improving the efficacy of "old and failed drugs" that have favorable safety profiles should increase the availability of effective treatments for patients with advanced cancers.
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Affiliation(s)
- Karina Aguilar
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, Augusta, GA, 1410 Laney Walker Blvd., 30912, USA
| | - Anuj K. Sharma
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, Augusta, GA, 1410 Laney Walker Blvd., 30912, USA
| | - Tianyu Yang
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, Augusta, GA, 1410 Laney Walker Blvd., 30912, USA
| | - Dipen Mehta
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, Augusta, GA, 1410 Laney Walker Blvd., 30912, USA
| | - Chandramukhi S. Panda
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, Augusta, GA, 1410 Laney Walker Blvd., 30912, USA
| | - Vinata B. Lokeshwar
- Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, Augusta, GA, 1410 Laney Walker Blvd., 30912, USA
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Kano M, Nishibe T, Iwahashi T, Maekawa K, Nakano Y, Matsumoto R, Fujiyoshi T, Ogino H, Kato N, Dardik A. Association of simple renal cysts to aneurysm sac shrinkage in true thoracic aortic aneurysms after thoracic endovascular aortic repair. J Vasc Surg 2023; 78:624-632. [PMID: 37116594 DOI: 10.1016/j.jvs.2023.02.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Revised: 02/20/2023] [Accepted: 02/23/2023] [Indexed: 04/30/2023]
Abstract
BACKGROUND An increased prevalence of thoracic aortic aneurysms (TAA) has been demonstrated in patients with simple renal cysts (SRC); patients with SRC have a less elastic aortic wall than those without SRC. The purpose of this study was to evaluate aneurysm sac shrinkage after thoracic endovascular aortic repair (TEVAR) for true TAA in patients with and without SRC. METHODS One hundred three patients with true aneurysms of the thoracic aorta who underwent TEVAR at our university hospital from November 2013 to December 2021 were included in this study. Aneurysm sac size was compared between that on baseline preoperative computed tomography and that on postoperative computed tomography scans at 1 year. A change in aneurysm sac size ≥5 mm was considered to be significant, whether due to expansion or shrinkage. RESULTS The patients were divided into two groups: those with SRC (46 patients [45%]) and those without SRC (57 patients [55%]). At 1 year, there was a significant difference in the proportion of aneurysm sac shrinkage between patients with SRC and those without SRC (23.9% vs 59.6%; P < .001). Patients with SRC showed significantly less aneurysm sac shrinkage than those without SRC (-1.8 ± 5.6 mm vs -5.1 ± 6.6 mm; P = .009). Univariable and multivariable analyses showed that the initial sac diameter (odds ratio, 1.08; 95% confidence interval, 1.03-1.14; P = .002) and the presence of SRC (odds ratio, 0.15; 95% confidence interval, 0.06-0.40; P < .001) were positively and negatively associated with aneurysm sac shrinkage after TEVAR, respectively. CONCLUSIONS The presence of a SRC was independently associated with failure of aneurysm sac shrinkage after TEVAR for true TAA. This suggests that the presence of a SRC may be a predictor for the failure of aneurysm sac shrinkage after TEVAR.
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Affiliation(s)
- Masaki Kano
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan.
| | - Toshiya Nishibe
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan; Faculty of Medical Informatics, Hokkaido Information University, Ebetsu, Hokkaido, Japan
| | - Toru Iwahashi
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan
| | - Koki Maekawa
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan
| | - Yu Nakano
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan
| | - Ryumon Matsumoto
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan
| | - Toshiki Fujiyoshi
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan
| | - Hitoshi Ogino
- Department of Cardiovascular Surgery, Tokyo Medical University, Shinjuku-ku, Tokyo, Japan
| | - Nobuhiko Kato
- Faculty of Medical Informatics, Hokkaido Information University, Ebetsu, Hokkaido, Japan
| | - Alan Dardik
- Department of Surgery, Yale University School of Medicine, New Haven, CT
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Wang J, Jordan AR, Zhu H, Hasanali SL, Thomas E, Lokeshwar SD, Morera DS, Alexander S, McDaniels J, Sharma A, Aguilar K, Sarcan S, Zhu T, Soloway MS, Terris MK, Thangaraju M, Lopez LE, Lokeshwar VB. Targeting hyaluronic acid synthase-3 (HAS3) for the treatment of advanced renal cell carcinoma. Cancer Cell Int 2022; 22:421. [PMID: 36581895 PMCID: PMC9801563 DOI: 10.1186/s12935-022-02818-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 11/30/2022] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Hyaluronic acid (HA) promotes cancer metastasis; however, the currently approved treatments do not target HA. Metastatic renal carcinoma (mRCC) is an incurable disease. Sorafenib (SF) is a modestly effective antiangiogenic drug for mRCC. Although only endothelial cells express known SF targets, SF is cytotoxic to RCC cells at concentrations higher than the pharmacological-dose (5-µM). Using patient cohorts, mRCC models, and SF combination with 4-methylumbelliferone (MU), we discovered an SF target in RCC cells and targeted it for treatment. METHODS We analyzed HA-synthase (HAS1, HAS2, HAS3) expression in RCC cells and clinical (n = 129), TCGA-KIRC (n = 542), and TCGA-KIRP (n = 291) cohorts. We evaluated the efficacy of SF and SF plus MU combination in RCC cells, HAS3-transfectants, endothelial-RCC co-cultures, and xenografts. RESULTS RCC cells showed increased HAS3 expression. In the clinical and TCGA-KIRC/TCGA-KIRP cohorts, higher HAS3 levels predicted metastasis and shorter survival. At > 10-µM dose, SF inhibited HAS3/HA-synthesis and RCC cell growth. However, at ≤ 5-µM dose SF in combination with MU inhibited HAS3/HA synthesis, growth of RCC cells and endothelial-RCC co-cultures, and induced apoptosis. The combination inhibited motility/invasion and an HA-signaling-related invasive-signature. We previously showed that MU inhibits SF inactivation in RCC cells. While HAS3-knockdown transfectants were sensitive to SF, ectopic-HAS3-expression induced resistance to the combination. In RCC models, the combination inhibited tumor growth and metastasis with little toxicity; however, ectopic-HAS3-expressing tumors were resistant. CONCLUSION HAS3 is the first known target of SF in RCC cells. In combination with MU (human equivalent-dose, 0.6-1.1-g/day), SF targets HAS3 and effectively abrogates mRCC.
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Affiliation(s)
- Jiaojiao Wang
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA ,grid.513391.c0000 0004 8339 0314Present Address: Maoming People’s Hospital, Maoming, China
| | - Andre R. Jordan
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA ,grid.265219.b0000 0001 2217 8588Present Address: Tulane University School of Medicine, New Orleans, USA
| | - Huabin Zhu
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA ,grid.432444.1Present Address: Advanced RNA Technologies, Boulder, USA
| | - Sarrah L. Hasanali
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA ,grid.63368.380000 0004 0445 0041Present Address: Houston Methodist Hospital, Houston, USA
| | - Eric Thomas
- grid.410427.40000 0001 2284 9329Division of Urology, Department of Surgery, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Augusta, GA 30912 USA
| | - Soum D. Lokeshwar
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA ,grid.47100.320000000419368710Present Address: Yale University School of Medicine, New Haven, USA
| | - Daley S. Morera
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Sung Alexander
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Joseph McDaniels
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Anuj Sharma
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Karina Aguilar
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Semih Sarcan
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Tianyi Zhu
- Greenbrier High School, Evans, GA 30809 USA
| | - Mark S. Soloway
- grid.489080.d0000 0004 0444 4637Memorial Healthcare System, Aventura, FL 33180 USA
| | - Martha K. Terris
- grid.410427.40000 0001 2284 9329Division of Urology, Department of Surgery, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Augusta, GA 30912 USA
| | - Muthusamy Thangaraju
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Luis E. Lopez
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
| | - Vinata B. Lokeshwar
- grid.410427.40000 0001 2284 9329Department of Biochemistry and Molecular Biology, Medical College of Georgia, Augusta University, 1410 Laney Walker Blvd, Room CN 1177A, Augusta, GA 30912 USA
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Liao Y, Liu Z, Ye W, Huang Z, Wang J. Exploring the Characteristics of Monkeypox-Related Genes in Pan-Cancer. Cells 2022; 11:3909. [PMID: 36497164 PMCID: PMC9740123 DOI: 10.3390/cells11233909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 11/22/2022] [Accepted: 11/26/2022] [Indexed: 12/12/2022] Open
Abstract
Monkeypox, an infectious virus that is a member of the Poxviridae family, has raised great threats to humans. Compared to the known oncoviruses, the relationship between monkeypox and cancer still remains obscure. Hence, in this study, we analyzed the multi-omics data from the Cancer Genome Atlas (TCGA) database by using genomic and transcriptomic approaches to comprehensively assess the monkeypox-related genes (MRGs) in tumor samples from 33 types of cancers. Based on the results, the expression of MRGs was highly correlated with the immune infiltration and could be further utilized to predict survival in cancer patients. Furthermore, it was shown that tumorigenesis and patient survival were frequently associated with the genomic alterations of MRGs. Moreover, pathway analysis showed that MRGs participated in the regulation of apoptosis, cell cycle, Epithelial to Mesenchymal Transition (EMT), DNA damage, and hormone androgen receptor (AR), as well as RAS/MAPK and RTK signaling pathways. Besides, we also developed the prognostic features and consensus clustering clusters of MRGs in cancers. Lastly, by mining the cancer drug sensitivity genomics database, we further identified a series of candidate drugs that may target MRGs. Collectively, this study revealed genomic alterations and clinical features of MRGs, which may provide new hints to explore the potential molecular mechanisms between viruses and cancers as well as to provide new clinical guidance of cancer patients who also face the threats during the monkeypox epidemic.
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Affiliation(s)
- Yong Liao
- Center of Scientific Research, Maoming People’s Hospital, Maoming 525000, China
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory of Computer-Aided Drug Design of Dongguan City, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, Guangdong Medical University, Dongguan 523808, China
| | - Zhiping Liu
- Guangdong Province Key Laboratory of Pharmacodynamic Constituents of TCM and New Drugs Research, College of Pharmacy, Jinan University, Guangzhou 510000, China
| | - Weile Ye
- Guangdong Province Key Laboratory of Pharmacodynamic Constituents of TCM and New Drugs Research, College of Pharmacy, Jinan University, Guangzhou 510000, China
| | - Zunnan Huang
- Key Laboratory of Big Data Mining and Precision Drug Design of Guangdong Medical University, Key Laboratory of Computer-Aided Drug Design of Dongguan City, Key Laboratory for Research and Development of Natural Drugs of Guangdong Province, Guangdong Medical University, Dongguan 523808, China
| | - Jiaojiao Wang
- Center of Scientific Research, Maoming People’s Hospital, Maoming 525000, China
- Guangdong Province Key Laboratory of Pharmacodynamic Constituents of TCM and New Drugs Research, College of Pharmacy, Jinan University, Guangzhou 510000, China
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5
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Sun H, Zheng J, Xiao J, Yue J, Shi Z, Xuan Z, Chen C, Zhao Y, Tang W, Ye S, Li J, Deng Q, Zhang L, Zhu F, Shao C. TOPK/PBK is phosphorylated by ERK2 at serine 32, promotes tumorigenesis and is involved in sorafenib resistance in RCC. Cell Death Dis 2022; 13:450. [PMID: 35546143 PMCID: PMC9095598 DOI: 10.1038/s41419-022-04909-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Revised: 04/18/2022] [Accepted: 05/03/2022] [Indexed: 12/14/2022]
Abstract
TOPK/PBK (T-LAK Cell-Originated Protein Kinase) is a serine/threonine kinase that is highly expressed in a variety of human tumors and is associated with poor prognosis in many types of human malignancies. Its activation mechanism is not yet fully understood. A bidirectional signal transduced between TOPK and ERK2 (extracellular signal-regulated kinase 2) has been reported, with ERK2 able to phosphorylate TOPK at the Thr9 residue. However, mutated TOPK at Thr9 cannot repress cellular transformation. In the present study, Ser32 was revealed to be a novel phosphorylated site on TOPK that could be activated by ERK2. Phospho-TOPK (S32) was found to be involved in the resistance of renal cell carcinoma (RCC) to sorafenib. Herein, combined a TOPK inhibitor with sorafenib could promoted the apoptosis of sorafenib-resistant RCC. High expression of HGF/c-met contributes to activation of p-TOPK (S32) during the development of sorafenib resistance in RCC. The current research presents a possible mechanism of sorafenib resistance in RCC and identifies a potential diagnostic marker for predicting sorafenib resistance in RCC, providing a valuable supplement for the clinically targeted treatment of advanced RCC.
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Affiliation(s)
- Huimin Sun
- Central Laboratory, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
- The Key Laboratory for Endocrine-Related Cancer precision Medicine of Xiamen, Xiamen, 361102, Fujian, China
| | - Jianzhong Zheng
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Juanjuan Xiao
- Cancer Research Institute, the Affiliated Hospital of Guilin Medical University, Guilin, 541001, Guangxi, China
- Guangxi Health Commission Key Laboratory of Novel Onco-Kinases in Target Therapy, the Affiliated Hospital of Guilin Medical University, Guilin, 541001, Guangxi, China
| | - Juntao Yue
- Department of Urology, 985th hospital of PLA, Taiyuan, 030002, Shanxi, China
| | - Zhiyuan Shi
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Zuodong Xuan
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Chen Chen
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Yue Zhao
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Wenbin Tang
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Shaopei Ye
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Jinxin Li
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China
| | - Qiumin Deng
- The Key Laboratory for Endocrine-Related Cancer precision Medicine of Xiamen, Xiamen, 361102, Fujian, China
- School of Medicine, Xiamen University, Xiamen, 361102, Fujian, China
| | - Lei Zhang
- Department of Public healthy, Xiamen University, Xiamen, 361102, Fujian, China
| | - Feng Zhu
- Cancer Research Institute, the Affiliated Hospital of Guilin Medical University, Guilin, 541001, Guangxi, China.
- Guangxi Health Commission Key Laboratory of Novel Onco-Kinases in Target Therapy, the Affiliated Hospital of Guilin Medical University, Guilin, 541001, Guangxi, China.
- Guangxi Key Laboratory of Molecular Medicine in Liver Injury and Repair, the Affiliated Hospital of Guilin Medical University, Guilin, 541001, Guangxi, China.
| | - Chen Shao
- Department of Urology, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China.
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Chen RJ, Lu MY, Wang J, Williamson DFK, Rodig SJ, Lindeman NI, Mahmood F. Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis. IEEE TRANSACTIONS ON MEDICAL IMAGING 2022; 41:757-770. [PMID: 32881682 DOI: 10.1109/tmi.2020.3021387] [Citation(s) in RCA: 147] [Impact Index Per Article: 49.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
Cancer diagnosis, prognosis, mymargin and therapeutic response predictions are based on morphological information from histology slides and molecular profiles from genomic data. However, most deep learning-based objective outcome prediction and grading paradigms are based on histology or genomics alone and do not make use of the complementary information in an intuitive manner. In this work, we propose Pathomic Fusion, an interpretable strategy for end-to-end multimodal fusion of histology image and genomic (mutations, CNV, RNA-Seq) features for survival outcome prediction. Our approach models pairwise feature interactions across modalities by taking the Kronecker product of unimodal feature representations, and controls the expressiveness of each representation via a gating-based attention mechanism. Following supervised learning, we are able to interpret and saliently localize features across each modality, and understand how feature importance shifts when conditioning on multimodal input. We validate our approach using glioma and clear cell renal cell carcinoma datasets from the Cancer Genome Atlas (TCGA), which contains paired whole-slide image, genotype, and transcriptome data with ground truth survival and histologic grade labels. In a 15-fold cross-validation, our results demonstrate that the proposed multimodal fusion paradigm improves prognostic determinations from ground truth grading and molecular subtyping, as well as unimodal deep networks trained on histology and genomic data alone. The proposed method establishes insight and theory on how to train deep networks on multimodal biomedical data in an intuitive manner, which will be useful for other problems in medicine that seek to combine heterogeneous data streams for understanding diseases and predicting response and resistance to treatment. Code and trained models are made available at: https://github.com/mahmoodlab/PathomicFusion.
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He Y, Luo Y, Huang L, Zhang D, Wang X, Ji J, Liang S. New frontiers against sorafenib resistance in renal cell carcinoma: From molecular mechanisms to predictive biomarkers. Pharmacol Res 2021; 170:105732. [PMID: 34139345 DOI: 10.1016/j.phrs.2021.105732] [Citation(s) in RCA: 37] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 06/08/2021] [Accepted: 06/11/2021] [Indexed: 02/08/2023]
Abstract
Renal cell carcinoma (RCC) is a highly vascularized tumor and prone to distant metastasis. Sorafenib is the first targeted multikinase inhibitor and first-line chemical drug approved for RCC therapy. In fact, only a small number of RCC patients benefit significantly from sorafenib treatment, while the growing prevalence of sorafenib resistance has become a major obstacle for drug therapy effectivity of sorafenib. The molecular mechanisms of sorafenib resistance in RCC are not completely understood by now. Herein, we comprehensively summarize the underlying mechanisms of sorafenib resistance and molecular biomarkers for predicting sorafenib responsiveness. Moreover, we outline strategies suitable for overcoming sorafenib resistance and prospect potential approaches for identifying biomarkers associated with sorafenib resistance in RCC, which contributes to guide individualized and precision drug therapy.
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Affiliation(s)
- Yu He
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu 610041, PR China.
| | - Yang Luo
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu 610041, PR China.
| | - Lan Huang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu 610041, PR China.
| | - Dan Zhang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu 610041, PR China.
| | - Xixi Wang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu 610041, PR China.
| | - Jiayi Ji
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu 610041, PR China.
| | - Shufang Liang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu 610041, PR China.
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8
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Wheeler SB, Spees LP, Jackson BE, Baggett CD, Wilson LE, Greiner MA, Kaye DR, Zhang T, George D, Scales CD, Pritchard JE, Dinan MA. Patterns and Predictors of Oral Anticancer Agent Use in Diverse Patients With Metastatic Renal Cell Carcinoma. JCO Oncol Pract 2021; 17:e1895-e1904. [PMID: 34138665 DOI: 10.1200/op.20.01082] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
PURPOSE Availability of targeted oral anticancer agents (OAAs) has transformed care for patients with metastatic renal cell carcinoma (mRCC). Our objective was to identify patterns and predictors of OAA use within 12 months after mRCC was detected to understand real-world adoption of OAAs. METHODS We used a novel, North Carolina cancer registry-linked multipayer claims data resource to examine patterns of use of five oral therapies among patients with mRCC diagnosed in 2006-2015, with claims through 2016. Patients were required to have 12 months of continuous enrollment before metastatic index date. Log-Poisson models estimated unadjusted and adjusted risk ratios (RRs) for associations between patient characteristics and OAA use. In sensitivity analyses, we used a competing risk framework to estimate adjusted risk differences in OAA use. RESULTS Our population-based study of 713 patients demonstrated low (37%) OAA use during the first year after metastatic index date among both publicly and privately insured patients, with shifting patterns of use consistent with regulatory approvals over time. Compared with patients age 18-49 years, patients age 70-74 years were half likely to use OAAs (95% confidence limit [CL], 0.34 to 0.78) and patients age 80+ years were 71% less likely to use OAAs (95% CL, 0.17 to 0.50). Patients with two comorbidities (RR, 0.73; 95% CL, 0.55 to 0.98) and those with 3+ comorbidities (RR, 0.68; 95% CL, 0.50 to 0.91) were less likely to receive OAA than those without comorbidities. Patients with higher frailty also had lower OAA utilization (RR, 0.67; 95% CL, 0.52 to 0.85). CONCLUSION These findings suggest a need to better understand the system-level and provider-level drivers of OAA underuse, as well as OAA adherence and associated survival.
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Affiliation(s)
- Stephanie B Wheeler
- Department of Health Policy and Management, Gillings School of Global Public Health, University of North Carolina at Chapel Hill (UNC-CH), Chapel Hill, NC.,Lineberger Comprehensive Cancer Center, UNC-CH, Chapel Hill, NC
| | - Lisa P Spees
- Department of Health Policy and Management, Gillings School of Global Public Health, University of North Carolina at Chapel Hill (UNC-CH), Chapel Hill, NC.,Lineberger Comprehensive Cancer Center, UNC-CH, Chapel Hill, NC
| | | | - Christopher D Baggett
- Lineberger Comprehensive Cancer Center, UNC-CH, Chapel Hill, NC.,Department of Epidemiology, Gillings School of Global Public Health, UNC-CH, Chapel Hill, NC
| | - Lauren E Wilson
- Department of Population Health Sciences, Duke University School of Medicine, Durham, NC
| | - Melissa A Greiner
- Department of Population Health Sciences, Duke University School of Medicine, Durham, NC
| | - Deborah R Kaye
- Department of Medicine, Duke University School of Medicine, Durham, NC.,Department of Surgery (Urology), Duke University School of Medicine, Durham, NC
| | - Tian Zhang
- Department of Surgery (Urology), Duke University School of Medicine, Durham, NC.,Duke Cancer Institute Center for Prostate and Urologic Cancers, Durham, NC
| | - Daniel George
- Department of Surgery (Urology), Duke University School of Medicine, Durham, NC.,Duke Cancer Institute Center for Prostate and Urologic Cancers, Durham, NC
| | - Charles D Scales
- Department of Population Health Sciences, Duke University School of Medicine, Durham, NC.,Duke Cancer Institute Center for Prostate and Urologic Cancers, Durham, NC
| | - Jessica E Pritchard
- Department of Population Health Sciences, Duke University School of Medicine, Durham, NC
| | - Michaela A Dinan
- Department of Population Health Sciences, Duke University School of Medicine, Durham, NC.,Duke Cancer Institute, Durham, NC
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