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Browsing by Subject "Cancer systems biology"
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Item A human skeletal muscle stem/myotube model reveals multiple signaling targets of cancer secretome in skeletal muscle(Elsevier, 2023-03-31) Wang, Ruizhong; Kumar, Brijesh; Bhat-Nakshatri, Poornima; Khatpe, Aditi S.; Murphy, Michael P.; Wanczyk, Kristen E.; Simpson, Edward; Chen, Duojiao; Gao, Hongyu; Liu, Yunlong; Doud, Emma H.; Mosley, Amber L.; Nakshatri, Harikrishna; Surgery, School of MedicineSkeletal muscle dysfunction or reprogramming due to the effects of the cancer secretome is observed in multiple malignancies. Although mouse models are routinely used to study skeletal muscle defects in cancer, because of species specificity of certain cytokines/chemokines in the secretome, a human model system is required. Here, we establish simplified multiple skeletal muscle stem cell lines (hMuSCs), which can be differentiated into myotubes. Using single nuclei ATAC-seq (snATAC-seq) and RNA-seq (snRNA-seq), we document chromatin accessibility and transcriptomic changes associated with the transition of hMuSCs to myotubes. Cancer secretome accelerated stem to myotube differentiation, altered the alternative splicing machinery and increased inflammatory, glucocorticoid receptor, and wound healing pathways in hMuSCs. Additionally, cancer secretome reduced metabolic and survival pathway associated miR-486, AKT, and p53 signaling in hMuSCs. hMuSCs underwent myotube differentiation when engrafted into NSG mice and thus providing a humanized in vivo skeletal muscle model system to study cancer cachexia.Item Durotaxis and extracellular matrix degradation promote the clustering of cancer cells(Elsevier, 2025-01-24) Potomkin, Mykhailo; Kim, Oleg; Klymenko, Yuliya; Alber, Mark; Aranson, Igor S.; Obstetrics and Gynecology, School of MedicineEarly stages of metastasis depend on the collective behavior of cancer cells and their interaction with the extracellular matrix (ECM). Cancer cell clusters are known to exhibit higher metastatic potential than single cells. To explore clustering dynamics, we developed a calibrated computational model describing how motile cancer cells biochemically and biomechanically interact with the ECM during the initial invasion phase, including ECM degradation and mechanical remodeling. The model reveals that cluster formation time, size, and shape are influenced by ECM degradation rates and cellular compliance to external stresses (durotaxis). The results align with experimental observations, demonstrating distinct cell trajectories and cluster morphologies shaped by biomechanical parameters. The simulations provide valuable insights into cancer invasion dynamics and may suggest potential therapeutic strategies targeting early-stage invasive cells.Item Genomic analysis of human brain metastases treated with stereotactic radiosurgery reveals unique signature based on treatment failure(Elsevier, 2024-03-27) Shireman, Jack M.; White, Quinn; Ni, Zijian; Mohanty, Chitrasen; Cai, Yujia; Zhao, Lei; Agrawal, Namita; Gonugunta, Nikita; Wang, Xiaohu; Mccarthy, Liam; Kasulabada, Varshitha; Pattnaik, Akshita; Ahmed, Atique U.; Miller, James; Kulwin, Charles; Cohen-Gadol, Aaron; Payner, Troy; Lin, Chih-Ta; Savage, Jesse J.; Lane, Brandon; Shiue, Kevin; Kamer, Aaron; Shah, Mitesh; Iyer, Gopal; Watson, Gordon; Kendziorski, Christina; Dey, Mahua; Radiation Oncology, School of MedicineStereotactic radiosurgery (SRS) has been shown to be efficacious for the treatment of limited brain metastasis (BM); however, the effects of SRS on human brain metastases have yet to be studied. We performed genomic analysis on resected brain metastases from patients whose resected lesion was previously treated with SRS. Our analyses demonstrated for the first time that patients possess a distinct genomic signature based on type of treatment failure including local failure, leptomeningeal spread, and radio-necrosis. Examination of the center and peripheral edge of the tumors treated with SRS indicated differential DNA damage distribution and an enrichment for tumor suppressor mutations and DNA damage repair pathways along the peripheral edge. Furthermore, the two clinical modalities used to deliver SRS, LINAC and GK, demonstrated differential effects on the tumor landscape even between controlled primary sites. Our study provides, in human, biological evidence of differential effects of SRS across BM's.