Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range Interactions

Background: The mechanisms underlying low intensity ultrasound (LIUS) mediated suppression of inflammation and tumorigenesis remain poorly determined.Methods: We used microarray datasets from NCBI GEO Dataset databases and conducted a comprehensive data mining analyses, where we studied the gene exp...

Full description

Bibliographic Details
Main Authors: Jiwei Wang, Bin Lai, Gayani Nanayakkara, Qian Yang, Yu Sun, Yifan Lu, Ying Shao, Daohai Yu, William Y. Yang, Ramon Cueto, Hangfei Fu, Huihong Zeng, Wen Shen, Susu Wu, Chunquan Zhang, Yanna Liu, Eric T. Choi, Hong Wang, Xiaofeng Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-07-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fonc.2019.00600/full
_version_ 1819261297915592704
author Jiwei Wang
Jiwei Wang
Jiwei Wang
Jiwei Wang
Bin Lai
Bin Lai
Bin Lai
Bin Lai
Gayani Nanayakkara
Gayani Nanayakkara
Gayani Nanayakkara
Qian Yang
Qian Yang
Qian Yang
Yu Sun
Yu Sun
Yu Sun
Yifan Lu
Yifan Lu
Yifan Lu
Ying Shao
Ying Shao
Ying Shao
Daohai Yu
William Y. Yang
William Y. Yang
William Y. Yang
Ramon Cueto
Ramon Cueto
Ramon Cueto
Hangfei Fu
Hangfei Fu
Hangfei Fu
Huihong Zeng
Huihong Zeng
Huihong Zeng
Wen Shen
Wen Shen
Wen Shen
Susu Wu
Susu Wu
Susu Wu
Chunquan Zhang
Yanna Liu
Eric T. Choi
Eric T. Choi
Eric T. Choi
Eric T. Choi
Hong Wang
Hong Wang
Hong Wang
Xiaofeng Yang
Xiaofeng Yang
Xiaofeng Yang
author_facet Jiwei Wang
Jiwei Wang
Jiwei Wang
Jiwei Wang
Bin Lai
Bin Lai
Bin Lai
Bin Lai
Gayani Nanayakkara
Gayani Nanayakkara
Gayani Nanayakkara
Qian Yang
Qian Yang
Qian Yang
Yu Sun
Yu Sun
Yu Sun
Yifan Lu
Yifan Lu
Yifan Lu
Ying Shao
Ying Shao
Ying Shao
Daohai Yu
William Y. Yang
William Y. Yang
William Y. Yang
Ramon Cueto
Ramon Cueto
Ramon Cueto
Hangfei Fu
Hangfei Fu
Hangfei Fu
Huihong Zeng
Huihong Zeng
Huihong Zeng
Wen Shen
Wen Shen
Wen Shen
Susu Wu
Susu Wu
Susu Wu
Chunquan Zhang
Yanna Liu
Eric T. Choi
Eric T. Choi
Eric T. Choi
Eric T. Choi
Hong Wang
Hong Wang
Hong Wang
Xiaofeng Yang
Xiaofeng Yang
Xiaofeng Yang
author_sort Jiwei Wang
collection DOAJ
description Background: The mechanisms underlying low intensity ultrasound (LIUS) mediated suppression of inflammation and tumorigenesis remain poorly determined.Methods: We used microarray datasets from NCBI GEO Dataset databases and conducted a comprehensive data mining analyses, where we studied the gene expression of 299 cell death regulators that regulate 13 different cell death types (cell death regulatome) in cells treated with LIUS.Results: We made the following findings: (1) LIUS exerts a profound effect on the expression of cell death regulatome in cancer cells and non-cancer cells. Of note, LIUS has the tendency to downregulate the gene expression of cell death regulators in non-cancer cells. Most of the cell death regulator genes downregulated by LIUS in non-cancer cells are responsible for mediating inflammatory signaling pathways; (2) LIUS activates different cell death transcription factors in cancer and non-cancer cells. Transcription factors TP-53 and SRF- were induced by LIUS exposure in cancer cells and non-cancer cells, respectively; (3) As two well-accepted mechanisms of LIUS, mild hyperthermia and oscillatory shear stress induce changes in the expression of cell death regulators, therefore, may be responsible for inducing LIUS mediated changes in gene expression patterns of cell death regulators in cells; (4) LIUS exposure may change the redox status of the cells. LIUS may induce more of antioxidant effects in non-cancer cells compared to cancer cells; and (5) The genes modulated by LIUS in cancer cells have distinct chromatin long range interaction (CLRI) patterns to that of non-cancer cells.Conclusions: Our analysis suggests novel molecular mechanisms that may be utilized by LIUS to induce tumor suppression and inflammation inhibition. Our findings may lead to development of new treatment protocols for cancers and chronic inflammation.
first_indexed 2024-12-23T19:39:34Z
format Article
id doaj.art-17a21c21901a46bfad1b2be1fa38ca17
institution Directory Open Access Journal
issn 2234-943X
language English
last_indexed 2024-12-23T19:39:34Z
publishDate 2019-07-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Oncology
spelling doaj.art-17a21c21901a46bfad1b2be1fa38ca172022-12-21T17:33:42ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2019-07-01910.3389/fonc.2019.00600448256Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range InteractionsJiwei Wang0Jiwei Wang1Jiwei Wang2Jiwei Wang3Bin Lai4Bin Lai5Bin Lai6Bin Lai7Gayani Nanayakkara8Gayani Nanayakkara9Gayani Nanayakkara10Qian Yang11Qian Yang12Qian Yang13Yu Sun14Yu Sun15Yu Sun16Yifan Lu17Yifan Lu18Yifan Lu19Ying Shao20Ying Shao21Ying Shao22Daohai Yu23William Y. Yang24William Y. Yang25William Y. Yang26Ramon Cueto27Ramon Cueto28Ramon Cueto29Hangfei Fu30Hangfei Fu31Hangfei Fu32Huihong Zeng33Huihong Zeng34Huihong Zeng35Wen Shen36Wen Shen37Wen Shen38Susu Wu39Susu Wu40Susu Wu41Chunquan Zhang42Yanna Liu43Eric T. Choi44Eric T. Choi45Eric T. Choi46Eric T. Choi47Hong Wang48Hong Wang49Hong Wang50Xiaofeng Yang51Xiaofeng Yang52Xiaofeng Yang53Department of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Ultrasound, The Second Affiliated Hospital of Nanchang University, Nanchang, ChinaDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Gastrointestinal Surgery, The Second Affiliated Hospital of Nanchang University, Nanchang, ChinaDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Clinical Sciences, Lewis Katz School of Medicine at Temple University, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Ultrasound, The Second Affiliated Hospital of Nanchang University, Nanchang, ChinaDepartment of Ultrasound, The Second Affiliated Hospital of Nanchang University, Nanchang, ChinaDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDivision of Vascular and Endovascular Surgery, Department of Surgery, Lewis Katz School of Medicine at Temple University, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Pharmacology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Microbiology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesDepartment of Immunology, Centers for Metabolic Disease Research, Inflammation, Translational and Clinical Lung Research, Cardiovascular Research, Thrombosis Research, Philadelphia, PA, United StatesBackground: The mechanisms underlying low intensity ultrasound (LIUS) mediated suppression of inflammation and tumorigenesis remain poorly determined.Methods: We used microarray datasets from NCBI GEO Dataset databases and conducted a comprehensive data mining analyses, where we studied the gene expression of 299 cell death regulators that regulate 13 different cell death types (cell death regulatome) in cells treated with LIUS.Results: We made the following findings: (1) LIUS exerts a profound effect on the expression of cell death regulatome in cancer cells and non-cancer cells. Of note, LIUS has the tendency to downregulate the gene expression of cell death regulators in non-cancer cells. Most of the cell death regulator genes downregulated by LIUS in non-cancer cells are responsible for mediating inflammatory signaling pathways; (2) LIUS activates different cell death transcription factors in cancer and non-cancer cells. Transcription factors TP-53 and SRF- were induced by LIUS exposure in cancer cells and non-cancer cells, respectively; (3) As two well-accepted mechanisms of LIUS, mild hyperthermia and oscillatory shear stress induce changes in the expression of cell death regulators, therefore, may be responsible for inducing LIUS mediated changes in gene expression patterns of cell death regulators in cells; (4) LIUS exposure may change the redox status of the cells. LIUS may induce more of antioxidant effects in non-cancer cells compared to cancer cells; and (5) The genes modulated by LIUS in cancer cells have distinct chromatin long range interaction (CLRI) patterns to that of non-cancer cells.Conclusions: Our analysis suggests novel molecular mechanisms that may be utilized by LIUS to induce tumor suppression and inflammation inhibition. Our findings may lead to development of new treatment protocols for cancers and chronic inflammation.https://www.frontiersin.org/article/10.3389/fonc.2019.00600/fullultrasoundcell death regulatorsinflammatory pathwayscancer therapychromatin long-range interaction
spellingShingle Jiwei Wang
Jiwei Wang
Jiwei Wang
Jiwei Wang
Bin Lai
Bin Lai
Bin Lai
Bin Lai
Gayani Nanayakkara
Gayani Nanayakkara
Gayani Nanayakkara
Qian Yang
Qian Yang
Qian Yang
Yu Sun
Yu Sun
Yu Sun
Yifan Lu
Yifan Lu
Yifan Lu
Ying Shao
Ying Shao
Ying Shao
Daohai Yu
William Y. Yang
William Y. Yang
William Y. Yang
Ramon Cueto
Ramon Cueto
Ramon Cueto
Hangfei Fu
Hangfei Fu
Hangfei Fu
Huihong Zeng
Huihong Zeng
Huihong Zeng
Wen Shen
Wen Shen
Wen Shen
Susu Wu
Susu Wu
Susu Wu
Chunquan Zhang
Yanna Liu
Eric T. Choi
Eric T. Choi
Eric T. Choi
Eric T. Choi
Hong Wang
Hong Wang
Hong Wang
Xiaofeng Yang
Xiaofeng Yang
Xiaofeng Yang
Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range Interactions
Frontiers in Oncology
ultrasound
cell death regulators
inflammatory pathways
cancer therapy
chromatin long-range interaction
title Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range Interactions
title_full Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range Interactions
title_fullStr Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range Interactions
title_full_unstemmed Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range Interactions
title_short Experimental Data-Mining Analyses Reveal New Roles of Low-Intensity Ultrasound in Differentiating Cell Death Regulatome in Cancer and Non-cancer Cells via Potential Modulation of Chromatin Long-Range Interactions
title_sort experimental data mining analyses reveal new roles of low intensity ultrasound in differentiating cell death regulatome in cancer and non cancer cells via potential modulation of chromatin long range interactions
topic ultrasound
cell death regulators
inflammatory pathways
cancer therapy
chromatin long-range interaction
url https://www.frontiersin.org/article/10.3389/fonc.2019.00600/full
work_keys_str_mv AT jiweiwang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT jiweiwang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT jiweiwang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT jiweiwang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT binlai experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT binlai experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT binlai experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT binlai experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT gayaninanayakkara experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT gayaninanayakkara experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT gayaninanayakkara experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT qianyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT qianyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT qianyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yusun experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yusun experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yusun experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yifanlu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yifanlu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yifanlu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yingshao experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yingshao experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yingshao experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT daohaiyu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT williamyyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT williamyyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT williamyyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT ramoncueto experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT ramoncueto experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT ramoncueto experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT hangfeifu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT hangfeifu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT hangfeifu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT huihongzeng experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT huihongzeng experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT huihongzeng experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT wenshen experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT wenshen experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT wenshen experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT susuwu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT susuwu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT susuwu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT chunquanzhang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT yannaliu experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT erictchoi experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT erictchoi experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT erictchoi experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT erictchoi experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT hongwang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT hongwang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT hongwang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT xiaofengyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT xiaofengyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions
AT xiaofengyang experimentaldatamininganalysesrevealnewrolesoflowintensityultrasoundindifferentiatingcelldeathregulatomeincancerandnoncancercellsviapotentialmodulationofchromatinlongrangeinteractions