Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer

Objective: Hypoxia is a significant feature of solid tumors, including pancreatic ductal adenocarcinoma (PDAC). It is associated with tumor invasion, metastasis, and drug resistance. However, the spatial distribution of hypoxia-related heterogeneity in PDAC remains unclear. Methods: Spatial transcri...

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Main Authors: Huizhi Sun, Danfang Zhang, Chongbiao Huang, Yuhong Guo, Zhao Yang, Nan Yao, Xueyi Dong, Runfen Cheng, Nan Zhao, Jie Meng, Baocun Sun, Jihui Hao
Format: Article
Language:English
Published: China Anti-Cancer Association 2021-05-01
Series:Cancer Biology & Medicine
Subjects:
Online Access:http://www.cancerbiomed.org/index.php/cocr/article/view/1864
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author Huizhi Sun
Danfang Zhang
Chongbiao Huang
Yuhong Guo
Zhao Yang
Nan Yao
Xueyi Dong
Runfen Cheng
Nan Zhao
Jie Meng
Baocun Sun
Jihui Hao
author_facet Huizhi Sun
Danfang Zhang
Chongbiao Huang
Yuhong Guo
Zhao Yang
Nan Yao
Xueyi Dong
Runfen Cheng
Nan Zhao
Jie Meng
Baocun Sun
Jihui Hao
author_sort Huizhi Sun
collection DOAJ
description Objective: Hypoxia is a significant feature of solid tumors, including pancreatic ductal adenocarcinoma (PDAC). It is associated with tumor invasion, metastasis, and drug resistance. However, the spatial distribution of hypoxia-related heterogeneity in PDAC remains unclear. Methods: Spatial transcriptomics (STs), a new technique, was used to investigate the ST features of engrafted human PDAC in the ischemic hind limbs of nude mice. Transcriptomes from ST spots in the hypoxic tumor and the control were clustered using differentially-expressed genes. These data were compared to determine the spatial organization of hypoxia-induced heterogeneity in PDAC. Clinical relevance was validated using the Tumor Cancer Genome Atlas and KM-plotter databases. The CMAP website was used to identify molecules that may serve as therapeutic targets for PDAC. Results: ST showed that the tumor cell subgroups decreased to 7 subgroups in the hypoxia group, compared to 9 subgroups in the control group. Different subgroups showed positional characteristics and different gene signatures. Subgroup 6 located at the invasive front showed a higher proliferative ability under hypoxia. Subgroup 6 had active functions including cell proliferation, invasion, and response to stress. Expressions of hypoxia-related genes, LDHA, TPI1, and ENO1, induced changes. CMAP analysis indicated that ADZ-6482, a PI3K inhibitor, was targeted by the invasive subgroup in hypoxic tumors. Conclusions: This study is the first to describe hypoxic microenvironment-induced spatial transcriptome changes in PDAC, and to identify potential treatment targets for PDAC. These data will provide the basis for further investigations of the prognoses and treatments of hypoxic tumors.
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spelling doaj.art-ed1ddd0f573e437d87dea544786c4cfc2022-12-21T22:08:23ZengChina Anti-Cancer AssociationCancer Biology & Medicine2095-39412021-05-0118261663010.20892/j.issn.2095-3941.2021.0158Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancerHuizhi Sun0Danfang Zhang1Chongbiao Huang2Yuhong Guo3Zhao Yang4Nan Yao5Xueyi Dong6Runfen Cheng7Nan Zhao8Jie Meng9Baocun Sun10Jihui Hao11Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin’s Clinical Research Center for Cancer, Tianjin 300060, ChinaDepartment of Pathology, School of Basic Medical Science, Tianjin Medical University, Tianjin 300070, ChinaTianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin’s Clinical Research Center for Cancer, Tianjin 300060, ChinaTianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin’s Clinical Research Center for Cancer, Tianjin 300060, ChinaDepartment of Pathology, School of Basic Medical Science, Tianjin Medical University, Tianjin 300070, ChinaDepartment of Pathology, School of Basic Medical Science, Tianjin Medical University, Tianjin 300070, ChinaDepartment of Pathology, School of Basic Medical Science, Tianjin Medical University, Tianjin 300070, ChinaTianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin’s Clinical Research Center for Cancer, Tianjin 300060, ChinaDepartment of Pathology, School of Basic Medical Science, Tianjin Medical University, Tianjin 300070, ChinaDepartment of Pathology, School of Basic Medical Science, Tianjin Medical University, Tianjin 300070, ChinaDepartment of Pathology, School of Basic Medical Science, Tianjin Medical University, Tianjin 300070, ChinaTianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin, Tianjin’s Clinical Research Center for Cancer, Tianjin 300060, ChinaObjective: Hypoxia is a significant feature of solid tumors, including pancreatic ductal adenocarcinoma (PDAC). It is associated with tumor invasion, metastasis, and drug resistance. However, the spatial distribution of hypoxia-related heterogeneity in PDAC remains unclear. Methods: Spatial transcriptomics (STs), a new technique, was used to investigate the ST features of engrafted human PDAC in the ischemic hind limbs of nude mice. Transcriptomes from ST spots in the hypoxic tumor and the control were clustered using differentially-expressed genes. These data were compared to determine the spatial organization of hypoxia-induced heterogeneity in PDAC. Clinical relevance was validated using the Tumor Cancer Genome Atlas and KM-plotter databases. The CMAP website was used to identify molecules that may serve as therapeutic targets for PDAC. Results: ST showed that the tumor cell subgroups decreased to 7 subgroups in the hypoxia group, compared to 9 subgroups in the control group. Different subgroups showed positional characteristics and different gene signatures. Subgroup 6 located at the invasive front showed a higher proliferative ability under hypoxia. Subgroup 6 had active functions including cell proliferation, invasion, and response to stress. Expressions of hypoxia-related genes, LDHA, TPI1, and ENO1, induced changes. CMAP analysis indicated that ADZ-6482, a PI3K inhibitor, was targeted by the invasive subgroup in hypoxic tumors. Conclusions: This study is the first to describe hypoxic microenvironment-induced spatial transcriptome changes in PDAC, and to identify potential treatment targets for PDAC. These data will provide the basis for further investigations of the prognoses and treatments of hypoxic tumors.http://www.cancerbiomed.org/index.php/cocr/article/view/1864pancreatic cancerhypoxiaspatial transcriptomic
spellingShingle Huizhi Sun
Danfang Zhang
Chongbiao Huang
Yuhong Guo
Zhao Yang
Nan Yao
Xueyi Dong
Runfen Cheng
Nan Zhao
Jie Meng
Baocun Sun
Jihui Hao
Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer
Cancer Biology & Medicine
pancreatic cancer
hypoxia
spatial transcriptomic
title Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer
title_full Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer
title_fullStr Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer
title_full_unstemmed Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer
title_short Hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer
title_sort hypoxic microenvironment induced spatial transcriptome changes in pancreatic cancer
topic pancreatic cancer
hypoxia
spatial transcriptomic
url http://www.cancerbiomed.org/index.php/cocr/article/view/1864
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