Unbiasedly decoding the tumor microenvironment with single-cell multiomics analysis in pancreatic cancer

被引:9
作者
Fu, Yifan [1 ,2 ]
Tao, Jinxin [1 ]
Liu, Tao [1 ]
Liu, Yueze [1 ]
Qiu, Jiangdong [1 ]
Su, Dan [1 ]
Wang, Ruobing [1 ]
Luo, Wenhao [1 ]
Cao, Zhe [1 ]
Weng, Guihu [1 ]
Zhang, Taiping [1 ,3 ]
Zhao, Yupei [1 ]
机构
[1] Chinese Acad Med Sci & Peking Union Med Coll, Peking Union Med Coll Hosp, State Key Lab Complex Severe & Rare Dis, Gen Surg Dept, Beijing 100730, Peoples R China
[2] Chinese Acad Med Sci & Peking Union Med Coll, Med Doctor Program 44, Beijing 100730, Peoples R China
[3] Chinese Acad Med Sci & Peking Union Med Coll, Clin Immunol Ctr, Beijing 100730, Peoples R China
基金
中国国家自然科学基金;
关键词
Pancreatic cancer; Single-cell; Multiomics; Tumor microenvironment; RNA-SEQ REVEALS; PHASE-III TRIAL; DUCTAL ADENOCARCINOMA; GENE; PROGRESSION; ACTIVATION; BULK; HYPERINSULINEMIA; DECONVOLUTION; HETEROGENEITY;
D O I
10.1186/s12943-024-02050-7
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Pancreatic ductal adenocarcinoma (PDAC) is a highly aggressive malignancy with a poor prognosis and limited therapeutic options. Research on the tumor microenvironment (TME) of PDAC has propelled the development of immunotherapeutic and targeted therapeutic strategies with a promising future. The emergence of single-cell sequencing and mass spectrometry technologies, coupled with spatial omics, has collectively revealed the heterogeneity of the TME from a multiomics perspective, outlined the development trajectories of cell lineages, and revealed important functions of previously underrated myeloid cells and tumor stroma cells. Concurrently, these findings necessitated more refined annotations of biological functions at the cell cluster or single-cell level. Precise identification of all cell clusters is urgently needed to determine whether they have been investigated adequately and to identify target cell clusters with antitumor potential, design compatible treatment strategies, and determine treatment resistance. Here, we summarize recent research on the PDAC TME at the single-cell multiomics level, with an unbiased focus on the functions and potential classification bases of every cellular component within the TME, and look forward to the prospects of integrating single-cell multiomics data and retrospectively reusing bulk sequencing data, hoping to provide new insights into the PDAC TME.
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页数:22
相关论文
共 146 条
[1]   A gene-environment-induced epigenetic program initiates tumorigenesis [J].
Alonso-Curbelo, Direna ;
Ho, Yu-Jui ;
Burdziak, Cassandra ;
Maag, Jesper L. V. ;
Morris, John P. ;
Chandwani, Rohit ;
Chen, Hsuan-An ;
Tsanov, Kaloyan M. ;
Barriga, Francisco M. ;
Luan, Wei ;
Tasdemir, Nilgun ;
Livshits, Geulah ;
Azizi, Elham ;
Chun, Jaeyoung ;
Wilkinson, John E. ;
Mazutis, Linas ;
Leach, Steven D. ;
Koche, Richard ;
Pe'er, Dana ;
Lowe, Scott W. .
NATURE, 2021, 590 (7847) :642-648
[2]   Macrophages direct cancer cells through a LOXL2-mediated metastatic cascade in pancreatic ductal adenocarcinoma [J].
Alonso-Nocelo, Marta ;
Ruiz-Canas, Laura ;
Sancho, Patricia ;
Gorgulu, Kivanc ;
Alcala, Sonia ;
Pedrero, Coral ;
Vallespinos, Mireia ;
Carlos Lopez-Gil, Juan ;
Ochando, Marina ;
Garcia-Garcia, Elena ;
David Trabulo, Sara Maria ;
Martinelli, Paola ;
Sanchez-Tomero, Patricia ;
Sanchez-Palomo, Carmen ;
Gonzalez-Santamaria, Patricia ;
Yuste, Lourdes ;
Wormann, Sonja Maria ;
Kabacaoglu, Derya ;
Earl, Julie ;
Martin, Alberto ;
Salvador, Fernando ;
Valle, Sandra ;
Martin-Hijano, Laura ;
Carrato, Alfredo ;
Erkan, Mert ;
Garcia-Bermejo, Laura ;
Hermann, Patrick C. ;
Algul, Hana ;
Moreno-Bueno, Gema ;
Heeschen, Christopher ;
Portillo, Francisco ;
Cano, Amparo ;
Sainz, Bruno, Jr. .
GUT, 2023, 72 (02) :345-359
[3]   Mast Cells Positive for c-Kit Receptor and Tryptase Correlate with Angiogenesis in Cancerous and Adjacent Normal Pancreatic Tissue [J].
Ammendola, Michele ;
Curro, Giuseppe ;
Laface, Carmelo ;
Zuccala, Valeria ;
Memeo, Riccardo ;
Luposella, Francesco ;
Laforgia, Mariarita ;
Zizzo, Nicola ;
Zito, Alfredo ;
Loisi, Donato ;
Patruno, Rosa ;
Milella, Lucia ;
Ugenti, Ippazio ;
Porcelli, Mariangela ;
Navarra, Giuseppe ;
Gadaleta, Cosmo Damiano ;
Ranieri, Girolamo .
CELLS, 2021, 10 (02) :1-16
[4]   M3Drop: dropout-based feature selection for scRNASeq [J].
Andrews, Tallulah S. ;
Hemberg, Martin .
BIOINFORMATICS, 2019, 35 (16) :2865-2867
[5]   Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage [J].
Aran, Dvir ;
Looney, Agnieszka P. ;
Liu, Leqian ;
Wu, Esther ;
Fong, Valerie ;
Hsu, Austin ;
Chak, Suzanna ;
Naikawadi, Ram P. ;
Wolters, Paul J. ;
Abate, Adam R. ;
Butte, Atul J. ;
Bhattacharya, Mallar .
NATURE IMMUNOLOGY, 2019, 20 (02) :163-+
[6]  
Astuti Y, 2024, NAT CANCER, V5, DOI 10.1038/s43018-024-00731-2
[7]   Fibrosis induced by resident macrophages has divergent roles in pancreas inflammatory injury and PDAC [J].
Baer, John M. ;
Zuo, Chong ;
Kang, Liang-I ;
de la Lastra, Angela Alarcon ;
Borcherding, Nicholas C. ;
Knolhoff, Brett L. ;
Bogner, Savannah J. ;
Zhu, Yu ;
Yang, Liping ;
Laurent, Jennifer ;
Lewis, Mark A. ;
Zhang, Nan ;
Kim, Ki-Wook ;
Fields, Ryan C. ;
Yokoyama, Wayne M. ;
Mills, Jason C. ;
Ding, Li ;
Randolph, Gwendalyn J. ;
DeNardo, David G. .
NATURE IMMUNOLOGY, 2023, 24 (09) :1443-+
[8]   Single-cell profiling to explore pancreatic cancer heterogeneity, plasticity and response to therapy [J].
Baerthel, Stefanie ;
Falcomata, Chiara ;
Rad, Roland ;
Theis, Fabian J. ;
Saur, Dieter .
NATURE CANCER, 2023, 4 (04) :454-467
[9]   Chemotherapy-induced infiltration of neutrophils promotes pancreatic cancer metastasis via Gas6/AXL signalling axis [J].
Bellomo, Gaia ;
Rainer, Carolyn ;
Quaranta, Valeria ;
Astuti, Yuliana ;
Raymant, Meirion ;
Boyd, Elzbieta ;
Stafferton, Ruth ;
Campbell, Fiona ;
Ghaneh, Paula ;
Halloran, Christopher M. ;
Hammond, Dean E. ;
Morton, Jennifer P. ;
Palmer, Daniel ;
Vimalachandran, Dale ;
Jones, Robert ;
Mielgo, Ainhoa ;
Schmid, Michael C. .
GUT, 2022, 71 (11) :2284-2299
[10]   Cell-Autonomous Cxcl1 Sustains Tolerogenic Circuitries and Stromal Inflammation via TNF in Pancreatic Cancer [J].
Bianchi, Anna ;
Silva, Iago De Castro ;
Deshpande, Nilesh U. ;
Singh, Samara ;
Mehra, Siddharth ;
Garrido, Vanessa T. ;
Guo, Xinyu ;
Nivelo, Luis A. ;
Kolonias, Despina S. ;
Saigh, Shannon J. ;
Wieder, Eric ;
Rafie, Christine I. ;
Dosch, Austin R. ;
Zhou, Zhiqun ;
Umland, Oliver ;
Amirian, Haleh ;
Ogobuiro, Ifeanyichukwu C. ;
Zhang, Jian ;
Ban, Yuguang ;
Shiau, Carina ;
Nagathihalli, Nagaraj S. ;
Montgomery, Elizabeth A. ;
Hwang, William L. ;
Brambilla, Roberta ;
Komanduri, Krishna ;
V. Villarino, Alejandro ;
Toska, Eneda ;
Stanger, Ben Z. ;
Gabrilovich, Dmitry I. ;
Merchant, Nipun B. ;
Datta, Jashodeep .
CANCER DISCOVERY, 2023, 13 (06) :1428-1453