Molecular classification and tumor microenvironment characteristics in pheochromocytomas

被引:5
作者
Qin, Sen [1 ]
Xu, Yawei [1 ]
Yu, Shimiao [1 ]
Han, Wencong [1 ]
Fan, Shiheng [2 ]
Ai, Wenxiang [2 ]
Zhang, Kenan [1 ]
Wang, Yizhou [1 ]
Zhou, Xuehong [1 ]
Shen, Qi [1 ]
Gong, Kan [1 ]
Sun, Luyang [1 ]
Zhang, Zheng [1 ]
机构
[1] Peking Univ, Peking Univ First Hosp, Sch Basic Med Sci, Dept Urol,Hlth Sci Ctr,Dept Biochem & Mol Biol, Beijing, Peoples R China
[2] Shenzhen Inst Ladder Canc Res, Shenzhen, Peoples R China
来源
ELIFE | 2024年 / 12卷
基金
中国国家自然科学基金;
关键词
Pheochromocytoma; microenvironment characteristics; molecular classification; Human; GLAND SCALED SCORE; MALIGNANT PHEOCHROMOCYTOMA; PARAGANGLIOMA PATHOGENESIS; CHROMOGRANIN-A; CANCER; EXPRESSION; PASS; ANNEXIN-1; BENIGN; CELLS;
D O I
10.7554/eLife.87586
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Pheochromocytomas (PCCs) are rare neuroendocrine tumors that originate from chromaffin cells in the adrenal gland. However, the cellular molecular characteristics and immune microenvironment of PCCs are incompletely understood. Here, we performed single-cell RNA sequencing (scRNA-seq) on 16 tissues from 4 sporadic unclassified PCC patients and 1 hereditary PCC patient with Von Hippel-Lindau (VHL) syndrome. We found that intra-tumoral heterogeneity was less extensive than the inter-individual heterogeneity of PCCs. Further, the unclassified PCC patients were divided into two types, metabolism-type (marked by NDUFA4L2 and COX4I2) and kinase-type (marked by RET and PNMT), validated by immunohistochemical staining. Trajectory analysis of tumor evolution revealed that metabolism-type PCC cells display phenotype of consistently active metabolism and increased metastasis potential, while kinase-type PCC cells showed decreased epinephrine synthesis and neuron-like phenotypes. Cell-cell communication analysis showed activation of the annexin pathway and a strong inflammation reaction in metabolism-type PCCs and activation of FGF signaling in the kinase-type PCC. Although multispectral immunofluorescence staining showed a lack of CD8+ T cell infiltration in both metabolism-type and kinase-type PCCs, only the kinase-type PCC exhibited downregulation of HLA-I molecules that possibly regulated by RET, suggesting the potential of combined therapy with kinase inhibitors and immunotherapy for kinase-type PCCs; in contrast, the application of immunotherapy to metabolism-type PCCs (with antigen presentation ability) is likely unsuitable. Our study presents a single-cell transcriptomics-based molecular classification and microenvironment characterization of PCCs, providing clues for potential therapeutic strategies to treat PCCs.
引用
收藏
页数:25
相关论文
共 95 条
  • [1] Size of the Tumor and Pheochromocytoma of the Adrenal Gland Scaled Score (PASS): Can They Predict Malignancy?
    Agarwal, Amit
    Mehrotra, Prateek K.
    Jain, Manoj
    Gupta, Sushil K.
    Mishra, Anjali
    Chand, Gyan
    Agarwal, Gaurav
    Verma, A. K.
    Mishra, S. K.
    Singh, Uttam
    [J]. WORLD JOURNAL OF SURGERY, 2010, 34 (12) : 3022 - 3028
  • [2] Transcriptome-guided resolution of tumor microenvironment interactions in pheochromocytoma and paraganglioma subtypes
    Batchu, S.
    Hakim, A.
    Henry, O. S.
    Madzo, J.
    Atabek, U.
    Spitz, F. R.
    Hong, Y. K.
    [J]. JOURNAL OF ENDOCRINOLOGICAL INVESTIGATION, 2022, 45 (05) : 989 - 998
  • [3] Clinical Characterization of the Pheochromocytoma and Paraganglioma Susceptibility Genes SDHA, TMEM127, MAX, and SDHAF2 for Gene-Informed Prevention
    Bausch, Birke
    Schiavi, Francesca
    Ni, Ying
    Welander, Jenny
    Patocs, Attila
    Ngeow, Joanne
    Wellner, Ulrich
    Malinoc, Angelica
    Taschin, Elisa
    Barbon, Giovanni
    Lanza, Virginia
    Soederkvist, Peter
    Stenman, Adam
    Larsson, Catharina
    Svahn, Fredrika
    Chen, Jin-Lian
    Marquard, Jessica
    Fraenkel, Merav
    Walter, Martin A.
    Peczkowska, Mariola
    Prejbisz, Aleksander
    Jarzab, Barbara
    Hasse-Lazar, Kornelia
    Petersenn, Stephan
    Moeller, Lars C.
    Meyer, Almuth
    Reisch, Nicole
    Trupka, Arnold
    Brase, Christoph
    Galiano, Matthias
    Preuss, Simon F.
    Kwok, Pingling
    Lendvai, Nikoletta
    Berisha, Gani
    Makay, Ozer
    Boedeker, Carsten C.
    Weryha, Georges
    Racz, Karoly
    Januszewicz, Andrzej
    Walz, Martin K.
    Gimm, Oliver
    Opocher, Giuseppe
    Eng, Charis
    Neumann, Hartmut P. H.
    [J]. JAMA ONCOLOGY, 2017, 3 (09) : 1204 - 1212
  • [4] Kinase Regulation of Human MHC Class I Molecule Expression on Cancer Cells
    Brea, Elliott J.
    Oh, Claire Y.
    Manchado, Eusebio
    Budhu, Sadna
    Gejman, Ron S.
    Mo, George
    Mondello, Patrizia
    Han, James E.
    Jarvis, Casey A.
    Ulmert, David
    Xiang, Qing
    Chang, Aaron Y.
    Garippa, Ralph J.
    Merghoub, Taha
    Wolchok, Jedd D.
    Rosen, Neal
    Lowe, Scott W.
    Scheinberg, David A.
    [J]. CANCER IMMUNOLOGY RESEARCH, 2016, 4 (11) : 936 - 947
  • [5] Integrating single-cell transcriptomic data across different conditions, technologies, and species
    Butler, Andrew
    Hoffman, Paul
    Smibert, Peter
    Papalexi, Efthymia
    Satija, Rahul
    [J]. NATURE BIOTECHNOLOGY, 2018, 36 (05) : 411 - +
  • [6] CALIFANO D, 1995, ONCOGENE, V11, P107
  • [7] Genomic and immune landscape Of metastatic pheochromocytoma and paraganglioma
    Calsina, Bruna
    Pineiro-Yanez, Elena
    Martinez-Montes, Angel M.
    Caleiras, Eduardo
    Fernandez-Sanroman, Angel
    Monteagudo, Maria
    Torres-Perez, Rafael
    Fustero-Torre, Coral
    Pulgarin-Alfaro, Marta
    Gil, Eduardo
    Leton, Rocio
    Jimenez, Scherezade
    Garcia-Martin, Santiago
    Martin, Maria Carmen
    Roldan-Romero, Juan Maria
    Lanillos, Javier
    Mellid, Sara
    Santos, Maria
    Diaz-Talavera, Alberto
    Rubio, Angeles
    Gonzalez, Patricia
    Hernando, Barbara
    Bechmann, Nicole
    Dona, Margo
    Calatayud, Maria
    Guadalix, Sonsoles
    Alvarez-Escola, Cristina
    Regojo, Rita M.
    Aller, Javier
    Del Olmo-Garcia, Maria Isabel
    Lopez-Fernandez, Adria
    Fliedner, Stephanie M. J.
    Rapizzi, Elena
    Fassnacht, Martin
    Beuschlein, Felix
    Quinkler, Marcus
    Toledo, Rodrigo A.
    Mannelli, Massimo
    Timmers, Henri J.
    Eisenhofer, Graeme
    Rodriguez-Perales, Sandra
    Dominguez, Orlando
    Macintyre, Geoffrey
    Curras-Freixes, Maria
    Rodriguez-Antona, Cristina
    Cascon, Alberto
    Leandro-Garcia, Luis J.
    Montero-Conde, Cristina
    Roncador, Giovanna
    Garcia-Garcia, Juan Fernando
    [J]. NATURE COMMUNICATIONS, 2023, 14 (01)
  • [8] Hypoxia, angiogenesis, and metabolism in the hereditary kidney cancers
    Chappell, John C.
    Payne, Laura Beth
    Rathmell, W. Kimryn
    [J]. JOURNAL OF CLINICAL INVESTIGATION, 2019, 129 (02) : 442 - 451
  • [9] New Perspectives on Pheochromocytoma and Paraganglioma: Toward a Molecular Classification
    Crona, Joakim
    Taieb, David
    Pacak, Karel
    [J]. ENDOCRINE REVIEWS, 2017, 38 (06) : 489 - 515
  • [10] Pheochromocytoma and paraganglioma pathogenesis: learning from genetic heterogeneity
    Dahia, Patricia L. M.
    [J]. NATURE REVIEWS CANCER, 2014, 14 (02) : 108 - 119