Diagnostic and Prognostic Markers for Pancreatitis and Pancreatic Ductal Adenocarcinoma

被引:0
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作者
Kantheti, Havish S. [1 ,2 ,3 ]
Hale, Michael A. [1 ,2 ,4 ]
Pal Choudhuri, Shreoshi [1 ,5 ]
Huang, Huocong [5 ]
Wang, Xu-dong [6 ]
Zolghadri, Yalda [2 ,7 ]
Innamorati, Giulio [7 ]
Manikonda, Sai Prasada Rao [8 ]
Reddy, Naviya [2 ]
Reddy, Sarthak [2 ]
Kollipara, Rahul K. [4 ]
Lumani, Valbona [1 ,2 ]
Girard, Luc [5 ]
Bezrukov, Yakov [9 ]
Demenkov, Pavel [9 ]
Macdonald, Raymond J. [10 ]
Brekken, Rolf A. [5 ,11 ]
Yu, Yonghao [6 ]
Wilkie, Thomas M. [1 ,2 ]
机构
[1] UT Southwestern Med Ctr, Dept Pharmacol, 6001 Forest Pk Dr, Dallas, TX 75390 USA
[2] UT Southwstern Med Ctr, Canc Discovery CanDisc Grp, 6001 Forest Pk Dr, Dallas, TX 75390 USA
[3] Texas A&M Sch Engn Med, 1020 Holcombe Blvd, Houston, TX 77030 USA
[4] UT Southwestern Med Ctr, Dept Neurosci, Dallas, TX 75390 USA
[5] UT Southwestern Med Ctr, Hamon Ctr Therapeut Oncol Res, Dallas, TX 75390 USA
[6] UT Southwestern Med Ctr, Dept Biochem, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
[7] Univ Verona, Dept Surg Sci Dent Gynecol & Pediat, I-37126 Verona, Italy
[8] Rice Univ, Dept Biosci, Houston, TX 77005 USA
[9] Cogia AG, Poststr 2-4, D-60329 Frankfurt, Germany
[10] UT Southwestern Med Ctr, Dept Mol Biol, Dallas, TX 75390 USA
[11] UT Southwestern Med Ctr, Dept Surg, Dallas, TX 75390 USA
关键词
PDA early detection; scRNAseq screen; mouse KIC; human PDA cell lines; MS mass spec; early epithelial markers; temporal markers of PDA progression; cancer and stromal cell expression; diagnostic and prognostic markers; K-RAS; EGF RECEPTOR; CANCER; INFLAMMATION; EXPRESSION; KRAS; DIFFERENTIATION; OVEREXPRESSION; COOPERATE; PATHWAYS;
D O I
10.3390/ijms25126619
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
Diagnostic markers are desperately needed for the early detection of pancreatic ductal adenocarcinoma (PDA). We describe sets of markers expressed in temporal order in mouse models during pancreatitis, PDA initiation and progression. Cell type specificity and the differential expression of PDA markers were identified by screening single cell (sc) RNAseq from tumor samples of a mouse model for PDA (KIC) at early and late stages of PDA progression compared to that of a normal pancreas. Candidate genes were identified from three sources: (1) an unsupervised screening of the genes preferentially expressed in mouse PDA tumors; (2) signaling pathways that drive PDA, including the Ras pathway, calcium signaling, and known cancer genes, or genes encoding proteins that were identified by differential mass spectrometry (MS) of mouse tumors and conditioned media from human cancer cell lines; and (3) genes whose expression is associated with poor or better prognoses (PAAD, oncolnc.org). The developmental progression of PDA was detected in the temporal order of gene expression in the cancer cells of the KIC mice. The earliest diagnostic markers were expressed in epithelial cancer cells in early-stage, but not late-stage, PDA tumors. Other early markers were expressed in the epithelium of both early- and late-state PDA tumors. Markers that were expressed somewhat later were first elevated in the epithelial cancer cells of the late-stage tumors, then in both epithelial and mesenchymal cells, or only in mesenchymal cells. Stromal markers were differentially expressed in early- and/or late-stage PDA neoplasia in fibroblast and hematopoietic cells (lymphocytes and/or macrophages) or broadly expressed in cancer and many stromal cell types. Pancreatitis is a risk factor for PDA in humans. Mouse models of pancreatitis, including caerulein treatment and the acinar-specific homozygous deletion of differentiation transcription factors (dTFs), were screened for the early expression of all PDA markers identified in the KIC neoplasia. Prognostic markers associated with a more rapid decline were identified and showed differential and cell-type-specific expression in PDA, predominately in late-stage epithelial and/or mesenchymal cancer cells. Select markers were validated by immunohistochemistry in mouse and human samples of a normal pancreas and those with early- and late-stage PDA. In total, we present 2165 individual diagnostic and prognostic markers for disease progression to be tested in humans from pancreatitis to late-stage PDA.
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页数:17
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