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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="research-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Current Medicinal Chemistry</journal-id><journal-title-group><journal-title xml:lang="en">Current Medicinal Chemistry</journal-title><trans-title-group xml:lang="ru"><trans-title>Current Medicinal Chemistry</trans-title></trans-title-group></journal-title-group><issn publication-format="print">0929-8673</issn><issn publication-format="electronic">1875-533X</issn><publisher><publisher-name xml:lang="en">Bentham Science</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">645154</article-id><article-id pub-id-type="doi">10.2174/0109298673282799231211113347</article-id><article-categories><subj-group subj-group-type="toc-heading"><subject>Anti-Infectives and Infectious Diseases</subject></subj-group><subj-group subj-group-type="article-type"><subject>Research Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">Single-cell RNA Sequencing Analysis Reveals the Role of Cancerassociated Fibroblasts in Skin Melanoma</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>Lian</surname><given-names>Wenqin</given-names></name><email>info@benthamscience.net</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name><surname>Xiang</surname><given-names>Pan</given-names></name><email>info@benthamscience.net</email><xref ref-type="aff" rid="aff2"/></contrib><contrib contrib-type="author"><name><surname>Ye</surname><given-names>Chunjiang</given-names></name><email>info@benthamscience.net</email><xref ref-type="aff" rid="aff3"/></contrib><contrib contrib-type="author"><name><surname>Xiong</surname><given-names>Jian</given-names></name><email>info@benthamscience.net</email><xref ref-type="aff" rid="aff4"/></contrib></contrib-group><aff id="aff1"><institution>Department of Oral and Maxillofacial Surgery,Guangzhou Women and Childrens Medical Center, Guangzhou Medical University</institution></aff><aff id="aff2"><institution>Nephrology Department,Beijing Ditan Hospital, Capital Medical University</institution></aff><aff id="aff3"><institution>Department of Burns and Plastic Surgery, Zhejiang Quhua Hospital</institution></aff><aff id="aff4"><institution>Department of Obstetrics and Gynaecology,Guangzhou Women and Childrens Medical Center, Guangzhou Medical University</institution></aff><pub-date date-type="pub" iso-8601-date="2024-11-10" publication-format="electronic"><day>10</day><month>11</month><year>2024</year></pub-date><volume>31</volume><issue>42</issue><issue-title xml:lang="ru"/><fpage>7015</fpage><lpage>7029</lpage><history><date date-type="received" iso-8601-date="2025-01-07"><day>07</day><month>01</month><year>2025</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2024, Bentham Science Publishers</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="en">Bentham Science Publishers</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/></permissions><self-uri xlink:href="https://journals.eco-vector.com/0929-8673/article/view/645154">https://journals.eco-vector.com/0929-8673/article/view/645154</self-uri><abstract xml:lang="en"><p id="idm46041443717792">Aims:Mechanism of fibroblasts in skin melanoma (SKME) revealed by single-cell RNA sequencing data.</p><p id="idm46041443721792">Background:SKME is responsible for more than 80% of skin-related cancer deaths. Cancer-associated fibroblasts (CAFs) generate inflammatory factors, growth factors and extracellular matrix proteins to facilitate cancer cell growth, metastasis, drug resistance and immune exclusion. However, molecular mechanisms of CAFs in SKME are still lacking.</p><p id="idm46041443725760">Objective:Our goal was to reveal the role of CAFs in SKME.</p><p id="idm46041443730816">Methods:We downloaded the single-cell RNA sequencing (scRNA-seq) dataset from the Gene Expression Omnibus (GSE215120) database. Then, the Seurat package was applied to analyze the single-cell atlas of SKME data, and cell subsets were annotated with the CellMarker database. The molecular mechanisms of CAFs in SKME were disclosed via differential gene expression and enrichment analysis, Cellchat and SCENIC methods.</p><p id="idm46041443740192">Results:Using scRNA-seq data, three SKME cases were used and downscaled and clustered to identify 11 cell subgroups and 5 CAF subsets. The enrichment of highly expressed genes among the 5 CAF subsets suggests that cell migration-inducing hyaluronan-binding protein (CEMIP) + fibroblasts and naked cuticle homolog 1 (NKD1) + fibroblasts were closely associated with epithelial to mesenchymal transition. Cellchat analysis revealed that CAF subpopulations promoted melanocyte proliferation through Jagged1 (JAG1)-Notch homolog 1 (NOTCH1), JAG1-NOTCH3 and migration through pleiotrophin (PTN)-syndecan-3 (SDC3) receptor-ligand pairs. The SCENIC analysis identified that most of the transcription factors in each CAF subpopulation played a certain role in the metastasis of melanoma and were highly expressed in metastatic SKME samples. Specifically, we observed that CEMIP+ fibroblasts and NKD1+ fibroblasts had potential roles in participating in immune therapy resistance. Collectively, we uncovered a single-- cell atlas of SKME and revealed the molecular mechanisms of CAFs in SKME development, providing a base for immune therapy and prognosis assessment.</p><p id="idm46041443747840">Conclusion:Our study reveals that 5 CAFs in SKME have a promoting effect on melanocyte proliferation and metastasis. More importantly, CEMIP+ fibroblasts and NKD1+ fibroblasts displayed close connections with immune therapy resistance. These findings help provide a good basis for future immune therapy and prognosis assessment targeting CAFs in SKME.</p></abstract><kwd-group xml:lang="en"><kwd>Skin melanoma</kwd><kwd>cancer-associated fibroblasts</kwd><kwd>immune microenvironment</kwd><kwd>single-cell RNA sequencing</kwd><kwd>stromal heterogeneity</kwd><kwd>fibroblast.</kwd></kwd-group></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>Guy, G.P., Jr; Thomas, C.C.; Thompson, T.; Watson, M.; Massetti, G.M.; Richardson, L.C. Vital signs: melanoma incidence and mortality trends and projections - United States, 1982-2030. MMWR Morb. Mortal. Wkly. Rep., 2015, 64(21), 591-596. PMID: 26042651</mixed-citation></ref><ref id="B2"><label>2.</label><mixed-citation>Bolick, N.L.; Geller, A.C. Epidemiology of melanoma. Hematol. Oncol. Clin. North Am., 2021, 35(1), 57-72. doi: 10.1016/j.hoc.2020.08.011 PMID: 33759773</mixed-citation></ref><ref id="B3"><label>3.</label><mixed-citation>Bozkurt, I.; Yasar, B.; Baran Uslu, M.; Bozdogan, N. A primary sacral melanoma of unknown origin: A case report. Oncologie, 2022, 24(1), 163-171. doi: 10.32604/oncologie.2022.019263</mixed-citation></ref><ref id="B4"><label>4.</label><mixed-citation>Costanzo, R.; Parmar, V.; Marrone, S.; Gerardo Iacopino, D.; Federico Nicoletti, G.; Emmanuele Umana, G.; Scalia, G. Differential diagnosis between primary intracranial melanoma and cerebral cavernoma in crohns disease: A case report and literature review. Oncologie, 2022, 24(4), 937-942. doi: 10.32604/oncologie.2022.027155</mixed-citation></ref><ref id="B5"><label>5.</label><mixed-citation>Rashid, S.; Shaughnessy, M.; Tsao, H. Melanoma classification and management in the era of molecular medicine. Dermatol. Clin., 2023, 41(1), 49-63. doi: 10.1016/j.det.2022.07.017 PMID: 36410983</mixed-citation></ref><ref id="B6"><label>6.</label><mixed-citation>Garbe, C.; Amaral, T.; Peris, K.; Hauschild, A.; Arenberger, P.; Basset-Seguin, N.; Bastholt, L.; Bataille, V.; del Marmol, V.; Dréno, B.; Fargnoli, M.C.; Forsea, A.M.; Grob, J.J.; Hoeller, C.; Kaufmann, R.; Kelleners-Smeets, N.; Lallas, A.; Lebbé, C.; Lytvynenko, B.; Malvehy, J.; Moreno-Ramirez, D.; Nathan, P.; Pellacani, G.; Saiag, P.; Stratigos, A.J.; Van Akkooi, A.C.J.; Vieira, R.; Zalaudek, I.; Lorigan, P. European consensus-based interdisciplinary guideline for melanoma. Part 2: Treatment - Update 2022. Eur. J. Cancer, 2022, 170, 256-284. doi: 10.1016/j.ejca.2022.04.018 PMID: 35623961</mixed-citation></ref><ref id="B7"><label>7.</label><mixed-citation>Leonardi, G.C.; Falzone, L.; Salemi, R.; Zanghì, A.; Spandidos, D.A.; Mccubrey, J.A.; Candido, S.; Libra, M. Cutaneous melanoma: From pathogenesis to therapy (Review). Int. J. Oncol., 2018, 52(4), 1071-1080. doi: 10.3892/ijo.2018.4287 PMID: 29532857</mixed-citation></ref><ref id="B8"><label>8.</label><mixed-citation>Gao, L.; Gui, R.; Zheng, X.; Wang, Y.; Gong, Y.; Hua Wang, T.; Wang, J.; Huang, J.; Liao, X. Topical application of houttuynia cordata thunb ethanol extracts increases tumor infiltrating cd8+ /treg cells ratio and inhibits cutaneous squamous cell carcinoma in vivo. Oncologie, 2022, 24(3), 565-577. doi: 10.32604/oncologie.2022.022454</mixed-citation></ref><ref id="B9"><label>9.</label><mixed-citation>Arslanbaeva, L.R.; Santoro, M.M. Adaptive redox homeostasis in cutaneous melanoma. Redox Biol., 2020, 37, 101753. doi: 10.1016/j.redox.2020.101753 PMID: 33091721</mixed-citation></ref><ref id="B10"><label>10.</label><mixed-citation>Sahai, E.; Astsaturov, I.; Cukierman, E.; DeNardo, D.G.; Egeblad, M.; Evans, R.M.; Fearon, D.; Greten, F.R.; Hingorani, S.R.; Hunter, T.; Hynes, R.O.; Jain, R.K.; Janowitz, T.; Jorgensen, C.; Kimmelman, A.C.; Kolonin, M.G.; Maki, R.G.; Powers, R.S.; Puré, E.; Ramirez, D.C.; Scherz-Shouval, R.; Sherman, M.H.; Stewart, S.; Tlsty, T.D.; Tuveson, D.A.; Watt, F.M.; Weaver, V.; Weeraratna, A.T.; Werb, Z. A framework for advancing our understanding of cancer-associated fibroblasts. Nat. Rev. Cancer, 2020, 20(3), 174-186. doi: 10.1038/s41568-019-0238-1 PMID: 31980749</mixed-citation></ref><ref id="B11"><label>11.</label><mixed-citation>Glabman, R.A.; Choyke, P.L.; Sato, N. Cancer-associated fibroblasts: Tumorigenicity and targeting for cancer therapy. Cancers, 2022, 14(16), 3906. doi: 10.3390/cancers14163906 PMID: 36010899</mixed-citation></ref><ref id="B12"><label>12.</label><mixed-citation>Monteran, L.; Erez, N. The dark side of fibroblasts: Cancer-associated fibroblasts as mediators of immunosuppression in the tumor microenvironment. Front. Immunol., 2019, 10, 1835. doi: 10.3389/fimmu.2019.01835 PMID: 31428105</mixed-citation></ref><ref id="B13"><label>13.</label><mixed-citation>Bellei, B.; Migliano, E.; Picardo, M. A framework of major tumor-promoting signal transduction pathways implicated in melanoma-fibroblast dialogue. Cancers, 2020, 12(11), 3400. doi: 10.3390/cancers12113400 PMID: 33212834</mixed-citation></ref><ref id="B14"><label>14.</label><mixed-citation>Morales, D.; Vigneron, P.; Ferreira, I.; Hamitou, W.; Magnano, M.; Mahenthiran, L.; Lok, C.; Vayssade, M. Fibroblasts influence metastatic melanoma cell sensitivity to combined BRAF and MEK inhibition. Cancers, 2021, 13(19), 4761. doi: 10.3390/cancers13194761 PMID: 34638245</mixed-citation></ref><ref id="B15"><label>15.</label><mixed-citation>Papalexi, E.; Satija, R. Single-cell RNA sequencing to explore immune cell heterogeneity. Nat. Rev. Immunol., 2018, 18(1), 35-45. doi: 10.1038/nri.2017.76 PMID: 28787399</mixed-citation></ref><ref id="B16"><label>16.</label><mixed-citation>Joanito, I.; Wirapati, P.; Zhao, N.; Nawaz, Z.; Yeo, G.; Lee, F.; Eng, C.L.P.; Macalinao, D.C.; Kahraman, M.; Srinivasan, H.; Lakshmanan, V.; Verbandt, S.; Tsantoulis, P.; Gunn, N.; Venkatesh, P.N.; Poh, Z.W.; Nahar, R.; Oh, H.L.J.; Loo, J.M.; Chia, S.; Cheow, L.F.; Cheruba, E.; Wong, M.T.; Kua, L.; Chua, C.; Nguyen, A.; Golovan, J.; Gan, A.; Lim, W.J.; Guo, Y.A.; Yap, C.K.; Tay, B.; Hong, Y.; Chong, D.Q.; Chok, A.Y.; Park, W.Y.; Han, S.; Chang, M.H.; Seow-En, I.; Fu, C.; Mathew, R.; Toh, E.L.; Hong, L.Z.; Skanderup, A.J.; DasGupta, R.; Ong, C.A.J.; Lim, K.H.; Tan, E.K.W.; Koo, S.L.; Leow, W.Q.; Tejpar, S.; Prabhakar, S.; Tan, I.B. Single-cell and bulk transcriptome sequencing identifies two epithelial tumor cell states and refines the consensus molecular classification of colorectal cancer. Nat. Genet., 2022, 54(7), 963-975. doi: 10.1038/s41588-022-01100-4 PMID: 35773407</mixed-citation></ref><ref id="B17"><label>17.</label><mixed-citation>Gong, L.; Kwong, D.L.W.; Dai, W.; Wu, P.; Li, S.; Yan, Q.; Zhang, Y.; Zhang, B.; Fang, X.; Liu, L.; Luo, M.; Liu, B.; Chow, L.K.Y.; Chen, Q.; Huang, J.; Lee, V.H.F.; Lam, K.O.; Lo, A.W.I.; Chen, Z.; Wang, Y.; Lee, A.W.M.; Guan, X.Y. Comprehensive single-cell sequencing reveals the stromal dynamics and tumor-specific characteristics in the microenvironment of nasopharyngeal carcinoma. Nat. Commun., 2021, 12(1), 1540. doi: 10.1038/s41467-021-21795-z PMID: 33750785</mixed-citation></ref><ref id="B18"><label>18.</label><mixed-citation>Liu, Y.; Zhang, H.; Mao, Y.; Shi, Y.; Wang, X.; Shi, S.; Hu, D.; Liu, S. Bulk and single-cell RNA-sequencing analyses along with abundant machine learning methods identify a novel monocyte signature in SKCM. Front. Immunol., 2023, 14, 1094042. doi: 10.3389/fimmu.2023.1094042 PMID: 37304304</mixed-citation></ref><ref id="B19"><label>19.</label><mixed-citation>Zhang, C.; Shen, H.; Yang, T.; Li, T.; Liu, X.; Wang, J.; Liao, Z.; Wei, J.; Lu, J.; Liu, H.; Xiang, L.; Yang, Y.; Yang, M.; Wang, D.; Li, Y.; Xing, R.; Teng, S.; Zhao, J.; Yang, Y.; Zhao, G.; Chen, K.; Li, X.; Yang, J. A single-cell analysis reveals tumor heterogeneity and immune environment of acral melanoma. Nat. Commun., 2022, 13(1), 7250. doi: 10.1038/s41467-022-34877-3 PMID: 36433984</mixed-citation></ref><ref id="B20"><label>20.</label><mixed-citation>Riaz, N.; Havel, J.J.; Makarov, V.; Desrichard, A.; Urba, W.J.; Sims, J.S.; Hodi, F.S.; Martín-Algarra, S.; Mandal, R.; Sharfman, W.H.; Bhatia, S.; Hwu, W.J.; Gajewski, T.F.; Slingluff, C.L., Jr; Chowell, D.; Kendall, S.M.; Chang, H.; Shah, R.; Kuo, F.; Morris, L.G.T.; Sidhom, J.W.; Schneck, J.P.; Horak, C.E.; Weinhold, N.; Chan, T.A. Tumor and microenvironment evolution during immunotherapy with nivolumab. Cell, 2017, 171(4), 934-949.e16. doi: 10.1016/j.cell.2017.09.028 PMID: 29033130</mixed-citation></ref><ref id="B21"><label>21.</label><mixed-citation>Butler, A.; Hoffman, P.; Smibert, P.; Papalexi, E.; Satija, R. Integrating single-cell transcriptomic data across different conditions, technologies, and species. Nat. Biotechnol., 2018, 36(5), 411-420. doi: 10.1038/nbt.4096 PMID: 29608179</mixed-citation></ref><ref id="B22"><label>22.</label><mixed-citation>Hafemeister, C.; Satija, R. Normalization and variance stabilization of single-cell RNA-seq data using regularized negative binomial regression. Genome Biol., 2019, 20(1), 296. doi: 10.1186/s13059-019-1874-1 PMID: 31870423</mixed-citation></ref><ref id="B23"><label>23.</label><mixed-citation>Jin, S.; Guerrero-Juarez, C.F.; Zhang, L.; Chang, I.; Ramos, R.; Kuan, C.H.; Myung, P.; Plikus, M.V.; Nie, Q. Inference and analysis of cell-cell communication using Cell Chat. Nat. Commun., 2021, 12(1), 1088. doi: 10.1038/s41467-021-21246-9 PMID: 33597522</mixed-citation></ref><ref id="B24"><label>24.</label><mixed-citation>Aibar, S.; González-Blas, C.B.; Moerman, T.; Huynh-Thu, V.A.; Imrichova, H.; Hulselmans, G.; Rambow, F.; Marine, J.C.; Geurts, P.; Aerts, J.; van den Oord, J.; Atak, Z.K.; Wouters, J.; Aerts, S. SCENIC: Single-cell regulatory network inference and clustering. Nat. Methods, 2017, 14(11), 1083-1086. doi: 10.1038/nmeth.4463 PMID: 28991892</mixed-citation></ref><ref id="B25"><label>25.</label><mixed-citation>Qi, X.; Chen, Y.; Liu, S.; Liu, L.; Yu, Z.; Yin, L.; Fu, L.; Deng, M.; Liang, S.; Lü, M. Sanguinarine inhibits melanoma invasion and migration by targeting the FAK/PI3K/AKT/mTOR signalling pathway. Pharm. Biol., 2023, 61(1), 696-709. doi: 10.1080/13880209.2023.2200787 PMID: 37092313</mixed-citation></ref><ref id="B26"><label>26.</label><mixed-citation>Domanegg, K.; Sleeman, J.P.; Schmaus, A. CEMIP, a promising biomarker that promotes the progression and metastasis of colorectal and other types of cancer. Cancers, 2022, 14(20), 5093. doi: 10.3390/cancers14205093 PMID: 36291875</mixed-citation></ref><ref id="B27"><label>27.</label><mixed-citation>Kwa, M.Q.; Herum, K.M.; Brakebusch, C. Cancer-associated fibroblasts: How do they contribute to metastasis? Clin. Exp. Metastasis, 2019, 36(2), 71-86. doi: 10.1007/s10585-019-09959-0 PMID: 30847799</mixed-citation></ref><ref id="B28"><label>28.</label><mixed-citation>Bobos, M. Histopathologic classification and prognostic factors of melanoma: A 2021 update. Ital. J. Dermatol. Venereol., 2021, 156(3), 300-321. doi: 10.23736/S2784-8671.21.06958-3 PMID: 33982546</mixed-citation></ref><ref id="B29"><label>29.</label><mixed-citation>Romano, V.; Belviso, I.; Venuta, A.; Ruocco, M.R.; Masone, S.; Aliotta, F.; Fiume, G.; Montagnani, S.; Avagliano, A.; Arcucci, A. Influence of tumor microenvironment and fibroblast population plasticity on melanoma growth, therapy resistance and immunoescape. Int. J. Mol. Sci., 2021, 22(10), 5283. doi: 10.3390/ijms22105283 PMID: 34067929</mixed-citation></ref><ref id="B30"><label>30.</label><mixed-citation>Sunami, Y.; Rebelo, A.; Kleeff, J. Lipid metabolism and lipid droplets in pancreatic cancer and stellate cells. Cancers, 2017, 10(1), 3. doi: 10.3390/cancers10010003 PMID: 29295482</mixed-citation></ref><ref id="B31"><label>31.</label><mixed-citation>Sunami, Y.; Häußler, J.; Kleeff, J. Cellular heterogeneity of pancreatic stellate cells, mesenchymal stem cells, and cancer-associated fibroblasts in pancreatic cancer. Cancers, 2020, 12(12), 3770. doi: 10.3390/cancers12123770 PMID: 33333727</mixed-citation></ref><ref id="B32"><label>32.</label><mixed-citation>Busch, S.; Andersson, D.; Bom, E.; Walsh, C.; Ståhlberg, A.; Landberg, G. Cellular organization and molecular differentiation model of breast cancer-associated fibroblasts. Mol. Cancer, 2017, 16(1), 73. doi: 10.1186/s12943-017-0642-7 PMID: 28372546</mixed-citation></ref><ref id="B33"><label>33.</label><mixed-citation>Patel, A.K.; Vipparthi, K.; Thatikonda, V.; Arun, I.; Bhattacharjee, S.; Sharan, R.; Arun, P.; Singh, S. A subtype of cancer-associated fibroblasts with lower expression of alpha-smooth muscle actin suppresses stemness through BMP4 in oral carcinoma. Oncogenesis, 2018, 7(10), 78. doi: 10.1038/s41389-018-0087-x PMID: 30287850</mixed-citation></ref><ref id="B34"><label>34.</label><mixed-citation>Su, S.; Chen, J.; Yao, H.; Liu, J.; Yu, S.; Lao, L.; Wang, M.; Luo, M.; Xing, Y.; Chen, F.; Huang, D.; Zhao, J.; Yang, L.; Liao, D.; Su, F.; Li, M.; Liu, Q.; Song, E. CD10+GPR77+ cancer-associated fibroblasts promote cancer formation and chemoresistance by sustaining cancer stemness. Cell, 2018, 172(4), 841-856.e16. doi: 10.1016/j.cell.2018.01.009 PMID: 29395328</mixed-citation></ref><ref id="B35"><label>35.</label><mixed-citation>Rigi-Ladiz, M.A. DNA methylation and expression status of glutamate receptor genes in patients with oral squamous cell carcinoma. Meta Gene, 2019, 20.</mixed-citation></ref><ref id="B36"><label>36.</label><mixed-citation>Zhang, Q.; Teow, J.Y.; Kerishnan, J.P.; Abd Halim, A.A.; Chen, Y. Clusterin and its isoforms in oral squamous cell carcinoma and their potential as biomarkers: A comprehensive review. Biomedicines, 2023, 11(5), 1458. doi: 10.3390/biomedicines11051458 PMID: 37239129</mixed-citation></ref><ref id="B37"><label>37.</label><mixed-citation>Liu, Q.; Jiang, J.; Zhang, X.; Zhang, M.; Fu, Y. Comprehensive analysis of IGFBPs as biomarkers in gastric cancer. Front. Oncol., 2021, 11, 723131. doi: 10.3389/fonc.2021.723131 PMID: 34745945</mixed-citation></ref><ref id="B38"><label>38.</label><mixed-citation>Dai, Y.; Liu, J.; Li, X.; Deng, J.; Zeng, C.; Lu, W.; Hou, Y.; Sheng, Y.; Wu, H.; Liu, Q. Let-7b-5p inhibits colon cancer progression by prohibiting APC ubiquitination degradation and the Wnt pathway by targeting NKD1. Cancer Sci., 2023, 114(5), 1882-1897. doi: 10.1111/cas.15678 PMID: 36445120</mixed-citation></ref><ref id="B39"><label>39.</label><mixed-citation>Cirri, P.; Chiarugi, P. Cancer-associated-fibroblasts and tumour cells: A diabolic liaison driving cancer progression. Cancer Metastasis Rev., 2012, 31(1-2), 195-208. doi: 10.1007/s10555-011-9340-x PMID: 22101652</mixed-citation></ref><ref id="B40"><label>40.</label><mixed-citation>Duda, D.G.; Duyverman, A.M.M.J.; Kohno, M.; Snuderl, M.; Steller, E.J.A.; Fukumura, D.; Jain, R.K. Malignant cells facilitate lung metastasis by bringing their own soil. Proc. Natl. Acad. Sci., 2010, 107(50), 21677-21682. doi: 10.1073/pnas.1016234107 PMID: 21098274</mixed-citation></ref><ref id="B41"><label>41.</label><mixed-citation>Petersen, O.W.; Nielsen, H.L.; Gudjonsson, T.; Villadsen, R.; Rank, F.; Niebuhr, E.; Bissell, M.J.; Rønnov-Jessen, L. Epithelial to mesenchymal transition in human breast cancer can provide a nonmalignant stroma. Am. J. Pathol., 2003, 162(2), 391-402. doi: 10.1016/S0002-9440(10)63834-5 PMID: 12547698</mixed-citation></ref><ref id="B42"><label>42.</label><mixed-citation>Ding, Y.; Tan, X.; Abasi, A.; Dai, Y.; Wu, R.; Zhang, T.; Li, K.; Yan, M.; Huang, X. LncRNA TRPM2-AS promotes ovarian cancer progression and cisplatin resistance by sponging miR-138-5p to release SDC3 mRNA. Aging, 2021, 13(5), 6832-6848. doi: 10.18632/aging.202541 PMID: 33621194</mixed-citation></ref><ref id="B43"><label>43.</label><mixed-citation>Sun, J.; Pan, S.; Cui, H.; Li, H. CircRNA SCARB1 promotes renal cell carcinoma progression via Mir- 510-5p/SDC3 Axis. Curr. Cancer Drug Targets, 2020, 20(6), 461-470. doi: 10.2174/1568009620666200409130032 PMID: 32271695</mixed-citation></ref><ref id="B44"><label>44.</label><mixed-citation>Yao, J.; Li, W.Y.; Li, S.G.; Feng, X.S.; Gao, S.G. Midkine promotes perineural invasion in human pancreatic cancer. World J. Gastroenterol., 2014, 20(11), 3018-3024. doi: 10.3748/wjg.v20.i11.3018 PMID: 24659893</mixed-citation></ref><ref id="B45"><label>45.</label><mixed-citation>Owen, J.S.; Clayton, A.; Pearson, H.B. Cancer-associated fibroblast heterogeneity, activation and function: Implications for prostate cancer. Biomolecules, 2022, 13(1), 67. doi: 10.3390/biom13010067 PMID: 36671452</mixed-citation></ref><ref id="B46"><label>46.</label><mixed-citation>Pancewicz, J.; Nicot, C. Current views on the role of notch signaling and the pathogenesis of human leukemia. BMC Cancer, 2011, 11(1), 502. doi: 10.1186/1471-2407-11-502 PMID: 22128846</mixed-citation></ref><ref id="B47"><label>47.</label><mixed-citation>Kunanopparat, A.; Hirankarn, N.; Issara-Amphorn, J.; Tangkijvanich, P.; Sanpavat, A. The expression profile of Jagged1 and Delta-like 4 in hepatocellular carcinoma. Asian Pac. J. Allergy Immunol., 2021, 39(1), 44-52. PMID: 30660174</mixed-citation></ref><ref id="B48"><label>48.</label><mixed-citation>Moher, D.; Liberati, A.; Tetzlaff, J.; Altman, D.G. Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. PLoS Med., 2009, 6(7), e1000097. doi: 10.1371/journal.pmed.1000097 PMID: 19621072</mixed-citation></ref><ref id="B49"><label>49.</label><mixed-citation>Jubb, A.M.; Browning, L.; Campo, L.; Turley, H.; Steers, G.; Thurston, G.; Harris, A.L.; Ansorge, O. Expression of vascular notch ligands delta-like 4 and Jagged-1 in glioblastoma. Histopathology, 2012, 60(5), 740-747. doi: 10.1111/j.1365-2559.2011.04138.x PMID: 22296176</mixed-citation></ref><ref id="B50"><label>50.</label><mixed-citation>Pancewicz, J.; Niklinska, W.; Eljaszewicz, A. Anti-Jagged-1 immunotherapy in cancer. Adv. Med. Sci., 2022, 67(2), 196-202. doi: 10.1016/j.advms.2022.04.001 PMID: 35421813</mixed-citation></ref><ref id="B51"><label>51.</label><mixed-citation>Strell, C.; Paulsson, J.; Jin, S.B.; Tobin, N.P.; Mezheyeuski, A.; Roswall, P.; Mutgan, C.; Mitsios, N.; Johansson, H.; Wickberg, S.M.; Svedlund, J.; Nilsson, M.; Hall, P.; Mulder, J.; Radisky, D.C.; Pietras, K.; Bergh, J.; Lendahl, U.; Wärnberg, F.; Östman, A. Impact of epithelialstromal interactions on peritumoral fibroblasts in ductal carcinoma in situ. J. Natl. Cancer Inst., 2019, 111(9), 983-995. doi: 10.1093/jnci/djy234 PMID: 30816935</mixed-citation></ref><ref id="B52"><label>52.</label><mixed-citation>Dai, Y.; Wilson, G.; Huang, B.; Peng, M.; Teng, G.; Zhang, D.; Zhang, R.; Ebert, M.P.A.; Chen, J.; Wong, B.C.Y.; Chan, K.W.; George, J.; Qiao, L. Silencing of Jagged1 inhibits cell growth and invasion in colorectal cancer. Cell Death Dis., 2014, 5(4), e1170. doi: 10.1038/cddis.2014.137 PMID: 24722295</mixed-citation></ref><ref id="B53"><label>53.</label><mixed-citation>Huang, B.; Han, W.; Sheng, Z.F.; Shen, G.L. Identification of immune-related biomarkers associated with tumorigenesis and prognosis in cutaneous melanoma patients. Cancer Cell Int., 2020, 20(1), 195. doi: 10.1186/s12935-020-01271-2 PMID: 32508531</mixed-citation></ref><ref id="B54"><label>54.</label><mixed-citation>Hassan, Z.; Schneeweis, C.; Wirth, M.; Müller, S.; Geismann, C.; Neuß, T.; Steiger, K.; Krämer, O.H.; Schmid, R.M.; Rad, R.; Arlt, A.; Reichert, M.; Saur, D.; Schneider, G. Important role of Nfkb2 in the KrasG12D-driven carcinogenesis in the pancreas. Pancreatology, 2021, 21(5), 912-919. doi: 10.1016/j.pan.2021.03.012 PMID: 33824054</mixed-citation></ref><ref id="B55"><label>55.</label><mixed-citation>Ishibashi, K.; Koguchi, T.; Matsuoka, K.; Onagi, A.; Tanji, R.; Takinami-Honda, R.; Hoshi, S.; Onoda, M.; Kurimura, Y.; Hata, J.; Sato, Y.; Kataoka, M.; Ogawsa, S.; Haga, N.; Kojima, Y. Interleukin-6 induces drug resistance in renal cell carcinoma. Fukushima J. Med. Sci., 2018, 64(3), 103-110. doi: 10.5387/fms.2018-15 PMID: 30369518</mixed-citation></ref><ref id="B56"><label>56.</label><mixed-citation>Wang, T.; Fahrmann, J.F.; Lee, H.; Li, Y.J.; Tripathi, S.C.; Yue, C.; Zhang, C.; Lifshitz, V.; Song, J.; Yuan, Y.; Somlo, G.; Jandial, R.; Ann, D.; Hanash, S.; Jove, R.; Yu, H. JAK/STAT3-Regulated Fatty Acid β-Oxidation is critical for breast cancer stem cell self-renewal and chemoresistance. Cell Metab., 2018, 27(1), 136-150.e5. doi: 10.1016/j.cmet.2017.11.001 PMID: 29249690</mixed-citation></ref><ref id="B57"><label>57.</label><mixed-citation>Priego, N.; Zhu, L.; Monteiro, C.; Mulders, M.; Wasilewski, D.; Bindeman, W.; Doglio, L.; Martínez, L.; Martínez-Saez, E.; Ramón y Cajal, S.; Megías, D.; Hernández-Encinas, E.; Blanco-Aparicio, C.; Martínez, L.; Zarzuela, E.; Muñoz, J.; Fustero-Torre, C.; Piñeiro-Yáñez, E.; Hernández-Laín, A.; Bertero, L.; Poli, V.; Sanchez-Martinez, M.; Menendez, J.A.; Soffietti, R.; Bosch-Barrera, J.; Valiente, M. STAT3 labels a subpopulation of reactive astrocytes required for brain metastasis. Nat. Med., 2018, 24(7), 1024-1035. doi: 10.1038/s41591-018-0044-4 PMID: 29892069</mixed-citation></ref><ref id="B58"><label>58.</label><mixed-citation>Albrengues, J.; Bertero, T.; Grasset, E.; Bonan, S.; Maiel, M.; Bourget, I.; Philippe, C.; Herraiz Serrano, C.; Benamar, S.; Croce, O.; Sanz-Moreno, V.; Meneguzzi, G.; Feral, C.C.; Cristofari, G.; Gaggioli, C. Epigenetic switch drives the conversion of fibroblasts into proinvasive cancer-associated fibroblasts. Nat. Commun., 2015, 6(1), 10204. doi: 10.1038/ncomms10204 PMID: 26667266</mixed-citation></ref><ref id="B59"><label>59.</label><mixed-citation>Yang, X.; Lin, Y.; Shi, Y.; Li, B.; Liu, W.; Yin, W.; Dang, Y.; Chu, Y.; Fan, J.; He, R. FAP promotes immunosuppression by cancer-associated fibroblasts in the tumor microenvironment via STAT3CCL2 signaling. Cancer Res., 2016, 76(14), 4124-4135. doi: 10.1158/0008-5472.CAN-15-2973 PMID: 27216177</mixed-citation></ref><ref id="B60"><label>60.</label><mixed-citation>Li, X.; Xu, Q.; Wu, Y.; Li, J.; Tang, D.; Han, L.; Fan, Q. A CCL2/ROS autoregulation loop is critical for cancer-associated fibroblasts-enhanced tumor growth of oral squamous cell carcinoma. Carcinogenesis, 2014, 35(6), 1362-1370. doi: 10.1093/carcin/bgu046 PMID: 24531940</mixed-citation></ref><ref id="B61"><label>61.</label><mixed-citation>Heichler, C.; Scheibe, K.; Schmied, A.; Geppert, C.I.; Schmid, B.; Wirtz, S.; Thoma, O.M.; Kramer, V.; Waldner, M.J.; Büttner, C.; Farin, H.F.; Peić, M.; Knieling, F.; Merkel, S.; Grüneboom, A.; Gunzer, M.; Grützmann, R.; Rose-John, S.; Koralov, S.B.; Kollias, G.; Vieth, M.; Hartmann, A.; Greten, F.R.; Neurath, M.F.; Neufert, C. STAT3 activation through IL-6/IL-11 in cancer-associated fibroblasts promotes colorectal tumour development and correlates with poor prognosis. Gut, 2020, 69(7), 1269-1282. doi: 10.1136/gutjnl-2019-319200 PMID: 31685519</mixed-citation></ref><ref id="B62"><label>62.</label><mixed-citation>Hirata, E.; Girotti, M.R.; Viros, A.; Hooper, S.; Spencer-Dene, B.; Matsuda, M.; Larkin, J.; Marais, R.; Sahai, E. Intravital imaging reveals how BRAF inhibition generates drug-tolerant microenvironments with high integrin β1/FAK signaling. Cancer Cell, 2015, 27(4), 574-588. doi: 10.1016/j.ccell.2015.03.008 PMID: 25873177</mixed-citation></ref><ref id="B63"><label>63.</label><mixed-citation>Jayson, G.C.; Kerbel, R.; Ellis, L.M.; Harris, A.L. Antiangiogenic therapy in oncology: Current status and future directions. Lancet, 2016, 388(10043), 518-529. doi: 10.1016/S0140-6736(15)01088-0 PMID: 26853587</mixed-citation></ref><ref id="B64"><label>64.</label><mixed-citation>Feig, C.; Jones, J.O.; Kraman, M.; Wells, R.J.B.; Deonarine, A.; Chan, D.S.; Connell, C.M.; Roberts, E.W.; Zhao, Q.; Caballero, O.L.; Teichmann, S.A.; Janowitz, T.; Jodrell, D.I.; Tuveson, D.A.; Fearon, D.T. Targeting CXCL12 from FAP-expressing carcinoma-associated fibroblasts synergizes with antiPD-L1 immunotherapy in pancreatic cancer. Proc. Natl. Acad. Sci., 2013, 110(50), 20212-20217. doi: 10.1073/pnas.1320318110 PMID: 24277834</mixed-citation></ref></ref-list></back></article>
