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Tumor-Derived Granulocyte-Macrophage Colony-Stimulating Factor Regulates Myeloid Inflammation and T Cell Immunity in Pancreatic Cancer
Open accessAbstract
Cancer-associated inflammation is thought to be a barrier to immune surveillance, particularly in pancreatic ductal adenocarcinoma (PDA). Gr-1(+) CD11b(+) cells are a key feature of cancer inflammation in PDA, but remain poorly understood. Using a genetically engineered mouse model of PDA, we show that tumor-derived granulocyte-macrophage colony-stimulating factor (GM-CSF) is necessary and sufficient to drive the development of Gr-1(+) CD11b(+) cells that suppressed antigen-specific T cells. In vivo, abrogation of tumor-derived GM-CSF inhibited the recruitment of Gr-1(+) CD11b(+) cells to the tumor microenvironment and blocked tumor development-a finding that was dependent on CD8(+) T cells. In humans, PDA tumor cells prominently expressed GM-CSF in vivo. Thus, tumor-derived GM-CSF is an important regulator of inflammation and immune suppression within the tumor microenvironment.
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“FAK inhibition-mediated reprogramming of the stroma was shown to overcome radiation resistance and sensitize the tumors to immunotherapy175”
From Pancreatic cancer: Advances and challenges (2023) · cites this paper as [175]
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Cites
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Hanahan, D., & Weinberg, R. A. (2011) · Cell · doi:10.1016/j.cell.2011.02.013 · Cited by 66,590 · cited 1×
“It has become widely appreciated that tumor-associated inflammation is an enabling characteristic of cancer and contributes to tumor escape from immune destruction (Hanahan and Weinberg, 2011).”
BackgroundMyeloid-derived-suppressor cells as regulators of the immune system
Gabrilovich, D. I., & Nagaraj, S. (2009) · Nature Reviews Immunology · doi:10.1038/nri2506 · Cited by 6,753 · cited 3×
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BackgroundCancer Immunoediting: Integrating Immunity’s Roles in Cancer Suppression and Promotion
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“Disruption of CD8 immunity by elements of the tumor microenvironment is thought to be a major mechanism of tumor immune escape (Schreiber et al., 2011).”
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EMT and Dissemination Precede Pancreatic Tumor Formation
Rhim, A. D., Mirek, E. T., Aiello, N. M., Maitra, A., Bailey, J. M., McAllister, F., Reichert, M., Beatty, G. L., Rustgi, A. K., Vonderheide, R. H., et al. (2012) · Cell · doi:10.1016/j.cell.2011.11.025 · Cited by 2,136 · cited 1×
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“…system by targeting Gr-1 + CD11b + cells or the cytokines that regulate their differentiation. comprised of precursors to macrophages, dendritic cells, and granulocytes at earlier stages of differentiation (Gabrilovich and Nagaraj, 2009; Ostrand-Rosenberg and Sinha, 2009; Peranzoni et al., 2010).”
Regulation of immune responses by L-arginine metabolism
Bronte, V., & Zanovello, P. (2005) · Nature Reviews Immunology · doi:10.1038/nri1668 · Cited by 1,775 · cited 2×
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BackgroundCD40 Agonists Alter Tumor Stroma and Show Efficacy Against Pancreatic Carcinoma in Mice and Humans
Beatty, G. L., Chiorean, E. G., Fishman, M. P., Saboury, B., Teitelbaum, U. R., Sun, W., Huhn, R. D., Song, W., Li, D., Sharp, L. L., et al. (2011) · Science · doi:10.1126/science.1198443 · Cited by 1,706 · cited 3×
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“Other potential roles of Gr-1 + CD11b + cells in regulating tumor growth (Yang et al., 2004, 2008, 2011) appear therefore to be secondary or noncontributory to tumor growth, at least in this assay.”
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“VEGF and granulocyte colony-stimulating factor (G-CSF) have also been implicated in MDSC development (Gabrilovich et al., 1998; Huang et al., 2007; Roland et al., 2009; Dolcetti et al., 2010).”
BackgroundDynamics of the immune reaction to pancreatic cancer from inception to invasion
Clark, C. E., Hingorani, S. R., Mick, R., Combs, C., Tuveson, D. A., & Vonderheide, R. H. (2007) · Cancer Research · doi:10.1158/0008-5472.can-07-0175 · Cited by 990 · cited 4×
“…in patients with the same disease—the role of these cells remains controversial particularly with regard to the in vivo relevance of the T cell suppressive qualities that are typically demonstrated in vitro (Andreu et al., 2010; Clark et al., 2007; Melani et al., 2003; Stairs et al., 2011).”
BackgroundInfluentialSelf-citationYang, L., Huang, J., Ren, X., Gorska, A. E., Chytil, A., Aakre, M., Carbone, D. P., Matrisian, L. M., Richmond, A., Lin, P. C., et al. (2008) · Cancer Cell · doi:10.1016/j.ccr.2007.12.004 · Cited by 918 · cited 1×
“Other potential roles of Gr-1+ CD11b+ cells in regulating tumor growth (Yang et al., 2004, 2008, 2011) appear therefore to be secondary or noncontributory to tumor growth, at least in this assay.”
BackgroundKusmartsev, S. A., Nefedova, Y., Yoder, D., & Gabrilovich, D. I. (2004) · The Journal of Immunology · doi:10.4049/jimmunol.172.2.989 · Cited by 876 · cited 1×
“Numerous studies have reported the expansion of Gr-1+ CD11b+ cells in a variety of implantable tumor models and have demonstrated the ability of these myeloid cells to impair T cell responses in vitro (Bronte et al., 2003; Kusmartsev et al., 2004; Sinha et al., 2005).”
BackgroundLesina, M., Kurkowski, M. U., Ludes, K., Rose-John, S., Treiber, M., Klöppel, G., Yoshimura, A., Reindl, W., Sipos, B., Akira, S., et al. (2011) · Cancer Cell · doi:10.1016/j.ccr.2011.03.009 · Cited by 862 · cited 3×
“Indeed, our data are consistent with those of previous studies demonstrating IL-6 production primarily by stromal cells, not the tumor, in mouse models (Lesina et al., 2011) as well as human PDA (Bellone et al., 2006; Lesina et al., 2011).”
BackgroundResultThe Terminology Issue for Myeloid-Derived Suppressor Cells
Gabrilovich, D. I., Bronte, V., Chen, S., Colombo, M. P., Ochoa, A. C., Ostrand‐Rosenberg, S., & Schreiber, H. W. (2007) · Cancer Research · doi:10.1158/0008-5472.can-06-3037 · Cited by 834 · cited 17×
“Furthermore, normal pancreatic ductal cells also secreted VEGF (albeit somewhat less so than PDA cells) yet Gr-1 + CD11b + cells did not accumulate around normal ducts in vivo and conditioned media from normal ductal cells failed to support proliferation of c-kit + splenocytes into MDSC.”
MethodResultInfluentialTu, S., Bhagat, G., Cui, G., Takaishi, S., Kurt‐Jones, E. A., Rickman, B. H., Betz, K. S., Penz-Österreicher, M., Björkdahl, O., Fox, J. G., et al. (2008) · Cancer Cell · doi:10.1016/j.ccr.2008.10.011 · Cited by 812 · cited 17×
“Stomach-specific expression of human IL-1b in transgenic mice leads to spontaneous gastric inflammation, invasive cancer, and mobilization of MDSC (Tu et al., 2008).”
BackgroundInfluentialOncogenic Kras-induced GM-CSF production promotes the development of pancreatic neoplasia
Pylayeva-Gupta, Y., Lee, K. E., Hajdu, C. H., Miller, G., & Bar-Sagi, D. (2012) · Cancer Cell · doi:10.1016/j.ccr.2012.04.024 · Cited by 721 · cited 1×
“Importantly, our results are consistent with data described by Pylayeva-Gupta et al. (Pylayeva-Gupta et al., 2012).”
ResultMyeloid-derived suppressor cell heterogeneity and subset definition
Peranzoni, E., Zilio, S., Marigo, I., Dolcetti, L., Zanovello, P., Mandruzzato, S., & Bronte, V. (2010) · Current Opinion in Immunology · doi:10.1016/j.coi.2010.01.021 · Cited by 634 · cited 2×
“…system by targeting Gr-1 + CD11b + cells or the cytokines that regulate their differentiation. comprised of precursors to macrophages, dendritic cells, and granulocytes at earlier stages of differentiation (Gabrilovich and Nagaraj, 2009; Ostrand-Rosenberg and Sinha, 2009; Peranzoni et al., 2010).”
BackgroundBunt, S. K., Yang, L., Sinha, P., Clements, V. K., Leips, J., & Ostrand‐Rosenberg, S. (2007) · Cancer Research · doi:10.1158/0008-5472.can-07-2354 · Cited by 630 · cited 2×
“Mice lacking the IL-1 receptor exhibit delayed accumulation of MDSC and slower progression of implanted 4T1 mammary tumors and interestingly, these effects are partially restored by exogenous administration of IL-6, indicating that IL-6 may contribute independently to MDSC expansion (Bunt et al., 2007).”
BackgroundFcRγ Activation Regulates Inflammation-Associated Squamous Carcinogenesis
Andreu, P., Johansson, M., Affara, N. I., Pucci, F., Tan, T., Junankar, S. R., Korets, L. V., Lam, J., Tawfik, D., DeNardo, D. G., et al. (2010) · Cancer Cell · doi:10.1016/j.ccr.2009.12.019 · Cited by 604 · cited 4×
“In genetically defined mouse models of cancer—which more closely recapitulate the tumor microenvironments observed in patients with the same disease—the role of these cells remains controversial particularly with regard to the in vivo relevance of the T cell suppressive qualities that are typically demonstrated in vit…”
BackgroundResultInfluentialDolcetti, L., Peranzoni, E., Ugel, S., Marigo, I., Fernández, A., Mesa, C., Geilich, M., Winkels, G., Traggiai, E., Casati, A., et al. (2009) · European Journal of Immunology · doi:10.1002/eji.200939903 · Cited by 568 · cited 5×
“In studies of implantable tumormodels, GM-CSF has been linked to the generation of Gr-1 CD11b cells with immunosuppressive features (Bronte et al., 1999; Dolcetti et al., 2010; Morales et al., 2010; Serafini et al., 2004).”
BackgroundInfluentialIL25 elicits a multipotent progenitor cell population that promotes TH2 cytokine responses
Saenz, S. A., Siracusa, M. C., Perrigoue, J., Spencer, S. P., Urban, J. F., Tocker, J. E., Budelsky, A., Kleinschek, M. A., Kastelein, R. A., Kambayashi, T., et al. (2010) · Nature · doi:10.1038/nature08901 · Cited by 554
Inflammation Induces Myeloid-Derived Suppressor Cells that Facilitate Tumor Progression
Bunt, S. K., Sinha, P., Clements, V. K., Leips, J., & Ostrand‐Rosenberg, S. (2006) · The Journal of Immunology · doi:10.4049/jimmunol.176.1.284 · Cited by 537 · cited 2×
“For example, the pro-inflammatory cytokine IL-1b has been implicated in MDSC pathophysiology such that fibrosarcoma or 4T1 mammary carcinoma cell lines engineered to secrete IL-1b grow more rapidly than control tumors upon implantation due to enhanced accumulation of Gr-1 CD11b and concomitant T cell suppression (Bunt…”
BackgroundSerafini, P., Carbley, R., Noonan, K. A., Tan, G. G. Y., Bronte, V., & Borrello, I. (2004) · Cancer Research · doi:10.1158/0008-5472.can-04-0757 · Cited by 533 · cited 1×
“In studies of implantable tumormodels, GM-CSF has been linked to the generation of Gr-1+ CD11b+ cells with immu- nosuppressive features (Bronte et al., 1999; Dolcetti et al., 2010; Morales et al., 2010; Serafini et al., 2004).”
BackgroundInduction of Lymphoidlike Stroma and Immune Escape by Tumors That Express the Chemokine CCL21
Shields, J. D., Kourtis, I. C., Tomei, A. A., Roberts, J., & Swartz, M. A. (2010) · Science · doi:10.1126/science.1185837 · Cited by 530 · cited 2×
“Recent studies have also linked the chemokine CCL21 to the appearance ofMDSC in the B16-F10 implantablemodel of melanoma (Shields et al., 2010), and other investigators have uncovered that IL-25 elicits a multipotent progenitor cell population in mucosal tissue that can differentiate into cells of various myeloid line…”
BackgroundStat3 and MMP7 Contribute to Pancreatic Ductal Adenocarcinoma Initiation and Progression
Fukuda, A., Wang, S. C., Morris, J. P., Folias, A. E., Liou, A., Kim, G., Akira, S., Boucher, K. M., Firpo, M. A., Mulvihill, S. J., et al. (2011) · Cancer Cell · doi:10.1016/j.ccr.2011.03.002 · Cited by 528 · cited 2×
“In mice, IL-6 production can be induced in PDA tumor cells, or in pancreas epithelium harboring mutant Kras, but only after an acute inflammatory insult (Fukuda et al., 2011).”
BackgroundBronte, V., Apolloni, E., Cabrelle, A., Ronca, R., Serafini, P., Zamboni, P., Restifo, N. P., & Zanovello, P. (2000) · Blood · doi:10.1182/blood.v96.12.3838 · Cited by 527 · cited 2×
“…a heterogeneous population of myeloid cells including myelocytes, metamyelocytes, band and segmented neutrophils, and monocytoid cells (Figure 1D), consistent with previous observations of cancer-associated Gr-1 + CD11b + cells (Andreu et al., 2010; Bronte et al., 2000; Stairs et al., 2011).”
ResultIL-4-Induced Arginase 1 Suppresses Alloreactive T Cells in Tumor-Bearing Mice
Bronte, V., Serafini, P., Santo, C. D., Marigo, I., Tosello, V., Mazzoni, A., Segal, D. M., Staib, C., Löwel, M., Sutter, G., et al. (2003) · The Journal of Immunology · doi:10.4049/jimmunol.170.1.270 · Cited by 526 · cited 2×
“Numerous studies have reported the expansion of Gr-1 CD11b cells in a variety of implantable tumor models and have demonstrated the ability of these myeloid cells to impair T cell responses in vitro (Bronte et al., 2003; Kusmartsev et al., 2004; Sinha et al., 2005).”
BackgroundSinha, P., Clements, V. K., & Ostrand‐Rosenberg, S. (2005) · The Journal of Immunology · doi:10.4049/jimmunol.174.2.636 · Cited by 461 · cited 2×
“Numerous studies have reported the expansion of Gr-1 CD11b cells in a variety of implantable tumor models and have demonstrated the ability of these myeloid cells to impair T cell responses in vitro (Bronte et al., 2003; Kusmartsev et al., 2004; Sinha et al., 2005).”
BackgroundBronte, V., Chappell, D. B., Apolloni, E., Cabrelle, A., Wang, M. L., Hwu, P., & Restifo, N. P. (1999) · The Journal of Immunology · doi:10.4049/jimmunol.162.10.5728 · Cited by 404 · cited 4×
“In studies of implantable tumormodels, GM-CSF has been linked to the generation of Gr-1 CD11b cells with immunosuppressive features (Bronte et al., 1999; Dolcetti et al., 2010; Morales et al., 2010; Serafini et al., 2004).”
BackgroundInfluentialRole Of Immature Myeloid Cells in Mechanisms of Immune Evasion In Cancer
Kusmartsev, S. A., & Gabrilovich, D. I. (2005) · Cancer Immunology Immunotherapy · doi:10.1007/s00262-005-0048-z · Cited by 348 · cited 2×
“Various terms have been used in the literature to describe Gr-1 + CD11b + cells, including immature myeloid cells (Kusmartsev and Gabrilovich, 2006) or myeloid derived suppressor cells (MDSC) (Gabrilovich et al., 2007).”
MethodMelani, C. C., Chiodoni, C., Forni, G., & Colombo, M. P. (2003) · Blood · doi:10.1182/blood-2003-01-0190 · Cited by 295 · cited 8×
“Furthermore, normal pancreatic ductal cells also secreted VEGF (albeit somewhat less so than PDA cells) yet Gr-1 + CD11b + cells did not accumulate around normal ducts in vivo and conditioned media from normal ductal cells failed to support proliferation of c-kit + splenocytes into MDSC.”
BackgroundInfluentialSong, X., Krelin, Y., Dvorkin, T., Björkdahl, O., Segal, S., Dinarello, C. A., Voronov, E., & Apte, R. N. (2005) · The Journal of Immunology · doi:10.4049/jimmunol.175.12.8200 · Cited by 290 · cited 2×
“…implicated in MDSC pathophysi- ology such that fibrosarcoma or 4T1 mammary carcinoma cell lines engineered to secrete IL-1b grow more rapidly than control tumors upon implantation due to enhanced accumulation of Gr-1+ CD11b+ and concomitant T cell suppression (Bunt et al., 2006; Song et al., 2005).”
BackgroundHuang, Y., Chen, X., Dikov, M. M., Novitskiy, S. V., Mosse, C. A., Li, Y., & Carbone, D. P. (2007) · Blood · doi:10.1182/blood-2007-01-065714 · Cited by 239 · cited 1×
“VEGF and granulocyte colony-stimulating factor (G-CSF) have also been implicated in MDSC development (Gabrilovich et al., 1998; Huang et al., 2007; Roland et al., 2009; Dolcetti et al., 2010).”
BackgroundYang, X. D., Ai, W., Asfaha, S., Bhagat, G., Friedman, R. A., Jin, G., Park, H., Shykind, B., Diacovo, T. G., Falus, A., et al. (2010) · Nature Medicine · doi:10.1038/nm.2278 · Cited by 237 · cited 1×
“Other potential roles of Gr-1 + CD11b + cells in regulating tumor growth (Yang et al., 2004, 2008, 2011) appear therefore to be secondary or noncontributory to tumor growth, at least in this assay.”
BackgroundMorales, J. K., Kmieciak, M., Knutson, K. L., Bear, H. D., & Manjili, M. H. (2009) · Breast Cancer Research and Treatment · doi:10.1007/s10549-009-0622-8 · Cited by 214 · cited 2×
“In studies of implantable tumormodels, GM-CSF has been linked to the generation of Gr-1 CD11b cells with immunosuppressive features (Bronte et al., 1999; Dolcetti et al., 2010; Morales et al., 2010; Serafini et al., 2004).”
BackgroundRoland, C. L., Lynn, K. D., Toombs, J. E., Dineen, S. P., Udugamasooriya, D. G., & Brekken, R. A. (2009) · PLoS ONE · doi:10.1371/journal.pone.0007669 · Cited by 213 · cited 1×
“VEGF and granulocyte colony-stimulating factor (G-CSF) have also been implicated in MDSC development (Gabrilovich et al., 1998; Huang et al., 2007; Roland et al., 2009; Dolcetti et al., 2010).”
BackgroundStairs, D. B., Bayne, L. J., Rhoades, B., Vega, M. E., Waldron, T. J., Kalabis, J., Klein–Szanto, A. J., Lee, J., Katz, J. P., Diehl, J. A., et al. (2011) · Cancer Cell · doi:10.1016/j.ccr.2011.02.007 · Cited by 196 · cited 2×
“…in patients with the same disease—the role of these cells remains controversial particularly with regard to the in vivo relevance of the T cell suppressive qualities that are typically demonstrated in vitro (Andreu et al., 2010; Clark et al., 2007; Melani et al., 2003; Stairs et al., 2011).”
BackgroundResultSelf-citationMa, G., Pan, P., Eisenstein, S. G., Divino, C. M., Lowell, C. A., Takai, T., & Chen, S. (2011) · Immunity · doi:10.1016/j.immuni.2011.02.004 · Cited by 175 · cited 1×
“…2C) and produced high levels of nitrite upon culture (Figure 2D), suggesting expression of inducible nitric oxide synthase (iNOS); both arginase and iNOS have been previously linked to immunosuppression by Gr-1 + CD11b + cells in tumor-bearing mice (Bronte and Zanovello, 2005; Ma et al., 2011).”
BackgroundClark, C. E., Beatty, G. L., & Vonderheide, R. H. (2008) · Cancer Letters · doi:10.1016/j.canlet.2008.09.037 · Cited by 160 · cited 2×
“Leukocytes infiltrating PDA lesions are predominantly derived from the innate immune system and coordinate a network of local immune suppression (Clark et al., 2007, 2009).”
BackgroundSelf-citationBellone, G., Carbone, A., Smirne, C., Scirelli, T., Buffolino, A., Novarino, A., Stacchini, A., Bertetto, O., Palestro, G., Sorio, C., et al. (2006) · The Journal of Immunology · doi:10.4049/jimmunol.177.5.3448 · Cited by 136 · cited 4×
“Indeed, our data are consistent with those of previous studies demonstrating IL-6 production primarily by stromal cells, not the tumor, in mouse models (Lesina et al., 2011) as well as human PDA (Bellone et al., 2006; Lesina et al., 2011).”
BackgroundResultInfluentialOverexpression of Interleukin-1β in the Murine Pancreas Results in Chronic Pancreatitis
Marrache, F., Tu, S. P., Bhagat, G., Pendyala, S., Österreicher, C. H., Gordon, S. A. K., Ramanathan, V., Penz-Österreicher, M., Betz, K. S., Song, Z., et al. (2008) · Gastroenterology · doi:10.1053/j.gastro.2008.06.078 · Cited by 105 · cited 1×
“Overexpression of IL-1b in the mouse pancreas results in pancreatitis but interestingly, not PanIN or PDA (Marrache et al., 2008).”
BackgroundA dual role for the immune response in a mouse model of inflammation-associated lung cancer
Dougan, M. L., Li, D., Neuberg, D. S., Mihm, M. C., Googe, P. B., Wong, K., & Dranoff, G. (2011) · Journal of Clinical Investigation · doi:10.1172/jci44796 · Cited by 94 · cited 2×
“In mice with combined loss of IFN-g, IL-3, and GM-CSF, lung carcinomas develop at a high frequency and exhibit an infiltrate of Gr-1 + CD11b + leukocytes (Dougan et al., 2011).”
BackgroundMeCP2/H3meK9 are involved in IL-6 gene silencing in pancreatic adenocarcinoma cell lines
Dandrea, M., Donadelli, M., Costanzo, C., Scarpa, A., & Palmieri, M. (2009) · Nucleic Acids Research · doi:10.1093/nar/gkp723 · Cited by 61 · cited 1×
“In addition, IL-6 expression in tumors may be silenced by DNA methylation (Dandrea et al., 2009).”
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Self-citation
Metadata
- Authors
- Bayne, L. J., Beatty, G. L., Jhala, N., Clark, C. E., Rhim, A. D., Stanger, B. Z., & Vonderheide, R. H.
- Affiliations
- University of Pennsylvania (US)
- Abramson Cancer Center (US)
- Corresponding author
- Vonderheide, Robert H.
- Venue
- Cancer Cell
- Publisher
- Elsevier BV
- Published
- 2012-06
- Volume
- 21
- Issue
- 6
- Pages
- 822-835
- ISSN
- 1535-6108 (ISSN-L)
- PMC
- PMC3575028
- OpenAlex
- W2129176863
- Cited by
- 947
- References
- 45
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- FWCI
- 29.96
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
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- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/legal/tdmrep-license (tdm)
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- doi.org/10.15223/policy-012 (stm-asf)
- doi.org/10.15223/policy-029 (stm-asf)
- doi.org/10.15223/policy-004 (stm-asf)
- Locations
- Cancer Cell (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Abramson Family Cancer Research Institute
- National Institutes of Health (K08 088945, K12 CA076931)
- American Gastroenterological Association
- Cancer Research Institute
- Gabrielle’s Angel Foundation for Cancer Research
- Pennsylvania Department of Health
- Topics
- Life Sciences › Immunology and Microbiology › Immunology › Immune cells in cancer
- Health Sciences › Medicine › Oncology › Pancreatic and Hepatic Oncology Research
- Health Sciences › Medicine › Oncology › Cancer Immunotherapy and Biomarkers
- Keywords
- GM-CSF, pancreatic ductal adenocarcinoma, tumor inflammation, myeloid cells, tumor microenvironment, T cell suppression, CD8+ T cells, tumor immune evasion, tumor-derived cytokines
- MeSH terms
- Adenocarcinoma, Animals, Humans, Immunohistochemistry, Inflammation, Mice, Transgenic, Pancreatic Neoplasms, T-Lymphocytes, Granulocyte-Macrophage Colony-Stimulating Factor, Mice, Knockout, CD8-Positive T-Lymphocytes, Models, Immunological, Receptors, Chemokine, Carcinoma, Pancreatic Ductal, Myeloid Cells, RNA Interference, CD11b Antigen, Cell Line, Tumor, Mice, Tumor Microenvironment
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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