The DOI matches its Crossref record; 64 of the 64 references it cites were found in a registry or an index.
Elucidation of Tumor-Stromal Heterogeneity and the Ligand-Receptor Interactome by Single-Cell Transcriptomics in Real-world Pancreatic Cancer Biopsies
Open accessPublished version of a preprint
Abstract
Purpose: Precision medicine approaches in pancreatic ductal adenocarcinoma (PDAC) are imperative for improving disease outcomes. With molecular subtypes of PDAC gaining relevance in the context of therapeutic stratification, the ability to characterize heterogeneity of cancer-specific gene expression patterns is of great interest. In addition, understanding patterns of immune evasion within PDAC is of importance as novel immunotherapeutic strategies are developed. Experimental Design: Single-cell RNA sequencing (scRNA-seq) is readily applicable to limited biopsies from human primary and metastatic PDAC and identifies most cancers as being an admixture of previously described epithelial transcriptomic subtypes. Results: Integrative analyses of our data provide an in-depth characterization of the heterogeneity within the tumor microenvironment, including cancer-associated fibroblast subclasses, and predicts for a multitude of ligand-receptor interactions, revealing potential targets for immunotherapy approaches. Conclusions: Our analysis demonstrates that the use of de novo biopsies from patients with PDAC paired with scRNA-seq may facilitate therapeutic prediction from limited biopsy samples.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“scRNA-seq datasets from human and murine tumors have identified multiple unique neoplastic epithelial populations within individual tumors149,269, which represent multiple PDAC subtypes within the same tumor270.”
From Pancreatic cancer: Advances and challenges (2023) · cites this paper as [269]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Spencer, P. M., Cameron, J. L., & Lin, L. (2000) · Cited by 7,202
Genomic analyses identify molecular subtypes of pancreatic cancer
Bailey, P., Chang, D. K., Nones, K., Johns, A. L., Patch, A.-M., Gingras, M.-C., Miller, D. K., Christ, A. N., Bruxner, T. J. C., Quinn, M. C., et al. (2016) · Nature · doi:10.1038/nature16965 · Cited by 3,621
Self-citationA Next Generation Connectivity Map: L1000 Platform and the First 1,000,000 Profiles
Subramanian, A., Narayan, R., Corsello, S. M., Peck, D. D., Natoli, T. E., Lu, X., Gould, J., Davis, J. F., Tubelli, A. A., Asiedu, J. K., et al. (2017) · Cell · doi:10.1016/j.cell.2017.10.049 · Cited by 3,515
Efremova, M., Vento-Tormo, M., Teichmann, S. A., & Vento-Tormo, R. (2020) · Nature Protocols · doi:10.1038/s41596-020-0292-x · Cited by 3,449
Distinct populations of inflammatory fibroblasts and myofibroblasts in pancreatic cancer
Öhlund, D., Handly-Santana, A., Biffi, G., Elyada, E., Almeida, A. S., Ponz-Sarvise, M., Corbo, V., Oni, T. E., Hearn, S. A., Lee, E. J., et al. (2017) · Journal of Experimental Medicine · doi:10.1084/jem.20162024 · Cited by 2,590
Single-cell RNA-seq reveals new types of human blood dendritic cells, monocytes, and progenitors
Villani, A.-C., Satija, R., Reynolds, G., Sarkizova, S., Shekhar, K., Fletcher, J., Griesbeck, M., Butler, A., Zheng, S., Lazo, S., et al. (2017) · Science · doi:10.1126/science.aah4573 · Cited by 2,413
Single-cell reconstruction of the early maternal–fetal interface in humans
Vento-Tormo, R., Efremova, M., Botting, R. A., Turco, M. Y., Vento-Tormo, M., Meyer, K. B., Park, J.-E., Stephenson, E., Polański, K., Goncalves, A., et al. (2018) · Nature · doi:10.1038/s41586-018-0698-6 · Cited by 2,358
Elyada, E., Bolisetty, M., Laise, P., Flynn, W. F., Courtois, E. T., Burkhart, R. A., Teinor, J. A., Belleau, P., Biffi, G., Lucito, M. S., et al. (2019) · Cancer Discovery · doi:10.1158/2159-8290.cd-19-0094 · Cited by 2,241
Moffitt, R. A., Marayati, R., Flate, E. L., Volmar, K. E., Loeza, S. G. H., Hoadley, K. A., Rashid, N. U., Williams, L. A., Eaton, S. C., Chung, A. H., et al. (2015) · Nature Genetics · doi:10.1038/ng.3398 · Cited by 2,194
Integrated genomic characterization of pancreatic ductal adenocarcinoma
Raphael, B. J., Hruban, R. H., Aguirre, A. J., Moffitt, R. A., Yeh, J. J., Stewart, C., Robertson, A. G., Cherniack, A. D., Gupta, M., Getz, G., et al. (2017) · Cancer Cell · doi:10.1016/j.ccell.2017.07.007 · Cited by 2,019
Kleeff, J., Korc, M., Apte, M., La Vecchia, C., Johnson, C. D., Biankin, A. V., Neale, R. E., Tempero, M., Tuveson, D. A., Hruban, R. H., et al. (2016) · Nature Reviews Disease Primers · doi:10.1038/nrdp.2016.22 · Cited by 1,982
Subtypes of pancreatic ductal adenocarcinoma and their differing responses to therapy
Collisson, E. A., Sadanandam, A., Olson, P., Gibb, W. J., Truitt, M., Gu, S., Cooc, J., Weinkle, J., Kim, G. E., Jakkula, L., et al. (2011) · Nature Medicine · doi:10.1038/nm.2344 · Cited by 1,967
Global characterization of T cells in non-small-cell lung cancer by single-cell sequencing
Guo, X., Zhang, Y., Zheng, L., Zheng, C., Song, J., Zhang, Q., Kang, B., Liu, Z., Jin, L., Xing, R., et al. (2018) · Nature Medicine · doi:10.1038/s41591-018-0045-3 · Cited by 1,651
CD24 signalling through macrophage Siglec-10 is a target for cancer immunotherapy
Barkal, A. A., Brewer, R. E., Markovic, M., Kowarsky, M., Barkal, S. A., Zaro, B. W., Krishnan, V., Hatakeyama, J., Dorigo, O., Barkal, L. J., et al. (2019) · Nature · doi:10.1038/s41586-019-1456-0 · Cited by 1,409
Biffi, G., Oni, T. E., Spielman, B., Hao, Y., Elyada, E., Park, Y., Preall, J., & Tuveson, D. A. (2019) · Cancer Discovery · doi:10.1158/2159-8290.cd-18-0710 · Cited by 1,360
Peng, J., Sun, B.-F., Chen, C.-Y., Zhou, J.-Y., Chen, Y.-S., Chen, H., Liu, L., Huang, D., Jiang, J., Cui, G.-S., et al. (2019) · Cell Research · doi:10.1038/s41422-019-0195-y · Cited by 1,321
Interleukin-18 Regulates Both Th1 and Th2 Responses
Nakanishi, K., Yoshimoto, T., Tsutsui, H., & Okamura, H. (2001) · Annual Review of Immunology · doi:10.1146/annurev.immunol.19.1.423 · Cited by 1,319
A Single-Cell Transcriptome Atlas of the Human Pancreas
Muraro, M. J., Dharmadhikari, G., Grün, D., Gröen, N., Dielen, T., Jansen, E., van Gurp, L., Engelse, M. A., Carlotti, F., de Koning, E. J. P., et al. (2016) · Cell Systems · doi:10.1016/j.cels.2016.09.002 · Cited by 1,307
Innate Immune Landscape in Early Lung Adenocarcinoma by Paired Single-Cell Analyses
Lavin, Y., Kobayashi, S., Leader, A., Amir, E.-A. D., Elefant, N., Bigenwald, C., Remark, R., Sweeney, R., Becker, C. D., Levine, J. H., et al. (2017) · Cell · doi:10.1016/j.cell.2017.04.014 · Cited by 1,209
Jacob, F., Salinas, R. D., Zhang, D. Y., Nguyen, P. T. T., Schnoll, J. G., Wong, S. Z. H., Thokala, R., Sheikh, S., Saxena, D., Prokop, S., et al. (2020) · Cell · doi:10.1016/j.cell.2019.11.036 · Cited by 1,149
Organoid Profiling Identifies Common Responders to Chemotherapy in Pancreatic Cancer
Tiriac, H., Belleau, P., Engle, D. D., Plenker, D., Deschênes, A., Somerville, T. D. D., Froeling, F. E. M., Burkhart, R. A., Denroche, R. E., Jang, G.-H., et al. (2018) · Cancer Discovery · doi:10.1158/2159-8290.cd-18-0349 · Cited by 1,092
Potential Regulatory Function of Human Dendritic Cells Expressing Indoleamine 2,3-Dioxygenase
Munn, D. H., Sharma, M. D., Lee, J. R., Jhaver, K. G., Johnson, T. S., Keskin, D. B., Marshall, B., Chandler, P., Antonia, S. J., Burgess, R. E., et al. (2002) · Science · doi:10.1126/science.1073514 · Cited by 1,028
Self-citationPancreatic cancer stroma: an update on therapeutic targeting strategies
Hosein, A. N., Brekken, R. A., & Maitra, A. (2020) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-020-0300-1 · Cited by 950
Self-citationTurning 'sweet' on immunity: galectin–glycan interactions in immune tolerance and inflammation
Rabinovich, G. A., & Toscano, M. A. (2009) · Nature reviews. Immunology · doi:10.1038/nri2536 · Cited by 900
Molecular subtypes of pancreatic cancer
Collisson, E. A., Bailey, P., Chang, D. K., & Biankin, A. V. (2019) · Nature Reviews Gastroenterology & Hepatology · doi:10.1038/s41575-019-0109-y · Cited by 892
Dominguez, C. X., Müller, S., Keerthivasan, S., Koeppen, H., Hung, J., Gierke, S., Breart, B., Foreman, O., Bainbridge, T. W., Castiglioni, A., et al. (2020) · Cancer Discovery · doi:10.1158/2159-8290.cd-19-0644 · Cited by 857
Ooft, S. N., Weeber, F., Dijkstra, K. K., McLean, C. M., Kaing, S., van Werkhoven, E., Schipper, L., Hoes, L., Vis, D. J., van de Haar, J., et al. (2019) · Science Translational Medicine · doi:10.1126/scitranslmed.aay2574 · Cited by 813
Patient-Derived Organoids Predict Chemoradiation Responses of Locally Advanced Rectal Cancer
Yao, Y., Xu, X., Yang, L., Zhu, J., Wan, J., Shen, L., Xia, F., Fu, G., Deng, Y., Pan, M., et al. (2020) · Cell Stem Cell · doi:10.1016/j.stem.2019.10.010 · Cited by 755
Transcription phenotypes of pancreatic cancer are driven by genomic events during tumor evolution
Chan-Seng-Yue, M., Kim, J. C., Wilson, G. W., Ng, K., Figueroa, E. F., O’Kane, G. M., Connor, A. A., Denroche, R. E., Grant, R. C., McLeod, J., et al. (2020) · Nature Genetics · doi:10.1038/s41588-019-0566-9 · Cited by 669
Multilineage communication regulates human liver bud development from pluripotency
Camp, J. G., Sekine, K., Gerber, T., Loeffler-Wirth, H., Binder, H., Gac, M., Kanton, S., Kageyama, J., Damm, G., Seehofer, D., et al. (2017) · Nature · doi:10.1038/nature22796 · Cited by 621
Aung, K. L., Fischer, S. E., Denroche, R. E., Jang, G.-H., Dodd, A., Creighton, S., Southwood, B., Liang, S.-B., Chadwick, D., Zhang, A., et al. (2018) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-17-2994 · Cited by 618
The impact of hypoxia on tumor-associated macrophages
Henze, A.-T., & Mazzone, M. (2016) · Journal of Clinical Investigation · doi:10.1172/jci84427 · Cited by 583
A rectal cancer organoid platform to study individual responses to chemoradiation
Ganesh, K., Wu, C., O’Rourke, K. P., Szeglin, B. C., Zheng, Y., Sauvé, C.-E. G., Adileh, M., Wasserman, I., Marco, M. R., Kim, A. S., et al. (2019) · Nature Medicine · doi:10.1038/s41591-019-0584-2 · Cited by 569
Multimodal mapping of the tumor and peripheral blood immune landscape in human pancreatic cancer
Steele, N. G., Carpenter, E. S., Kemp, S. B., Sirihorachai, V. R., The, S., Delrosario, L., Lazarus, J., Amir, E.-A. D., Gunchick, V., Espinoza, C. E., et al. (2020) · Nature Cancer · doi:10.1038/s43018-020-00121-4 · Cited by 556
Stromal Microenvironment Shapes the Intratumoral Architecture of Pancreatic Cancer
Ligorio, M., Sil, S., Malagon-Lopez, J., Nieman, L. T., Misale, S., Pilato, M. D., Ebright, R. Y., Karabacak, M., Kulkarni, A. S., Liu, A., et al. (2018) · Cell · doi:10.1016/j.cell.2019.05.012 · Cited by 539
Bruton Tyrosine Kinase–Dependent Immune Cell Cross-talk Drives Pancreas Cancer
Gunderson, A. J., Kaneda, M. M., Tsujikawa, T., Nguyen, A. V., Affara, N. I., Ruffell, B., Gorjestani, S., Liudahl, S. M., Truitt, M., Olson, P., et al. (2015) · Cancer Discovery · doi:10.1158/2159-8290.cd-15-0827 · Cited by 492
Pancreatic cancer organoids recapitulate disease and allow personalized drug screening
Driehuis, E., van Hoeck, A., Moore, K., Kolders, S., Francies, H. E., Gülersönmez, M. C., Stigter, E. C. A., Burgering, B. M. T., Geurts, V., Gracanin, A., et al. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1911273116 · Cited by 471
Crinier, A., Milpied, P., Escalière, B., Piperoglou, C., Galluso, J., Balsamo, A., Spinelli, L., Cervera-Marzal, I., Ebbo, M., Girard-Madoux, M., et al. (2018) · Immunity · doi:10.1016/j.immuni.2018.09.009 · Cited by 470
Dendritic Cell Paucity Leads to Dysfunctional Immune Surveillance in Pancreatic Cancer
Hegde, S., Lander, V. E., Herzog, B. H., Zuo, C., Breden, M. A., Knolhoff, B. L., Hogg, G. D., Tang, J. P., Baer, J. M., Mpoy, C., et al. (2020) · Cancer Cell · doi:10.1016/j.ccell.2020.02.008 · Cited by 469
Bernard, V., Semaan, A., Huang, J. H., Lucas, F. A. S., Mulu, F. C., Stephens, B. M., Guerrero, P. A., Huang, Y., Zhao, J., Kamyabi, N., et al. (2018) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-18-1955 · Cited by 387
Self-citationHoshida, Y. (2010) · PLoS ONE · doi:10.1371/journal.pone.0015543 · Cited by 382
IL35-Producing B Cells Promote the Development of Pancreatic Neoplasia
Pylayeva‐Gupta, Y., Das, S., Handler, J. S., Hajdu, C. H., Coffre, M., Koralov, S. B., & Bar‐Sagi, D. (2015) · Cancer Discovery · doi:10.1158/2159-8290.cd-15-0843 · Cited by 367
Real-time Genomic Characterization of Advanced Pancreatic Cancer to Enable Precision Medicine
Aguirre, A. J., Nowak, J. A., Camarda, N. D., Moffitt, R. A., Ghazani, A. A., Hazar-Rethinam, M., Raghavan, S., Kim, J., Brais, L. K., Ragon, D., et al. (2018) · Cancer Discovery · doi:10.1158/2159-8290.cd-18-0275 · Cited by 367
Lin, W., Noel, P., Borazanci, E. H., Lee, J., Amini, A., Han, I. W., Heo, J. S., Jameson, G., Fraser, C. R., Steinbach, M. A., et al. (2020) · Genome Medicine · doi:10.1186/s13073-020-00776-9 · Cited by 337
Self-citationHosein, A. N., Huang, H., Wang, Z., Parmar, K., Du, W., Huang, J., Maitra, A., Olson, E., Verma, U., & Brekken, R. A. (2019) · JCI Insight · doi:10.1172/jci.insight.129212 · Cited by 302
Self-citationChantrill, L. A., Nagrial, A. M., Watson, C., Johns, A. L., Martyn-Smith, M., Simpson, S. H., Mead, S., Jones, M. D., Samra, J. S., Gill, A. J., et al. (2015) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-15-0426 · Cited by 239
Hif1a Deletion Reveals Pro-Neoplastic Function of B Cells in Pancreatic Neoplasia
Lee, K. E., Spata, M., Bayne, L. J., Buza, E. L., Durham, A. C., Allman, D., Vonderheide, R. H., & Simon, M. C. (2015) · Cancer Discovery · doi:10.1158/2159-8290.cd-15-0822 · Cited by 229
Connor, A. A., Denroche, R. E., Jang, G. H., Lemire, M., Zhang, A. X. W., Chan‐Seng‐Yue, M., Wilson, G. W., Grant, R. C., Merico, D., Lungu, I. M., et al. (2019) · Cancer Cell · doi:10.1016/j.ccell.2018.12.010 · Cited by 227
Schlesinger, Y., Yosefov-Levi, O., Kolodkin‐Gal, D., Granit, R. Z., Peters, L., Kalifa, R., Lei, X., Nasereddin, A., Shiff, I., Amran, O., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-18207-z · Cited by 226
Simpson, K. D., Templeton, D. J., & Cross, J. V. (2012) · The Journal of Immunology · doi:10.4049/jimmunol.1201161 · Cited by 218
Hayashi, A., Fan, J., Chen, R., Ho, Y.-J., Makohon-Moore, A. P., Lecomte, N., Zhong, Y., Hong, J., Huang, J., Sakamoto, H., et al. (2020) · Nature Cancer · doi:10.1038/s43018-019-0010-1 · Cited by 205
Self-citationOweira, H., Petrausch, U., Helbling, D., Schmidt, J., Mannhart, M., Mehrabi, A., Schöb, O. M., Giryes, A., Decker, M., & Abdel-Rahman, O. M. (2017) · World Journal of Gastroenterology · doi:10.3748/wjg.v23.i10.1872 · Cited by 185
Pancreatic Cancer Genomes: Implications for Clinical Management and Therapeutic Development
Dreyer, S. B., Chang, D. K.-F., Bailey, P. J., & Biankin, A. V. (2017) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-16-2411 · Cited by 168
Funamizu, N., Hu, C., Lacy, C., Schetter, A. J., Zhang, G., He, P., Gaedcke, J., Ghadimi, M. B., Ghadimi, Β. M., Yfantis, H. G., et al. (2012) · International Journal of Cancer · doi:10.1002/ijc.27736 · Cited by 134
Self-citationPorter, R. L., Magnus, N. K. C., Thapar, V., Morris, R., Szabolcs, A., Neyaz, A., Kulkarni, A. S., Tai, E., Chougule, A., Hillis, A., et al. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1914915116 · Cited by 129
B and T Lymphocyte Attenuator Regulates B Cell Receptor Signaling by Targeting Syk and BLNK
Vendel, A. C., Calemine-Fenaux, J., Izrael-Tomasevic, A., Chauhan, V., Arnott, D. P., & Eaton, D. (2009) · The Journal of Immunology · doi:10.4049/jimmunol.182.3.1509 · Cited by 120
Hansel, D. E., Rahman, A., Wehner, S., Herzog, V., Yeo, C. J., & Maitra, A. (2003) · PubMed · Cited by 116
Self-citationVanderLaan, P. A. (2016) · Cancer Cytopathology · doi:10.1002/cncy.21742 · Cited by 109
MIF Is Necessary for Late-Stage Melanoma Patient MDSC Immune Suppression and Differentiation
Yaddanapudi, K., Rendon, B. E., Lamont, G. J., Kim, E. J., Rayyan, N. A., Richie, J., Albeituni, S., Waigel, S. J., Wise, A. D., & Mitchell, R. A. (2015) · Cancer Immunology Research · doi:10.1158/2326-6066.cir-15-0070-t · Cited by 106
Pancreatic adenocarcinoma: insights into patterns of recurrence and disease behavior
Şahin, İ. H., Elias, H. K., Chou, J. F., Capanu, M., & O'Reilly, E. M. (2018) · BMC Cancer · doi:10.1186/s12885-018-4679-9 · Cited by 64
Klasen, C., Ziehm, T., Huber, M., Asare, Y., Kapurniotu, A., Shachar, I., Bernhagen, J., & Bounkari, O. E. (2018) · Cellular Signalling · doi:10.1016/j.cellsig.2018.02.010 · Cited by 42
Chan‐Seng‐Yue, M., Kim, J. C., Wilson, G. W., Ng, K., Figueroa, E. F., O'Kane, G. M., Connor, A. A., Denroche, R. E., Grant, R. C., McLeod, J. L., et al. (2020) · Nature Genetics · doi:10.1038/s41588-020-0588-3 · Cited by 20
Cytopathology of the pancreatobiliary tract-the agony, and sometimes, the ease of it.
Conrad, R. D., Castelino‐Prabhu, S., Cobb, C. J., & Raza, A. (2013) · Europe PMC (PubMed Central) · doi:10.3978/j.issn.2078-6891.2012.022 · Cited by 12
Raghavan, S., Winter, P. S., Navia, A. W., Williams, H. L., DenAdel, A., Kalekar, R. L., Galvez-Reyes, J., Lowder, K. E., Mulugeta, N., Raghavan, M. S., et al. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.08.25.256214 · Cited by 10
Cited by
Sorted by citations
Pancreatic cancer: Advances and challenges
Halbrook, C. J., Lyssiotis, C. A., Pasca di Magliano, M., & Maitra, A. (2023) · Cell · doi:10.1016/j.cell.2023.02.014 · Cited by 1,321
Self-citationHuang, H., Wang, Z., Zhang, Y., Pradhan, R. N., Ganguly, D., Chandra, R., Murimwa, G., Wright, S., Gu, X., Maddipati, R., et al. (2022) · Cancer Cell · doi:10.1016/j.ccell.2022.04.011 · Cited by 542
Wang, L., Liu, Y., Dai, Y., Tang, X., Tong, Y., Wang, C., Wang, T., Dong, L., Shi, M., Qin, J., et al. (2022) · Gut · doi:10.1136/gutjnl-2021-326070 · Cited by 314
Self-citationWerba, G., Weissinger, D., Kawaler, E. A., Zhao, E., Kalfakakou, D., Dhara, S., Wang, L., Lim, H. B., Oh, G., Jing, X., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-36296-4 · Cited by 303
Translational advances in pancreatic ductal adenocarcinoma therapy
Hosein, A. N., Dougan, S. K., Aguirre, A. J., & Maitra, A. (2022) · Nature Cancer · doi:10.1038/s43018-022-00349-2 · Cited by 255
Self-citation
Metadata
- Authors
- Lee, J. J., Bernard, V., Semaan, A., Monberg, M. E., Huang, J., Stephens, B. M., Lin, D., Rajapakshe, K. I., Weston, B. R., Bhutani, M. S., Haymaker, C. L., Bernatchez, C., Taniguchi, C. M., Maitra, A., & Guerrero, P. A.
- Affiliations
- The University of Texas MD Anderson Cancer Center (US)
- Corresponding author
- Maitra, Anirban
- Guerrero, Paola A.
- ORCID
- Venue
- Clinical Cancer Research
- Published
- 2021-08-23
- Volume
- 27
- Issue
- 21
- Pages
- 5912-5921
- ISSN
- 1078-0432 (ISSN-L)
- 1557-3265
- PMC
- PMC8563410
- OpenAlex
- W3195783449
- Cited by
- 128
- References
- 64
- Citations by year
- 2026: 17 · 2025: 30 · 2024: 21 · 2023: 23 · 2022: 28 · 2021: 5
- FWCI
- 7.01
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Clinical Cancer Research (publishedVersion)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
- Research Square (acceptedVersion, cc-by)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- NIH (U01CA196403, U01CA200468, P50CA221707, R01CA227518-01A1, U54CA096300, U54CA096297, T32CA217789, T32CA009599)
- Cancer Prevention and Research Institute of Texas (CPRIT RR140012, SE-2616/2-1)
- Topics
- Health Sciences › Medicine › Oncology › Pancreatic and Hepatic Oncology Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Single-cell and spatial transcriptomics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
- Keywords
- pancreatic ductal adenocarcinoma, tumor heterogeneity, tumor microenvironment, cancer-associated fibroblasts, ligand-receptor interactions, immune evasion, immunotherapy targets, molecular subtypes, metastatic pancreatic cancer, single-cell transcriptomics
- MeSH terms
- Exome Sequencing, Biopsy, Humans, Pancreatic Neoplasms, Carcinoma, Pancreatic Ductal, Tumor Microenvironment, Transcriptome
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 ›
Are you an author, or do you see a problem with this page? Request a review