The DOI matches its Crossref record; 53 of the 53 references it cites were found in a registry or an index.
Leukocyte Heterogeneity in Pancreatic Ductal Adenocarcinoma: Phenotypic and Spatial Features Associated with Clinical Outcome
Open accessPublished version of a preprint
Abstract
Immunotherapies targeting aspects of T cell functionality are efficacious in many solid tumors, but pancreatic ductal adenocarcinoma (PDAC) remains refractory to these treatments. Deeper understanding of the PDAC immune ecosystem is needed to identify additional therapeutic targets and predictive biomarkers for therapeutic response and resistance monitoring. To address these needs, we quantitatively evaluated leukocyte contexture in 135 human PDACs at single-cell resolution by profiling density and spatial distribution of myeloid and lymphoid cells within histopathologically defined regions of surgical resections from treatment-naive and presurgically (neoadjuvant)–treated patients and biopsy specimens from metastatic PDAC. Resultant data establish an immune atlas of PDAC heterogeneity, identify leukocyte features correlating with clinical outcomes, and, through an in silico study, provide guidance for use of PDAC tissue microarrays to optimally measure intratumoral immune heterogeneity. Atlas data have direct applicability as a reference for evaluating immune responses to investigational neoadjuvant PDAC therapeutics where pretherapy baseline specimens are not available. Significance: We provide a phenotypic and spatial immune atlas of human PDAC identifying leukocyte composition at steady state and following standard neoadjuvant therapies. These data have broad utility as a resource that can inform on leukocyte responses to emerging therapies where baseline tissues were not acquired. This article is highlighted in the In This Issue feature, p. 1861
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
“Fortunately, advances in multiplexed immunohistochemical staining and imaging technology have enabled the expansion of markers that can be used in spatial assessment of cancer cell number, function and evolutionary trajectories273,274.”
From Pancreatic cancer: Advances and challenges (2023) · cites this paper as [274]
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
Siegel, R. L., Miller, K. D., Fuchs, H. E., & Jemal, A. (2021) · CA: A Cancer Journal for Clinicians · doi:10.3322/caac.21654 · Cited by 16,522
FOLFIRINOX versus Gemcitabine for Metastatic Pancreatic Cancer
Conroy, T., Desseigne, F., Ychou, M., Bouché, O., Guimbaud, R., Bécouarn, Y., Adenis, A., Raoul, J.-L., Gourgou-Bourgade, S., de la Fouchardière, C., et al. (2011) · New England Journal of Medicine · doi:10.1056/nejmoa1011923 · Cited by 7,810
Mismatch repair deficiency predicts response of solid tumors to PD-1 blockade
Le, D. T., Durham, J. N., Smith, K. N., Wang, H., Bartlett, B. R., Aulakh, L. K., Lu, S., Kemberling, H., Wilt, C., Luber, B. S., et al. (2017) · Science · doi:10.1126/science.aan6733 · Cited by 6,645
Understanding the tumor immune microenvironment (TIME) for effective therapy
Binnewies, M., Roberts, E. W., Kersten, K., Chan, V., Fearon, D. F., Merad, M., Coussens, L. M., Gabrilovich, D. I., Ostrand-Rosenberg, S., Hedrick, C. C., et al. (2018) · Nature Medicine · doi:10.1038/s41591-018-0014-x · Cited by 6,145
Self-citationCellProfiler: image analysis software for identifying and quantifying cell phenotypes
Carpenter, A. E., Jones, T. R., Lamprecht, M. R., Clarke, C., Kang, I. H., Friman, O., Guertin, D. A., Chang, J. H., Lindquist, R. A., Moffat, J., et al. (2006) · Genome biology · doi:10.1186/gb-2006-7-10-r100 · Cited by 5,212
The immune contexture in human tumours: impact on clinical outcome
Fridman, W. H., Pagès, F., Sautès-Fridman, C., & Galon, J. (2012) · Nature reviews. Cancer · doi:10.1038/nrc3245 · Cited by 4,981
Molecular and cellular insights into T cell exhaustion
Wherry, E. J., & Kurachi, M. (2015) · Nature Reviews Immunology · doi:10.1038/nri3862 · Cited by 4,652
FOLFIRINOX or Gemcitabine as Adjuvant Therapy for Pancreatic Cancer
Conroy, T., Hammel, P., Hebbar, M., Ben Abdelghani, M., Wei, A. C., Raoul, J.-L., Choné, L., Francois, E., Artru, P., Biagi, J. J., et al. (2018) · New England Journal of Medicine · doi:10.1056/nejmoa1809775 · Cited by 2,874
B cells and tertiary lymphoid structures promote immunotherapy response
Helmink, B. A., Reddy, S. M., Gao, J., Zhang, S., Basar, R., Thakur, R., Yizhak, K., Sade-Feldman, M., Blando, J., Han, G., et al. (2020) · Nature · doi:10.1038/s41586-019-1922-8 · Cited by 2,731
Macrophages as regulators of tumour immunity and immunotherapy
DeNardo, D. G., & Ruffell, B. (2019) · Nature reviews. Immunology · doi:10.1038/s41577-019-0127-6 · Cited by 2,619
Tertiary lymphoid structures improve immunotherapy and survival in melanoma
Cabrita, R., Lauss, M., Sanna, A., Donia, M., Skaarup Larsen, M., Mitra, S., Johansson, I., Phung, B., Harbst, K., Vallon-Christersson, J., et al. (2020) · Nature · doi:10.1038/s41586-019-1914-8 · Cited by 2,374
Pagès, F., Mlecnik, B., Marliot, F., Bindea, G., Ou, F.-S., Bifulco, C., Lugli, A., Zlobec, I., Rau, T. T., Berger, M. D., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)30789-x · Cited by 2,075
CD8 T Cell Exhaustion During Chronic Viral Infection and Cancer
McLane, L. M., Abdel-Hakeem, M. S., & Wherry, E. J. (2019) · Annual Review of Immunology · doi:10.1146/annurev-immunol-041015-055318 · Cited by 2,054
B cells are associated with survival and immunotherapy response in sarcoma
Petitprez, F., de Reyniès, A., Keung, E. Z., Chen, T. W.-W., Sun, C.-M., Calderaro, J., Jeng, Y.-M., Hsiao, L.-P., Lacroix, L., Bougoüin, A., et al. (2020) · Nature · doi:10.1038/s41586-019-1906-8 · Cited by 1,942
Tertiary lymphoid structures in the era of cancer immunotherapy
Sautès-Fridman, C., Petitprez, F., Calderaro, J., & Fridman, W. H. (2019) · Nature reviews. Cancer · doi:10.1038/s41568-019-0144-6 · Cited by 1,884
DeNardo, D. G., Brennan, D. J., Rexhepaj, E., Ruffell, B., Shiao, S. L., Madden, S. F., Gallagher, W. M., Wadhwani, N., Keil, S. D., Junaid, S. A., et al. (2011) · Cancer Discovery · doi:10.1158/2159-8274.cd-10-0028 · Cited by 1,715
Self-citationBlank, C. U., Haining, W. N., Held, W., Hogan, P. G., Kallies, A., Lugli, E., Lynn, R. C., Philip, M., Rao, A., Restifo, N. P., et al. (2019) · Nature Reviews Immunology · doi:10.1038/s41577-019-0221-9 · Cited by 1,603
Identification of unique neoantigen qualities in long-term survivors of pancreatic cancer
Initiative, A. P. C. G., Balachandran, V. P., Łuksza, M., Zhao, J. N., Makarov, V., Moral, J. A., Remark, R., Herbst, B., Askan, G., Bhanot, U., et al. (2017) · Nature · doi:10.1038/nature24462 · Cited by 1,191
Keren, L., Bosse, M., Marquez, D., Angoshtari, R., Jain, S., Varma, S., Yang, S.-R., Kurian, A., Van Valen, D., West, R., et al. (2018) · Cell · doi:10.1016/j.cell.2018.08.039 · Cited by 1,183
Beltra, J., Manne, S., Abdel-Hakeem, M. S., Kurachi, M., Giles, J. R., Chen, Z., Casella, V., Ngiow, S. F., Khan, O., Huang, Y., et al. (2020) · Immunity · doi:10.1016/j.immuni.2020.04.014 · Cited by 1,139
Immune cell infiltration as an indicator of the immune microenvironment of pancreatic cancer
Ino, Y., Yamazaki–Itoh, R., Shimada, K., Iwasaki, M., Kosuge, T., Kanai, Y., & Hiraoka, N. (2013) · British Journal of Cancer · doi:10.1038/bjc.2013.32 · Cited by 857
Lin, J., Izar, B., Wang, S., Yapp, C., Mei, S., Shah, P., Santagata, S., & Sorger, P. K. (2018) · eLife · doi:10.7554/elife.31657 · Cited by 697
Carstens, J. L., Correa de Sampaio, P., Yang, D., Barua, S., Wang, H., Rao, A., Allison, J. P., LeBleu, V. S., & Kalluri, R. (2017) · Nature Communications · doi:10.1038/ncomms15095 · Cited by 633
Pancreatic cancer: from state-of-the-art treatments to promising novel therapies
Garrido‐Laguna, I., & Hidalgo, M. M. (2015) · Nature Reviews Clinical Oncology · doi:10.1038/nrclinonc.2015.53 · Cited by 576
Immunotherapy Converts Nonimmunogenic Pancreatic Tumors into Immunogenic Foci of Immune Regulation
Lutz, E. R., Wu, A. A., Bigelow, E. O., Sharma, R. B., Mo, G., Soares, K. C., Solt, S., Dorman, A., Wamwea, A., Yager, A., et al. (2014) · Cancer Immunology Research · doi:10.1158/2326-6066.cir-14-0027 · Cited by 560
Self-citationTsujikawa, T., Kumar, S., Borkar, R. N., Azimi, V., Thibault, G., Chang, Y. H., Balter, A. I., Kawashima, R., Choe, G. H., Sauer, D., et al. (2017) · Cell Reports · doi:10.1016/j.celrep.2017.03.037 · Cited by 560
Self-citationMultimodal 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
Immunotherapy and Prevention of Pancreatic Cancer
Morrison, A. H., Byrne, K. T., & Vonderheide, R. H. (2018) · Trends in cancer · doi:10.1016/j.trecan.2018.04.001 · Cited by 475
Self-citationde Saint-Vis, B., Vincent, J., Vandenabeele, S., Vanbervliet, B., Pin, J., Aït‐Yahia, S., Patel, S., Mattéi, M., Banchereau, J., Zurawski, S., et al. (1998) · Immunity · doi:10.1016/s1074-7613(00)80615-9 · Cited by 399
Hiraoka, N., Ino, Y., Yamazaki–Itoh, R., Kanai, Y., Kosuge, T., & Shimada, K. (2015) · British Journal of Cancer · doi:10.1038/bjc.2015.145 · Cited by 364
Priming of naive T cells inside tumors leads to eradication of established tumors
Yu, P., Lee, Y., Liu, W., Chin, R., Wang, J. H., Wang, Y., Schietinger, A., Philip, M., Schreiber, H. W., & Fu, Y. (2004) · Nature Immunology · doi:10.1038/ni1029 · Cited by 354
Blando, J., Sharma, A., Higa, M. G., Zhao, H., Vence, L., Yadav, S. S., Kim, J., Sepulveda, A. M., Sharp, M., Maitra, A., et al. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1811067116 · Cited by 334
Karamitopoulou, E. (2019) · British Journal of Cancer · doi:10.1038/s41416-019-0479-5 · Cited by 305
The Immune Revolution: A Case for Priming, Not Checkpoint
Vonderheide, R. H. (2018) · Cancer Cell · doi:10.1016/j.ccell.2018.03.008 · Cited by 301
Self-citationTopography of cancer-associated immune cells in human solid tumors
Kather, J. N., Suarez‐Carmona, M., Charoentong, P., Weis, C., Hirsch, D. D., Bankhead, P., Horning, M., Ferber, D., Kel, I., Herpel, E., et al. (2018) · eLife · doi:10.7554/elife.36967 · Cited by 283
Qian, Z. R., Rubinson, D. A., Nowak, J. A., Morales-Oyarvide, V., Dunne, R. F., Kozak, M. M., Welch, M. W., Brais, L. K., Da Silva, A., Li, T., et al. (2018) · JAMA Oncology · doi:10.1001/jamaoncol.2017.3420 · Cited by 260
Self-citationHigh endothelial venules (HEVs) in human melanoma lesions
Martinet, L., Guellec, S. L., Filleron, T., Lamant, L., Meyer, N., Rochaix, P., Garrido, I., & Girard, J. (2012) · OncoImmunology · doi:10.4161/onci.20492 · Cited by 206
T-cell Localization, Activation, and Clonal Expansion in Human Pancreatic Ductal Adenocarcinoma
Stromnes, I. M., Hulbert, A., Pierce, R. H., Greenberg, P. D., & Hingorani, S. R. (2017) · Cancer Immunology Research · doi:10.1158/2326-6066.cir-16-0322 · Cited by 206
Byrne, K. T., Betts, C. B., Mick, R., Sivagnanam, S., Bajor, D. L., Laheru, D. A., Chiorean, E. G., O'Hara, M. H., Liudahl, S. M., Newcomb, C., et al. (2021) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-21-1047 · Cited by 199
Self-citationQuantitative image analysis of immunohistochemical stains using a CMYK color model
Pham, N., Morrison, A. J., Schwock, J., Aviel‐Ronen, S., Iakovlev, V. V., Tsao, M., Ho, J., & Hedley, D. W. (2007) · Diagnostic Pathology · doi:10.1186/1746-1596-2-8 · Cited by 179
Krijthe, J. H. (2018) · Cited by 177
Parra, E. R., Villalobos, P. A., Behrens, C., Jiang, M., Pataer, A., Swisher, S. G., William, W. N., Zhang, J., Lee, J., Cascone, T., et al. (2018) · Journal for ImmunoTherapy of Cancer · doi:10.1186/s40425-018-0368-0 · Cited by 165
Väyrynen, S. A., Zhang, J., Yuan, C., Väyrynen, J. P., Costa, A. D., Williams, H. L., Morales‐Oyarvide, V., Lau, M. C., Rubinson, D. A., Dunne, R. F., et al. (2020) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-20-3141 · Cited by 163
Self-citationIacobuzio–Donahue, C. A. (2011) · Gut · doi:10.1136/gut.2010.236026 · Cited by 158
Tsujikawa, T., Crocenzi, T. S., Durham, J. N., Sugar, E. A., Wu, A. A., Onners, B., Nauroth, J. M., Anders, R. A., Fertig, E. J., Laheru, D. A., et al. (2020) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-19-3978 · Cited by 155
Self-citationMasugi, Y., Abe, T., Ueno, A., Fujii‐Nishimura, Y., Ojima, H., Endo, Y., Fujita, Y., Kitago, M., Shinoda, M., Kitagawa, Y., et al. (2019) · Modern Pathology · doi:10.1038/s41379-019-0291-z · Cited by 113
Lin, J., Izar, B., Wang, S., et al. (2017) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/151738 · Cited by 104
Banik, G. L., Betts, C. B., Liudahl, S. M., Sivagnanam, S., Kawashima, R., Cotechini, T., Larson, W., Goecks, J., Pai, S. I., Clayburgh, D. R., et al. (2019) · Methods in enzymology on CD-ROM/Methods in enzymology · doi:10.1016/bs.mie.2019.05.039 · Cited by 80
Self-citationPD-1: Its Discovery, Involvement in Cancer Immunotherapy, and Beyond
Ishida, Y. (2020) · Cells · doi:10.3390/cells9061376 · Cited by 65
Lee, A. T. J., Chew, W. H. W., Wilding, C. P., Guljar, N., Smith, M. J. F., Strauß, D., Fisher, C., Hayes, A. J., Judson, I. R., Thway, K., et al. (2019) · Scientific Reports · doi:10.1038/s41598-019-50888-5 · Cited by 34
White, R. R., & Lowy, A. M. (2017) · The Cancer Journal · doi:10.1097/ppo.0000000000000291 · Cited by 17
Gruber, E. S., Oberhuber, G., Pils, D., Störk, T., Sinn, K., Gruber, S., Nica, R., Kolmer, D., Turner, S. D., Schlederer, M., et al. (2020) · Cancers · doi:10.3390/cancers12030563 · Cited by 9
Johnson, B., Creason, A., Stommel, J. M., Keck, J. M., Parmar, S., Betts, C. B., Blucher, A., Boniface, C., Bucher, E., Burlingame, E. A., et al. (2020) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2020.12.03.408500 · Cited by 5
Self-citation
Research works printed but not linked: 1
- Johnson, 2020, An integrated clinical, omic, and image atlas of an evolving metastatic breast cancer, bioRxiv, 2020, 12.03.408500
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
Applications of single-cell sequencing in cancer research: progress and perspectives
Lei, Y., Tang, R., Xu, J., Wang, W., Zhang, B., Liu, J., Yu, X., & Shi, S. (2021) · Journal of Hematology & Oncology · doi:10.1186/s13045-021-01105-2 · Cited by 610
Spatial profiling technologies illuminate the tumor microenvironment
Elhanani, O., Ben-Uri, R., & Keren, L. (2023) · Cancer Cell · doi:10.1016/j.ccell.2023.01.010 · Cited by 546
Tumor Microenvironment in Pancreatic Cancer Pathogenesis and Therapeutic Resistance
Sherman, M. H., & Beatty, G. L. (2022) · Annual Review of Pathology Mechanisms of Disease · doi:10.1146/annurev-pathmechdis-031621-024600 · Cited by 501
Hwang, W. L., Jagadeesh, K. A., Guo, J. A., Hoffman, H. I., Yadollahpour, P., Reeves, J. W., Mohan, R., Drokhlyansky, E., Van Wittenberghe, N., Ashenberg, O., et al. (2022) · Nature Genetics · doi:10.1038/s41588-022-01134-8 · Cited by 426
Metadata
- Authors
- Liudahl, S. M., Betts, C. B., Sivagnanam, S., Morales-Oyarvide, V., da Silva, A., Yuan, C., Hwang, S., Grossblatt-Wait, A., Leis, K. R., Larson, W., Lavoie, M. B., Robinson, P., Dias Costa, A., Väyrynen, S. A., Clancy, T. E., Rubinson, D. A., Link, J., Keith, D., Horton, W., Tempero, M. A., Vonderheide, R. H., Jaffee, E. M., Sheppard, B., Goecks, J., Sears, R. C., Park, B. S., Mori, M., Nowak, J. A., Wolpin, B. M., & Coussens, L. M.
- Affiliations
- Oregon Health & Science University (US)
- 3Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.
- Dana-Farber Cancer Institute (US)
- Brigham and Women's Hospital (US)
- University of California, San Francisco (US)
- University of Pennsylvania (US)
- Johns Hopkins University (US)
- Corresponding author
- Coussens, Lisa M.
- ORCID
- Liudahl, Shannon M.
- Betts, Courtney B.
- Sivagnanam, Shamilene
- da Silva, Annacarolina
- Yuan, Chen
- Grossblatt-Wait, Alison
- Väyrynen, Sara A.
- Clancy, Thomas E.
- Rubinson, Douglas A.
- Link, Jason
- Keith, Dove
- Horton, Wesley
- Tempero, Margaret A.
- Vonderheide, Robert H.
- Jaffee, Elizabeth M.
- Sheppard, Brett
- Goecks, Jeremy
- Sears, Rosalie C.
- Park, Byung S.
- Mori, Motomi
- Nowak, Jonathan A.
- Wolpin, Brian M.
- Coussens, Lisa M.
- Venue
- Cancer Discovery
- Published
- 2021-03-16
- Volume
- 11
- Issue
- 8
- Pages
- 2014-2031
- ISSN
- 2159-8274 (ISSN-L)
- 2159-8290
- PMC
- PMC8338775
- OpenAlex
- W3136861954
- Cited by
- 164
- References
- 52
- Citations by year
- 2026: 31 · 2025: 26 · 2024: 34 · 2023: 40 · 2022: 20 · 2021: 13
- FWCI
- 9.74
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Cancer Discovery (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Stand Up To Cancer—Lustgarten Foundation Pancreatic Cancer Dream Team Translational Research Grant (SU2C-AACR-DT14-14)
- National Institutes of Health (1U01 CA224012, U2C CA233280, R01 CA223150, R01 CA226909, R21 HD099367, UL1TR002369)
- National Cancer Institute Human Tumor Atlas Network (U2C CA233280)
- NIH (U01 CA210171, P50 CA127003, 1U01 CA224012, U2C CA233280, U54 CA209988, R01 CA196228, R01 CA186241)
- Topics
- Health Sciences › Medicine › Oncology › Pancreatic and Hepatic Oncology Research
- Health Sciences › Medicine › Oncology › Cancer Immunotherapy and Biomarkers
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Single-cell and spatial transcriptomics
- Keywords
- pancreatic ductal adenocarcinoma, tumor immune microenvironment, leukocyte heterogeneity, myeloid cells, lymphoid cells, neoadjuvant therapy, predictive biomarkers, clinical outcomes, metastatic pancreatic cancer, tissue microarray, single-cell profiling
- MeSH terms
- Humans, Immunotherapy, Leukocytes, Pancreatic Neoplasms, Carcinoma, Pancreatic Ductal, 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 ›
Are you an author, or do you see a problem with this page? Request a review