Skip to main content
Top
Published in: Cancer Immunology, Immunotherapy 12/2021

Open Access 01-12-2021 | Lymphoma | Original Article

Immune infiltrate diversity confers a good prognosis in follicular lymphoma

Authors: Anna-Maria Tsakiroglou, Susan Astley, Manàs Dave, Martin Fergie, Elaine Harkness, Adeline Rosenberg, Matthew Sperrin, Catharine West, Richard Byers, Kim Linton

Published in: Cancer Immunology, Immunotherapy | Issue 12/2021

Login to get access

Abstract

Background

Follicular lymphoma (FL) prognosis is influenced by the composition of the tumour microenvironment. We tested an automated approach to quantitatively assess the phenotypic and spatial immune infiltrate diversity as a prognostic biomarker for FL patients.

Methods

Diagnostic biopsies were collected from 127 FL patients initially treated with rituximab-based therapy (52%), radiotherapy (28%), or active surveillance (20%). Tissue microarrays were constructed and stained using multiplex immunofluorescence (CD4, CD8, FOXP3, CD21, PD-1, CD68, and DAPI). Subsequently, sections underwent automated cell scoring and analysis of spatial interactions, defined as cells co-occurring within 30 μm. Shannon’s entropy, a metric describing species biodiversity in ecological habitats, was applied to quantify immune infiltrate diversity of cell types and spatial interactions. Immune infiltrate diversity indices were tested in multivariable Cox regression and Kaplan–Meier analysis for overall (OS) and progression-free survival (PFS).

Results

Increased diversity of cell types (HR = 0.19 95% CI 0.06–0.65, p = 0.008) and cell spatial interactions (HR = 0.39, 95% CI 0.20–0.75, p = 0.005) was associated with favourable OS, independent of the Follicular Lymphoma International Prognostic Index. In the rituximab-treated subset, the favourable trend between diversity and PFS did not reach statistical significance.

Conclusion

Multiplex immunofluorescence and Shannon’s entropy can objectively quantify immune infiltrate diversity and generate prognostic information in FL. This automated approach warrants validation in additional FL cohorts, and its applicability as a pre-treatment biomarker to identify high-risk patients should be further explored. The multiplex image dataset generated by this study is shared publicly to encourage further research on the FL microenvironment.
Appendix
Available only for authorised users
Literature
22.
go back to reference Spellerberg IF, Fedor PJ (2003) A tribute to Claude Shannon (1916–2001) and a plea for more rigorous use of species richness, species diversity and the ‘Shannon–Wiener’ Index. Glob Ecol Biogeogr 12:177–179CrossRef Spellerberg IF, Fedor PJ (2003) A tribute to Claude Shannon (1916–2001) and a plea for more rigorous use of species richness, species diversity and the ‘Shannon–Wiener’ Index. Glob Ecol Biogeogr 12:177–179CrossRef
28.
29.
go back to reference Horn H, Schmelter C, Leich E et al (2011) Follicular lymphoma grade 3B is a distinct neoplasm according to cytogenetic and immunohistochemical profiles. Haematologica 96:1327–1334CrossRef Horn H, Schmelter C, Leich E et al (2011) Follicular lymphoma grade 3B is a distinct neoplasm according to cytogenetic and immunohistochemical profiles. Haematologica 96:1327–1334CrossRef
31.
go back to reference Maeda K, Matsuda M, Suzuki H, Saitoh H (2002) Immunohistochemical recognition of human follicular dendritic cells (FDCs) in routinely processed paraffin sections. J Histochem Cytochem 50:1475–1485CrossRef Maeda K, Matsuda M, Suzuki H, Saitoh H (2002) Immunohistochemical recognition of human follicular dendritic cells (FDCs) in routinely processed paraffin sections. J Histochem Cytochem 50:1475–1485CrossRef
34.
go back to reference Dickinson ME, Bearman G, Tille S et al (2001) Multi-spectral imaging and linear unmixing add a whole new dimension to laser scanning fluorescence microscopy. Biotechniques 31:1272–1278CrossRef Dickinson ME, Bearman G, Tille S et al (2001) Multi-spectral imaging and linear unmixing add a whole new dimension to laser scanning fluorescence microscopy. Biotechniques 31:1272–1278CrossRef
35.
go back to reference Schmidt U, Weigert M, Broaddus C, Myers G (2018) Cell detection with star-convex polygons. In: International conference on medical image computing and computer-assisted intervention. Springer, pp 265–273 Schmidt U, Weigert M, Broaddus C, Myers G (2018) Cell detection with star-convex polygons. In: International conference on medical image computing and computer-assisted intervention. Springer, pp 265–273
37.
go back to reference Wahlin BE, Yri OE, Kimby E et al (2012) Clinical significance of the WHO grades of follicular lymphoma in a population-based cohort of 505 patients with long follow-up times. Br J Haematol 156:225–233CrossRef Wahlin BE, Yri OE, Kimby E et al (2012) Clinical significance of the WHO grades of follicular lymphoma in a population-based cohort of 505 patients with long follow-up times. Br J Haematol 156:225–233CrossRef
38.
go back to reference Xue T, Yu B, Yan W et al (2020) Prognostic significance of histologic grade and Ki-67 proliferation index in follicular lymphoma. Hematol Oncol 38:665–672CrossRef Xue T, Yu B, Yan W et al (2020) Prognostic significance of histologic grade and Ki-67 proliferation index in follicular lymphoma. Hematol Oncol 38:665–672CrossRef
39.
go back to reference Klapper W, Hoster E, Rölver L et al (2007) Tumor sclerosis but not cell proliferation or malignancy grade is a prognostic marker in advanced-stage follicular lymphoma: the German Low Grade Lymphoma Study Group. J Clin Oncol 25:3330–3336CrossRef Klapper W, Hoster E, Rölver L et al (2007) Tumor sclerosis but not cell proliferation or malignancy grade is a prognostic marker in advanced-stage follicular lymphoma: the German Low Grade Lymphoma Study Group. J Clin Oncol 25:3330–3336CrossRef
41.
go back to reference Meyers JP, Mandrekar JN, Clinic M (2015) Cutpoint determination methods in survival analysis using SAS ® : updated % FINDCUT macro. 1–8 Meyers JP, Mandrekar JN, Clinic M (2015) Cutpoint determination methods in survival analysis using SAS ® : updated % FINDCUT macro. 1–8
42.
go back to reference Greenwood M (1926) A report on the natural duration of cancer. H.M.S.O, London Greenwood M (1926) A report on the natural duration of cancer. H.M.S.O, London
43.
go back to reference Altman DG, Royston P (2006) The cost of dichotomising continuous variables. BMJ 332:1080CrossRef Altman DG, Royston P (2006) The cost of dichotomising continuous variables. BMJ 332:1080CrossRef
44.
go back to reference MacCallum RC, Zhang S, Preacher KJ, Rucker DD (2002) On the practice of dichotomization of quantitative variables. Psychol Methods 7:19CrossRef MacCallum RC, Zhang S, Preacher KJ, Rucker DD (2002) On the practice of dichotomization of quantitative variables. Psychol Methods 7:19CrossRef
45.
go back to reference McNeel DG (2016) TCR diversity–a universal cancer immunotherapy biomarker? J Immunother cancer 4:1–4CrossRef McNeel DG (2016) TCR diversity–a universal cancer immunotherapy biomarker? J Immunother cancer 4:1–4CrossRef
46.
go back to reference Postow MA, Manuel M, Wong P et al (2015) Peripheral T cell receptor diversity is associated with clinical outcomes following ipilimumab treatment in metastatic melanoma. J Immunother cancer 3:23CrossRef Postow MA, Manuel M, Wong P et al (2015) Peripheral T cell receptor diversity is associated with clinical outcomes following ipilimumab treatment in metastatic melanoma. J Immunother cancer 3:23CrossRef
47.
go back to reference Manuel M, Trédan O, Bachelot T et al (2012) Lymphopenia combined with low TCR diversity (divpenia) predicts poor overall survival in metastatic breast cancer patients. Oncoimmunology 1:432–440CrossRef Manuel M, Trédan O, Bachelot T et al (2012) Lymphopenia combined with low TCR diversity (divpenia) predicts poor overall survival in metastatic breast cancer patients. Oncoimmunology 1:432–440CrossRef
48.
go back to reference Sheikh N, Cham J, Zhang L et al (2016) Clonotypic diversification of intratumoral T cells following sipuleucel-T treatment in prostate cancer subjects. Cancer Res 76:3711–3718CrossRef Sheikh N, Cham J, Zhang L et al (2016) Clonotypic diversification of intratumoral T cells following sipuleucel-T treatment in prostate cancer subjects. Cancer Res 76:3711–3718CrossRef
49.
go back to reference Gül N, van Egmond M (2015) Antibody-dependent phagocytosis of tumor cells by macrophages: a potent effector mechanism of monoclonal antibody therapy of cancer. Cancer Res 75:5008–5013CrossRef Gül N, van Egmond M (2015) Antibody-dependent phagocytosis of tumor cells by macrophages: a potent effector mechanism of monoclonal antibody therapy of cancer. Cancer Res 75:5008–5013CrossRef
Metadata
Title
Immune infiltrate diversity confers a good prognosis in follicular lymphoma
Authors
Anna-Maria Tsakiroglou
Susan Astley
Manàs Dave
Martin Fergie
Elaine Harkness
Adeline Rosenberg
Matthew Sperrin
Catharine West
Richard Byers
Kim Linton
Publication date
01-12-2021
Publisher
Springer Berlin Heidelberg
Published in
Cancer Immunology, Immunotherapy / Issue 12/2021
Print ISSN: 0340-7004
Electronic ISSN: 1432-0851
DOI
https://doi.org/10.1007/s00262-021-02945-0

Other articles of this Issue 12/2021

Cancer Immunology, Immunotherapy 12/2021 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine