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Published in: BMC Medicine 1/2022

01-12-2022 | Endometriosis | Research article

Deep immunophenotyping reveals endometriosis is marked by dysregulation of the mononuclear phagocytic system in endometrium and peripheral blood

Authors: Júlia Vallvé-Juanico, Ashley F. George, Sushmita Sen, Reuben Thomas, Min-Gyoung Shin, Divyashree Kushnoor, Joshua J. Vásquez, Kim Chi Vo, Juan C. Irwin, Nadia R. Roan, Alexis J. Combes, Linda C. Giudice

Published in: BMC Medicine | Issue 1/2022

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Abstract

Background

Endometriosis is a chronic, estrogen-dependent disorder where inflammation contributes to disease-associated symptoms of pelvic pain and infertility. Immune dysfunction includes insufficient immune lesion clearance, a pro-inflammatory endometrial environment, and systemic inflammation. Comprehensive understanding of endometriosis immune pathophysiology in different hormonal milieu and disease severity has been hampered by limited direct characterization of immune populations in endometrium, blood, and lesions. Simultaneous deep phenotyping at single-cell resolution of complex tissues has transformed our understanding of the immune system and its role in many diseases. Herein, we report mass cytometry and high dimensional analyses to study immune cell phenotypes, abundance, activation states, and functions in endometrium and blood of women with and without endometriosis in different cycle phases and disease stages.

Methods

A case-control study was designed. Endometrial biopsies and blood (n = 60 total) were obtained from women with (n = 20, n = 17, respectively) and without (n = 14, n = 9) endometriosis in the proliferative and secretory cycle phases of the menstrual cycle. Two mass cytometry panels were designed: one broad panel and one specific for mononuclear phagocytic cells (MPC), and all samples were multiplexed to characterize both endometrium and blood immune composition at unprecedented resolution. We combined supervised and unsupervised analyses to finely define the immune cell subsets with an emphasis on MPC. Then, association between cell types, protein expression, disease status, and cycle phase were performed.

Results

The broad panel highlighted a significant modification of MPC in endometriosis; thus, they were studied in detail with an MPC-focused panel. Endometrial CD91+ macrophages overexpressed SIRPα (phagocytosis inhibitor) and CD64 (associated with inflammation) in endometriosis, and they were more abundant in mild versus severe disease. In blood, classical and intermediate monocytes were less abundant in endometriosis, whereas plasmacytoid dendritic cells and non-classical monocytes were more abundant. Non-classical monocytes were higher in severe versus mild disease.

Conclusions

A greater inflammatory phenotype and decreased phagocytic capacity of endometrial macrophages in endometriosis are consistent with defective clearance of endometrial cells shed during menses and in tissue homeostasis, with implications in endometriosis pathogenesis and pathophysiology. Different proportions of monocytes and plasmacytoid dendritic cells in blood from endometriosis suggest systemically aberrant functionality of the myeloid system opening new venues for the study of biomarkers and therapies for endometriosis.
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Literature
2.
go back to reference Wang Y, Kristen Nicholes I-MS. The origin and pathogenesis of endometriosis. Physiol Behav. 2020;24:71–95. Wang Y, Kristen Nicholes I-MS. The origin and pathogenesis of endometriosis. Physiol Behav. 2020;24:71–95.
3.
go back to reference Riccio L d GC, Santulli P, Marcellin L, Abrão MS, Batteux F, Chapron C. Immunology of endometriosis. Best Pract Res Clin Obstet Gynaecol. 2018;50:39–49.CrossRef Riccio L d GC, Santulli P, Marcellin L, Abrão MS, Batteux F, Chapron C. Immunology of endometriosis. Best Pract Res Clin Obstet Gynaecol. 2018;50:39–49.CrossRef
4.
go back to reference Vallvé-Juanico J, Houshdaran S, Giudice LC. The endometrial immune environment of women with endometriosis. Hum Reprod Update. 2019;25(5):564–91.CrossRef Vallvé-Juanico J, Houshdaran S, Giudice LC. The endometrial immune environment of women with endometriosis. Hum Reprod Update. 2019;25(5):564–91.CrossRef
5.
go back to reference Capobianco A, Rovere-Querini P. Endometriosis, a disease of the macrophage. Front Immunol. 2013;28(4):9. Capobianco A, Rovere-Querini P. Endometriosis, a disease of the macrophage. Front Immunol. 2013;28(4):9.
6.
go back to reference Hogg C, Panir K, Dhami P, Rosser M, Mack M, Soong D, et al. Macrophages inhibit and enhance endometriosis depending on their origin. Proc Natl Acad Sci U S A. 2021;118(6):e2013776118. Hogg C, Panir K, Dhami P, Rosser M, Mack M, Soong D, et al. Macrophages inhibit and enhance endometriosis depending on their origin. Proc Natl Acad Sci U S A. 2021;118(6):e2013776118.
7.
go back to reference Vallvé-Juanico J, Santamaria X, Vo KC, Houshdaran S, Giudice LC. Macrophages display proinflammatory phenotypes in the eutopic endometrium of women with endometriosis with relevance to an infectious etiology of the disease. Fertil Steril. 2019;112:1118–28.CrossRef Vallvé-Juanico J, Santamaria X, Vo KC, Houshdaran S, Giudice LC. Macrophages display proinflammatory phenotypes in the eutopic endometrium of women with endometriosis with relevance to an infectious etiology of the disease. Fertil Steril. 2019;112:1118–28.CrossRef
8.
go back to reference Theron E, Shaw GB, Action S. Revised American Society for Reproductive Medicine classification of endometriosis: 1996. Soc Work (South Africa). 2007;43:283–90. Theron E, Shaw GB, Action S. Revised American Society for Reproductive Medicine classification of endometriosis: 1996. Soc Work (South Africa). 2007;43:283–90.
9.
go back to reference Noyes RW, Hertig AIRJ. Dating the endometrial biopsy. Fertil Steril. 1950;1:3–25.CrossRef Noyes RW, Hertig AIRJ. Dating the endometrial biopsy. Fertil Steril. 1950;1:3–25.CrossRef
10.
go back to reference Rahmioglu N, Fassbender A, Vitonis AF, Tworoger SS, Hummelshoj L, D’Hooghe TM, et al. World Endometriosis Research Foundation Endometriosis Phenome and Biobanking Harmonization Project: III. Fluid biospecimen collection, processing, and storage in endometriosis research. Fertil Steril. 2014;102:1233–43.CrossRef Rahmioglu N, Fassbender A, Vitonis AF, Tworoger SS, Hummelshoj L, D’Hooghe TM, et al. World Endometriosis Research Foundation Endometriosis Phenome and Biobanking Harmonization Project: III. Fluid biospecimen collection, processing, and storage in endometriosis research. Fertil Steril. 2014;102:1233–43.CrossRef
11.
go back to reference Ma T, Luo X, George AF, Mukherjee G, Sen N, Spitzer TL, et al. HIV efficiently infects T cells from the endometrium and remodels them to promote systemic viral spread. Elife. 2020;9:1–24. Ma T, Luo X, George AF, Mukherjee G, Sen N, Spitzer TL, et al. HIV efficiently infects T cells from the endometrium and remodels them to promote systemic viral spread. Elife. 2020;9:1–24.
12.
go back to reference Satija R, Farrell JA, Gennert D, Schier AF, Regev A. Spatial reconstruction of single-cell gene expression data. Nat Biotechnol. 2015;33:495–502.CrossRef Satija R, Farrell JA, Gennert D, Schier AF, Regev A. Spatial reconstruction of single-cell gene expression data. Nat Biotechnol. 2015;33:495–502.CrossRef
13.
go back to reference Levine JH, Simonds EFBSCD. Data-driven phenotypic dissection of AML reveals progenitor-like cells that correlate with prognosis. Cell. 2015;162:184–497.CrossRef Levine JH, Simonds EFBSCD. Data-driven phenotypic dissection of AML reveals progenitor-like cells that correlate with prognosis. Cell. 2015;162:184–497.CrossRef
14.
go back to reference Korsunsky I, Millard N, Fan J, Slowikowski K, Wei K, Baglaenko Y, et al. Fast, sensitive, and accurate integration of single cell data with Harmony. Nat Method. 2020;16:1289–96.CrossRef Korsunsky I, Millard N, Fan J, Slowikowski K, Wei K, Baglaenko Y, et al. Fast, sensitive, and accurate integration of single cell data with Harmony. Nat Method. 2020;16:1289–96.CrossRef
15.
go back to reference Bates D, Mächler M, Bolker BM, Walker SC. Fitting linear mixed-effects models using lme4. J Stat Softw. 2015;67:1–48.CrossRef Bates D, Mächler M, Bolker BM, Walker SC. Fitting linear mixed-effects models using lme4. J Stat Softw. 2015;67:1–48.CrossRef
16.
go back to reference Bischoff J, Casanovas G, Wylie-Sears J, Kim DH, Bartko PE, Guerrero JL, et al. Whit and RAL. CD45 expression in mitral valve endothelial cells after myocardial infarction. Physiol Behav. 2016;176:100–6. Bischoff J, Casanovas G, Wylie-Sears J, Kim DH, Bartko PE, Guerrero JL, et al. Whit and RAL. CD45 expression in mitral valve endothelial cells after myocardial infarction. Physiol Behav. 2016;176:100–6.
17.
go back to reference Hashemi EMS. Tissue-resident NK cells: development, maturation, and clinical relevance. Cancers (Basel). 2020;12:1553.CrossRef Hashemi EMS. Tissue-resident NK cells: development, maturation, and clinical relevance. Cancers (Basel). 2020;12:1553.CrossRef
18.
go back to reference Van De Wouwer M, Collen D, Conway EM. Thrombomodulin-protein C-EPCR system integrated to regulate coagulation and inflammation. Arterioscler Thromb Vasc Biol. 2004;24:1374–83.CrossRef Van De Wouwer M, Collen D, Conway EM. Thrombomodulin-protein C-EPCR system integrated to regulate coagulation and inflammation. Arterioscler Thromb Vasc Biol. 2004;24:1374–83.CrossRef
19.
go back to reference Martin FA, Murphy RP, Cummins PM. Thrombomodulin and the vascular endothelium: Insights into functional, regulatory, and therapeutic aspects. Am J Physiol Heart Circ Physiol. 2013;304:1–25.CrossRef Martin FA, Murphy RP, Cummins PM. Thrombomodulin and the vascular endothelium: Insights into functional, regulatory, and therapeutic aspects. Am J Physiol Heart Circ Physiol. 2013;304:1–25.CrossRef
20.
go back to reference Chang C-CJ, Wright A, Punnonen J. Monocyte-derived CD1a + and CD1a − dendritic cell subsets differ in their cytokine production profiles, susceptibilities to transfection, and capacities to direct Th cell differentiation. J Immunol. 2000;165:3584–91.CrossRef Chang C-CJ, Wright A, Punnonen J. Monocyte-derived CD1a + and CD1a − dendritic cell subsets differ in their cytokine production profiles, susceptibilities to transfection, and capacities to direct Th cell differentiation. J Immunol. 2000;165:3584–91.CrossRef
21.
go back to reference Schulke L, Berbic M, Manconi F, Tokushige N, Markham R, Fraser IS. Dendritic cell populations in the eutopic and ectopic endometrium of women with endometriosis. Hum Reprod. 2009;24:1695–703.CrossRef Schulke L, Berbic M, Manconi F, Tokushige N, Markham R, Fraser IS. Dendritic cell populations in the eutopic and ectopic endometrium of women with endometriosis. Hum Reprod. 2009;24:1695–703.CrossRef
22.
go back to reference Kim JH, Jeong EM, Jeong YJ, Lee WJ, Kang JS, Kim IG, et al. Transglutaminase 2 on the surface of dendritic cells is proposed to be involved in dendritic cell-T cell interaction. Cell Immunol. 2014;289:55–62.CrossRef Kim JH, Jeong EM, Jeong YJ, Lee WJ, Kang JS, Kim IG, et al. Transglutaminase 2 on the surface of dendritic cells is proposed to be involved in dendritic cell-T cell interaction. Cell Immunol. 2014;289:55–62.CrossRef
23.
go back to reference Guo M, Bafligil C, Tapmeier T, Hubbard C, Manek S, Shang C, et al. Mass cytometry analysis reveals a distinct immune environment in peritoneal fluid in endometriosis: a characterisation study. BMC Med. 2020;18:1–16.CrossRef Guo M, Bafligil C, Tapmeier T, Hubbard C, Manek S, Shang C, et al. Mass cytometry analysis reveals a distinct immune environment in peritoneal fluid in endometriosis: a characterisation study. BMC Med. 2020;18:1–16.CrossRef
24.
go back to reference Schmitz T, Hoffmann V, Olliges E, Bobinger A, Popovici R, Nößner E, et al. Reduced frequency of perforin-positive CD8+ T cells in menstrual effluent of endometriosis patients. J Reprod Immunol. 2021;148:1–32.CrossRef Schmitz T, Hoffmann V, Olliges E, Bobinger A, Popovici R, Nößner E, et al. Reduced frequency of perforin-positive CD8+ T cells in menstrual effluent of endometriosis patients. J Reprod Immunol. 2021;148:1–32.CrossRef
25.
go back to reference Wynn TA, Vannella KM. Macrophages in tissue repair, regeneration, and fibrosis. Immunity. 2016;44:450–62.CrossRef Wynn TA, Vannella KM. Macrophages in tissue repair, regeneration, and fibrosis. Immunity. 2016;44:450–62.CrossRef
26.
go back to reference Vallvé-Juanico J, Houshdaran S, Giudice LC. The endometrial immune environment of women with endometriosis. Hum Reprod Update. 2019;25:565–92.CrossRef Vallvé-Juanico J, Houshdaran S, Giudice LC. The endometrial immune environment of women with endometriosis. Hum Reprod Update. 2019;25:565–92.CrossRef
27.
go back to reference Jolicoeur C, Boutouil M, Drouin R, Paradis I, Lemay A, Akoum A. Increased expression of monocyte chemotactic protein-1 in the endometrium of women with endometriosis. Am J Pathol. 1998;152:125–33.PubMedPubMedCentral Jolicoeur C, Boutouil M, Drouin R, Paradis I, Lemay A, Akoum A. Increased expression of monocyte chemotactic protein-1 in the endometrium of women with endometriosis. Am J Pathol. 1998;152:125–33.PubMedPubMedCentral
28.
go back to reference Boada-Romero E, Martinez J, Heckmann BL, Green DR. Mechanisms and physiology of the clearance of dead cells by efferocytosis. Nat Rev Mol Cell Biol. 2020;21:398–414.CrossRef Boada-Romero E, Martinez J, Heckmann BL, Green DR. Mechanisms and physiology of the clearance of dead cells by efferocytosis. Nat Rev Mol Cell Biol. 2020;21:398–414.CrossRef
29.
go back to reference Xie Q, He H, Wu YH, Zou LJ, She XL, Xia XM, et al. Eutopic endometrium from patients with endometriosis modulates the expression of CD36 and SIRP-α in peritoneal macrophages. J Obstet Gynaecol Res. 2019;45:1045–57.CrossRef Xie Q, He H, Wu YH, Zou LJ, She XL, Xia XM, et al. Eutopic endometrium from patients with endometriosis modulates the expression of CD36 and SIRP-α in peritoneal macrophages. J Obstet Gynaecol Res. 2019;45:1045–57.CrossRef
30.
go back to reference Liu Y, Li M, Wei C, Tang L, Sheng Y, Liu Y, et al. TSP1-CD47-SIRPα signaling facilitates the development of endometriosis by mediating the survival of ectopic endometrium. Am J Reprod Immunol. 2020;83:0–3. Liu Y, Li M, Wei C, Tang L, Sheng Y, Liu Y, et al. TSP1-CD47-SIRPα signaling facilitates the development of endometriosis by mediating the survival of ectopic endometrium. Am J Reprod Immunol. 2020;83:0–3.
31.
go back to reference Sampson JA. Peritoneal endometriosis, due to the menstrual dissemination of endometrial tissue into the peritoneal cavity. Am J Obstet Gynecol. 1928;15:101–10. Sampson JA. Peritoneal endometriosis, due to the menstrual dissemination of endometrial tissue into the peritoneal cavity. Am J Obstet Gynecol. 1928;15:101–10.
32.
go back to reference Akinrinmade OA, Chetty S, Daramola AK, Islam MU, Thepen T, Barth S. CD64: an attractive immunotherapeutic target for m1-type macrophage mediated chronic inflammatory diseases. Biomedicines. 2017;5:1–18.CrossRef Akinrinmade OA, Chetty S, Daramola AK, Islam MU, Thepen T, Barth S. CD64: an attractive immunotherapeutic target for m1-type macrophage mediated chronic inflammatory diseases. Biomedicines. 2017;5:1–18.CrossRef
33.
go back to reference Lukács L, Kovács AR, Pál L, Szűcs S, Kövér Á, Lampé R. Phagocyte function of peripheral neutrophil granulocytes and monocytes in endometriosis before and after surgery. J Gynecol Obstet Hum Reprod. 2021;50(4):101796. Lukács L, Kovács AR, Pál L, Szűcs S, Kövér Á, Lampé R. Phagocyte function of peripheral neutrophil granulocytes and monocytes in endometriosis before and after surgery. J Gynecol Obstet Hum Reprod. 2021;50(4):101796.
34.
go back to reference Braun DP, Muriana A, Gebel H, Rotman C, Rana N, Dmowski WP. Monocyte-mediated enhancement of endometrial cell proliferation in women with endometriosis. Fertil Steril. 1994;61:78–84.CrossRef Braun DP, Muriana A, Gebel H, Rotman C, Rana N, Dmowski WP. Monocyte-mediated enhancement of endometrial cell proliferation in women with endometriosis. Fertil Steril. 1994;61:78–84.CrossRef
35.
go back to reference Suen JL, Chang Y, Shiu YS, Hsu CY, Sharma P, Chiu CC, et al. IL-10 from plasmacytoid dendritic cells promotes angiogenesis in the early stage of endometriosis. J Pathol. 2019;249:485–97.CrossRef Suen JL, Chang Y, Shiu YS, Hsu CY, Sharma P, Chiu CC, et al. IL-10 from plasmacytoid dendritic cells promotes angiogenesis in the early stage of endometriosis. J Pathol. 2019;249:485–97.CrossRef
36.
go back to reference Huang X, Dorta-Estremera S, Yao Y, Shen N, Cao W. Predominant role of plasmacytoid dendritic cells in stimulating systemic autoimmunity. Front Immunol. 2015;6:1–6.CrossRef Huang X, Dorta-Estremera S, Yao Y, Shen N, Cao W. Predominant role of plasmacytoid dendritic cells in stimulating systemic autoimmunity. Front Immunol. 2015;6:1–6.CrossRef
37.
go back to reference Martensen PM, Vestergaard AL, Knudsen UB. Type I interferon in chronic virus infection and endometriosis. Trends Immunol. 2017;38:542–57.CrossRef Martensen PM, Vestergaard AL, Knudsen UB. Type I interferon in chronic virus infection and endometriosis. Trends Immunol. 2017;38:542–57.CrossRef
38.
go back to reference Nothnick WB. Treating endometriosis as an autoimmune disease. Fertil Steril. 2001;76:223–31.CrossRef Nothnick WB. Treating endometriosis as an autoimmune disease. Fertil Steril. 2001;76:223–31.CrossRef
39.
go back to reference Shigesi N, Kvaskoff M, Kirtley S, Feng Q, Fang H, Knight JC, et al. The association between endometriosis and autoimmune diseases: a systematic review and meta-analysis. Hum Reprod Update. 2019;25:486–503.CrossRef Shigesi N, Kvaskoff M, Kirtley S, Feng Q, Fang H, Knight JC, et al. The association between endometriosis and autoimmune diseases: a systematic review and meta-analysis. Hum Reprod Update. 2019;25:486–503.CrossRef
41.
go back to reference Kong BS, Kim Y, Kim GY, Hyun JW, Kim SH, Jeong A, et al. Increased frequency of IL-6-producing non-classical monocytes in neuromyelitis optica spectrum disorder. J Neuroinflammation. 2017;14:1–13.CrossRef Kong BS, Kim Y, Kim GY, Hyun JW, Kim SH, Jeong A, et al. Increased frequency of IL-6-producing non-classical monocytes in neuromyelitis optica spectrum disorder. J Neuroinflammation. 2017;14:1–13.CrossRef
42.
go back to reference Narasimhan PB, Marcovecchio P, Hamers AAJ, Hedrick CC. Nonclassical monocytes in health and disease. Annu Rev Immunol. 2019;37:439–56.CrossRef Narasimhan PB, Marcovecchio P, Hamers AAJ, Hedrick CC. Nonclassical monocytes in health and disease. Annu Rev Immunol. 2019;37:439–56.CrossRef
Metadata
Title
Deep immunophenotyping reveals endometriosis is marked by dysregulation of the mononuclear phagocytic system in endometrium and peripheral blood
Authors
Júlia Vallvé-Juanico
Ashley F. George
Sushmita Sen
Reuben Thomas
Min-Gyoung Shin
Divyashree Kushnoor
Joshua J. Vásquez
Kim Chi Vo
Juan C. Irwin
Nadia R. Roan
Alexis J. Combes
Linda C. Giudice
Publication date
01-12-2022
Publisher
BioMed Central
Published in
BMC Medicine / Issue 1/2022
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/s12916-022-02359-4

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