Skip to main content
Top
Published in: Pediatric Surgery International 1/2023

01-12-2023 | Original Article

Single-cell RNA sequencing of intestinal immune cells in neonatal necrotizing enterocolitis

Authors: Kazuo Oshima, Akinari Hinoki, Hiroo Uchida, Yujiro Tanaka, Yusuke Okuno, Yasuhiro Go, Chiyoe Shirota, Takahisa Tainaka, Wataru Sumida, Kazuki Yokota, Satoshi Makita, Aitaro Takimoto, Yoko Kano, Shinichiro Sawa

Published in: Pediatric Surgery International | Issue 1/2023

Login to get access

Abstract

Purpose

Necrotizing enterocolitis (NEC) causes fatal intestinal necrosis in neonates, but its etiology is unknown. We analyzed the intestinal immune response to NEC.

Methods

Using single-cell RNA sequencing (scRNA-seq), we analyzed the gene expression profiles of intestinal immune cells from four neonates with intestinal perforation (two with NEC and two without NEC). Target mononuclear cells were extracted from the lamina propria of the resected intestines.

Results

In all four cases, major immune cells, such as T cells (15.1–47.7%), B cells (3.1–19.0%), monocytes (16.5–31.2%), macrophages (1.6–17.4%), dendritic cells (2.4–12.2%), and natural killer cells (7.5–12.8%), were present in similar proportions to those in the neonatal cord blood. Gene set enrichment analysis showed that the MTOR, TNF-α, and MYC signaling pathways were enriched in T cells of the NEC patients, suggesting upregulated immune responses related to inflammation and cell proliferation. In addition, all four cases exhibited a bias toward cell-mediated inflammation, based on the predominance of T helper 1 cells.

Conclusion

Intestinal immunity in NEC subjects exhibited stronger inflammatory responses compared to non-NEC subjects. Further scRNA-seq and cellular analysis may improve our understanding of the pathogenesis of NEC.
Appendix
Available only for authorised users
Literature
2.
go back to reference Okuyama H, Kubota A, Oue T, Kuroda S, Ikegami R, Kamiyama M (2002) A comparison of the clinical presentation and outcome of focal intestinal perforation and necrotizing enterocolitis in very-low-birth-weight neonates. Pediatr Surg Int 18:704–706PubMed Okuyama H, Kubota A, Oue T, Kuroda S, Ikegami R, Kamiyama M (2002) A comparison of the clinical presentation and outcome of focal intestinal perforation and necrotizing enterocolitis in very-low-birth-weight neonates. Pediatr Surg Int 18:704–706PubMed
3.
go back to reference Shah J, Singhal N, da Silva O, Rouvinez-Bouali N, Seshia M, Lee SK, Shah PS (2015) Intestinal perforation in very preterm neonates: risk factors and outcomes. J Perinatol Off J Calif Perinat Assoc 35:595–600 Shah J, Singhal N, da Silva O, Rouvinez-Bouali N, Seshia M, Lee SK, Shah PS (2015) Intestinal perforation in very preterm neonates: risk factors and outcomes. J Perinatol Off J Calif Perinat Assoc 35:595–600
4.
go back to reference Adams-Chapman I (2018) Necrotizing enterocolitis and neurodevelopmental outcome. Clin Perinatol 45:453–466PubMed Adams-Chapman I (2018) Necrotizing enterocolitis and neurodevelopmental outcome. Clin Perinatol 45:453–466PubMed
5.
go back to reference Hickey M, Georgieff M, Ramel S (2018) Neurodevelopmental outcomes following necrotizing enterocolitis. Semin Fetal Neonatal Med 23:426–432PubMed Hickey M, Georgieff M, Ramel S (2018) Neurodevelopmental outcomes following necrotizing enterocolitis. Semin Fetal Neonatal Med 23:426–432PubMed
6.
go back to reference Amin SC, Pappas C, Iyengar H, Maheshwari A (2013) Short bowel syndrome in the NICU. Clin Perinatol 40:53–68PubMed Amin SC, Pappas C, Iyengar H, Maheshwari A (2013) Short bowel syndrome in the NICU. Clin Perinatol 40:53–68PubMed
7.
go back to reference Nowicki PT (2005) Ischemia and necrotizing enterocolitis: where, when, and how. Semin Pediatr Surg 14:152–158PubMed Nowicki PT (2005) Ischemia and necrotizing enterocolitis: where, when, and how. Semin Pediatr Surg 14:152–158PubMed
8.
go back to reference Chen Y, Chang KT, Lian DW, Lu H, Roy S, Laksmi NK, Low Y, Krishnaswamy G, Pierro A, Ong CC (2016) The role of ischemia in necrotizing enterocolitis. J Pediatr Surg 51:1255–1261PubMed Chen Y, Chang KT, Lian DW, Lu H, Roy S, Laksmi NK, Low Y, Krishnaswamy G, Pierro A, Ong CC (2016) The role of ischemia in necrotizing enterocolitis. J Pediatr Surg 51:1255–1261PubMed
9.
go back to reference Patel RM, Underwood MA (2018) Probiotics and necrotizing enterocolitis. Semin Pediatr Surg 27:39–46PubMed Patel RM, Underwood MA (2018) Probiotics and necrotizing enterocolitis. Semin Pediatr Surg 27:39–46PubMed
10.
go back to reference Neu J, Pammi M (2018) Necrotizing enterocolitis: the intestinal microbiome, metabolome and inflammatory mediators. Semin Fetal Neonatal Med 23:400–405PubMed Neu J, Pammi M (2018) Necrotizing enterocolitis: the intestinal microbiome, metabolome and inflammatory mediators. Semin Fetal Neonatal Med 23:400–405PubMed
11.
go back to reference Schreurs R, Baumdick ME, Sagebiel AF, Kaufmann M, Mokry M, Klarenbeek PL, Schaltenberg N, Steinert FL, van Rijn JM, Drewniak A, The SML, Bakx R, Derikx JPM, de Vries N, Corpeleijn WE, Pals ST, Gagliani N, Friese MA, Middendorp S, Nieuwenhuis EES, Reinshagen K, Geijtenbeek TBH, van Goudoever JB, Bunders MJ (2019) Human fetal TNF-α-cytokine-producing CD4(+) effector memory T cells promote intestinal development and mediate inflammation early in life. Immunity 50:462-476.e468PubMed Schreurs R, Baumdick ME, Sagebiel AF, Kaufmann M, Mokry M, Klarenbeek PL, Schaltenberg N, Steinert FL, van Rijn JM, Drewniak A, The SML, Bakx R, Derikx JPM, de Vries N, Corpeleijn WE, Pals ST, Gagliani N, Friese MA, Middendorp S, Nieuwenhuis EES, Reinshagen K, Geijtenbeek TBH, van Goudoever JB, Bunders MJ (2019) Human fetal TNF-α-cytokine-producing CD4(+) effector memory T cells promote intestinal development and mediate inflammation early in life. Immunity 50:462-476.e468PubMed
12.
go back to reference Denning TL, Bhatia AM, Kane AF, Patel RM, Denning PW (2017) Pathogenesis of NEC: role of the innate and adaptive immune response. Semin Perinatol 41:15–28PubMed Denning TL, Bhatia AM, Kane AF, Patel RM, Denning PW (2017) Pathogenesis of NEC: role of the innate and adaptive immune response. Semin Perinatol 41:15–28PubMed
13.
14.
go back to reference Zhang X, Zhivaki D, Lo-Man R (2017) Unique aspects of the perinatal immune system. Nat Rev Immunol 17:495–507PubMed Zhang X, Zhivaki D, Lo-Man R (2017) Unique aspects of the perinatal immune system. Nat Rev Immunol 17:495–507PubMed
15.
go back to reference Patman G (2016) Paediatrics: T cells in necrotizing enterocolitis. Nat Rev Gastroenterol Hepatol 13:63PubMed Patman G (2016) Paediatrics: T cells in necrotizing enterocolitis. Nat Rev Gastroenterol Hepatol 13:63PubMed
16.
go back to reference Sawa S, Cherrier M, Lochner M, Satoh-Takayama N, Fehling HJ, Langa F, Di Santo JP, Eberl G (2010) Lineage relationship analysis of RORgammat+ innate lymphoid cells. Science (New York, NY) 330:665–669 Sawa S, Cherrier M, Lochner M, Satoh-Takayama N, Fehling HJ, Langa F, Di Santo JP, Eberl G (2010) Lineage relationship analysis of RORgammat+ innate lymphoid cells. Science (New York, NY) 330:665–669
17.
go back to reference Yu JC, Khodadadi H, Malik A, Davidson B, Salles ÉDSL, Bhatia J, Hale VL, Baban B (2018) Innate immunity of neonates and infants. Front Immunol 9:1759PubMed Yu JC, Khodadadi H, Malik A, Davidson B, Salles ÉDSL, Bhatia J, Hale VL, Baban B (2018) Innate immunity of neonates and infants. Front Immunol 9:1759PubMed
18.
go back to reference MohanKumar K, Namachivayam K, Ho TT, Torres BA, Ohls RK, Maheshwari A (2017) Cytokines and growth factors in the developing intestine and during necrotizing enterocolitis. Semin Perinatol 41:52–60PubMed MohanKumar K, Namachivayam K, Ho TT, Torres BA, Ohls RK, Maheshwari A (2017) Cytokines and growth factors in the developing intestine and during necrotizing enterocolitis. Semin Perinatol 41:52–60PubMed
19.
go back to reference Mara MA, Good M, Weitkamp JH (2018) Innate and adaptive immunity in necrotizing enterocolitis. Semin Fetal Neonatal Med 23:394–399PubMed Mara MA, Good M, Weitkamp JH (2018) Innate and adaptive immunity in necrotizing enterocolitis. Semin Fetal Neonatal Med 23:394–399PubMed
20.
go back to reference Senger S, Ingano L, Freire R, Anselmo A, Zhu W, Sadreyev R, Walker WA, Fasano A (2018) Human fetal-derived enterospheres provide insights on intestinal development and a novel model to study necrotizing enterocolitis (NEC). Cell Mol Gastroenterol Hepatol 5:549–568PubMedPubMedCentral Senger S, Ingano L, Freire R, Anselmo A, Zhu W, Sadreyev R, Walker WA, Fasano A (2018) Human fetal-derived enterospheres provide insights on intestinal development and a novel model to study necrotizing enterocolitis (NEC). Cell Mol Gastroenterol Hepatol 5:549–568PubMedPubMedCentral
21.
go back to reference Hodzic Z, Bolock AM, Good M (2017) The role of mucosal immunity in the pathogenesis of necrotizing enterocolitis. Front Pediatr 5:40PubMedPubMedCentral Hodzic Z, Bolock AM, Good M (2017) The role of mucosal immunity in the pathogenesis of necrotizing enterocolitis. Front Pediatr 5:40PubMedPubMedCentral
22.
go back to reference Stuart T, Butler A, Hoffman P, Hafemeister C, Papalexi E, Mauck WM 3rd, Hao Y, Stoeckius M, Smibert P, Satija R (2019) Comprehensive Integration of single-cell data. Cell 177:1888-1902.e1821PubMedPubMedCentral Stuart T, Butler A, Hoffman P, Hafemeister C, Papalexi E, Mauck WM 3rd, Hao Y, Stoeckius M, Smibert P, Satija R (2019) Comprehensive Integration of single-cell data. Cell 177:1888-1902.e1821PubMedPubMedCentral
23.
go back to reference Aran D, Looney AP, Liu L, Wu E, Fong V, Hsu A, Chak S, Naikawadi RP, Wolters PJ, Abate AR, Butte AJ, Bhattacharya M (2019) Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage. Nat Immunol 20:163–172PubMedPubMedCentral Aran D, Looney AP, Liu L, Wu E, Fong V, Hsu A, Chak S, Naikawadi RP, Wolters PJ, Abate AR, Butte AJ, Bhattacharya M (2019) Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage. Nat Immunol 20:163–172PubMedPubMedCentral
24.
go back to reference Mabbott NA, Baillie JK, Brown H, Freeman TC, Hume DA (2013) An expression atlas of human primary cells: inference of gene function from coexpression networks. BMC Genomics 14:632PubMedPubMedCentral Mabbott NA, Baillie JK, Brown H, Freeman TC, Hume DA (2013) An expression atlas of human primary cells: inference of gene function from coexpression networks. BMC Genomics 14:632PubMedPubMedCentral
25.
go back to reference Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, Paulovich A, Pomeroy SL, Golub TR, Lander ES, Mesirov JP (2005) Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci USA 102:15545–15550PubMedPubMedCentral Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA, Paulovich A, Pomeroy SL, Golub TR, Lander ES, Mesirov JP (2005) Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci USA 102:15545–15550PubMedPubMedCentral
26.
go back to reference Prabhu SB, Rathore DK, Nair D, Chaudhary A, Raza S, Kanodia P, Sopory S, George A, Rath S, Bal V, Tripathi R, Ramji S, Batra A, Aggarwal KC, Chellani HK, Arya S, Agarwal N, Mehta U, Natchu UC, Wadhwa N, Bhatnagar S (2016) Comparison of human neonatal and adult blood leukocyte subset composition phenotypes. PLoS One 11:e0162242PubMedPubMedCentral Prabhu SB, Rathore DK, Nair D, Chaudhary A, Raza S, Kanodia P, Sopory S, George A, Rath S, Bal V, Tripathi R, Ramji S, Batra A, Aggarwal KC, Chellani HK, Arya S, Agarwal N, Mehta U, Natchu UC, Wadhwa N, Bhatnagar S (2016) Comparison of human neonatal and adult blood leukocyte subset composition phenotypes. PLoS One 11:e0162242PubMedPubMedCentral
27.
go back to reference Szabo PA, Levitin HM, Miron M, Snyder ME, Senda T, Yuan J, Cheng YL, Bush EC, Dogra P, Thapa P, Farber DL, Sims PA (2019) Single-cell transcriptomics of human T cells reveals tissue and activation signatures in health and disease. Nat Commun 10:4706PubMedPubMedCentral Szabo PA, Levitin HM, Miron M, Snyder ME, Senda T, Yuan J, Cheng YL, Bush EC, Dogra P, Thapa P, Farber DL, Sims PA (2019) Single-cell transcriptomics of human T cells reveals tissue and activation signatures in health and disease. Nat Commun 10:4706PubMedPubMedCentral
28.
go back to reference Mousset CM, Hobo W, Woestenenk R, Preijers F, Dolstra H, van der Waart AB (2019) Comprehensive phenotyping of T cells using flow cytometry. Cytom Part A J Int Soc Anal Cytol 95:647–654 Mousset CM, Hobo W, Woestenenk R, Preijers F, Dolstra H, van der Waart AB (2019) Comprehensive phenotyping of T cells using flow cytometry. Cytom Part A J Int Soc Anal Cytol 95:647–654
29.
go back to reference Caccamo N, Joosten SA, Ottenhoff THM, Dieli F (2018) Atypical human effector/memory CD4(+) T cells with a naive-like phenotype. Front Immunol 9:2832PubMedPubMedCentral Caccamo N, Joosten SA, Ottenhoff THM, Dieli F (2018) Atypical human effector/memory CD4(+) T cells with a naive-like phenotype. Front Immunol 9:2832PubMedPubMedCentral
30.
31.
go back to reference Egan CE, Sodhi CP, Good M, Lin J, Jia H, Yamaguchi Y, Lu P, Ma C, Branca MF, Weyandt S, Fulton WB, Niño DF, Prindle T Jr, Ozolek JA, Hackam DJ (2016) Toll-like receptor 4-mediated lymphocyte influx induces neonatal necrotizing enterocolitis. J Clin Investig 126:495–508PubMed Egan CE, Sodhi CP, Good M, Lin J, Jia H, Yamaguchi Y, Lu P, Ma C, Branca MF, Weyandt S, Fulton WB, Niño DF, Prindle T Jr, Ozolek JA, Hackam DJ (2016) Toll-like receptor 4-mediated lymphocyte influx induces neonatal necrotizing enterocolitis. J Clin Investig 126:495–508PubMed
32.
go back to reference Ma F, Li S, Gao X, Zhou J, Zhu X, Wang D, Cai Y, Li F, Yang Q, Gu X, Ge W, Liu H, Xiao X, Hao H (2019) Interleukin-6-mediated CCR9(+) interleukin-17-producing regulatory T cells polarization increases the severity of necrotizing enterocolitis. EBioMedicine 44:71–85PubMedPubMedCentral Ma F, Li S, Gao X, Zhou J, Zhu X, Wang D, Cai Y, Li F, Yang Q, Gu X, Ge W, Liu H, Xiao X, Hao H (2019) Interleukin-6-mediated CCR9(+) interleukin-17-producing regulatory T cells polarization increases the severity of necrotizing enterocolitis. EBioMedicine 44:71–85PubMedPubMedCentral
34.
go back to reference Oleinika K, Mauri C, Salama AD (2019) Effector and regulatory B cells in immune-mediated kidney disease. Nat Rev Nephrol 15:11–26PubMed Oleinika K, Mauri C, Salama AD (2019) Effector and regulatory B cells in immune-mediated kidney disease. Nat Rev Nephrol 15:11–26PubMed
35.
go back to reference Kapellos TS, Bonaguro L, Gemünd I, Reusch N, Saglam A, Hinkley ER, Schultze JL (2019) Human monocyte subsets and phenotypes in major chronic inflammatory diseases. Front Immunol 10:2035PubMedPubMedCentral Kapellos TS, Bonaguro L, Gemünd I, Reusch N, Saglam A, Hinkley ER, Schultze JL (2019) Human monocyte subsets and phenotypes in major chronic inflammatory diseases. Front Immunol 10:2035PubMedPubMedCentral
36.
go back to reference Cormican S, Griffin MD (2020) Human monocyte subset distinctions and function: insights from gene expression analysis. Front Immunol 11:1070PubMedPubMedCentral Cormican S, Griffin MD (2020) Human monocyte subset distinctions and function: insights from gene expression analysis. Front Immunol 11:1070PubMedPubMedCentral
37.
go back to reference Chinetti-Gbaguidi G, Colin S, Staels B (2015) Macrophage subsets in atherosclerosis. Nat Rev Cardiol 12:10–17PubMed Chinetti-Gbaguidi G, Colin S, Staels B (2015) Macrophage subsets in atherosclerosis. Nat Rev Cardiol 12:10–17PubMed
38.
go back to reference Glezeva N, Horgan S, Baugh JA (2015) Monocyte and macrophage subsets along the continuum to heart failure: Misguided heroes or targetable villains? J Mol Cell Cardiol 89:136–145PubMed Glezeva N, Horgan S, Baugh JA (2015) Monocyte and macrophage subsets along the continuum to heart failure: Misguided heroes or targetable villains? J Mol Cell Cardiol 89:136–145PubMed
39.
go back to reference Ahmed I, Ismail N (2020) M1 and M2 macrophages polarization via mTORC1 influences innate immunity and outcome of ehrlichia infection. J Cell Immunol 2:108–115PubMedPubMedCentral Ahmed I, Ismail N (2020) M1 and M2 macrophages polarization via mTORC1 influences innate immunity and outcome of ehrlichia infection. J Cell Immunol 2:108–115PubMedPubMedCentral
41.
go back to reference Nutt SL, Chopin M (2020) Transcriptional networks driving dendritic cell differentiation and function. Immunity 52:942–956PubMed Nutt SL, Chopin M (2020) Transcriptional networks driving dendritic cell differentiation and function. Immunity 52:942–956PubMed
42.
go back to reference Yang C, Siebert JR, Burns R, Gerbec ZJ, Bonacci B, Rymaszewski A, Rau M, Riese MJ, Rao S, Carlson KS, Routes JM, Verbsky JW, Thakar MS, Malarkannan S (2019) Heterogeneity of human bone marrow and blood natural killer cells defined by single-cell transcriptome. Nat Commun 10:3931PubMedPubMedCentral Yang C, Siebert JR, Burns R, Gerbec ZJ, Bonacci B, Rymaszewski A, Rau M, Riese MJ, Rao S, Carlson KS, Routes JM, Verbsky JW, Thakar MS, Malarkannan S (2019) Heterogeneity of human bone marrow and blood natural killer cells defined by single-cell transcriptome. Nat Commun 10:3931PubMedPubMedCentral
43.
go back to reference Björkström NK, Strunz B, Ljunggren HG (2022) Natural killer cells in antiviral immunity. Nat Rev Immunol 22(2):112–123PubMed Björkström NK, Strunz B, Ljunggren HG (2022) Natural killer cells in antiviral immunity. Nat Rev Immunol 22(2):112–123PubMed
44.
go back to reference Amorim A, De Feo D, Friebel E, Ingelfinger F, Anderfuhren CD, Krishnarajah S, Andreadou M, Welsh CA, Liu Z, Ginhoux F, Greter M, Becher B (2022) IFNγ and GM-CSF control complementary differentiation programs in the monocyte-to-phagocyte transition during neuroinflammation. Nat Immunol 23:217–228PubMed Amorim A, De Feo D, Friebel E, Ingelfinger F, Anderfuhren CD, Krishnarajah S, Andreadou M, Welsh CA, Liu Z, Ginhoux F, Greter M, Becher B (2022) IFNγ and GM-CSF control complementary differentiation programs in the monocyte-to-phagocyte transition during neuroinflammation. Nat Immunol 23:217–228PubMed
45.
46.
go back to reference Mahnke YD, Brodie TM, Sallusto F, Roederer M, Lugli E (2013) The who’s who of T-cell differentiation: human memory T-cell subsets. Eur J Immunol 43:2797–2809PubMed Mahnke YD, Brodie TM, Sallusto F, Roederer M, Lugli E (2013) The who’s who of T-cell differentiation: human memory T-cell subsets. Eur J Immunol 43:2797–2809PubMed
47.
go back to reference Golubovskaya V, Wu L (2016) Different subsets of T cells, memory, effector functions, and CAR-T immunotherapy. Cancers 8(3):36PubMedPubMedCentral Golubovskaya V, Wu L (2016) Different subsets of T cells, memory, effector functions, and CAR-T immunotherapy. Cancers 8(3):36PubMedPubMedCentral
Metadata
Title
Single-cell RNA sequencing of intestinal immune cells in neonatal necrotizing enterocolitis
Authors
Kazuo Oshima
Akinari Hinoki
Hiroo Uchida
Yujiro Tanaka
Yusuke Okuno
Yasuhiro Go
Chiyoe Shirota
Takahisa Tainaka
Wataru Sumida
Kazuki Yokota
Satoshi Makita
Aitaro Takimoto
Yoko Kano
Shinichiro Sawa
Publication date
01-12-2023
Publisher
Springer Berlin Heidelberg
Published in
Pediatric Surgery International / Issue 1/2023
Print ISSN: 0179-0358
Electronic ISSN: 1437-9813
DOI
https://doi.org/10.1007/s00383-023-05461-7

Other articles of this Issue 1/2023

Pediatric Surgery International 1/2023 Go to the issue