Macrophage morphology correlates with single-cell diversity and prognosis in colorectal liver metastasis

被引:113
作者
Donadon, Matteo [1 ,2 ]
Torzilli, Guido [1 ,2 ]
Cortese, Nina [3 ]
Soldani, Cristiana [4 ]
Di Tommaso, Luca [2 ,5 ]
Franceschini, Barbara [4 ]
Carriero, Roberta [6 ]
Barbagallo, Marialuisa [3 ]
Rigamonti, Alessandra [3 ,7 ]
Anselmo, Achille [8 ]
Colombo, Federico Simone [8 ]
Maggi, Giulia [3 ,7 ]
Lleo, Ana [2 ,9 ]
Cibella, Javier [10 ]
Peano, Clelia [10 ,11 ]
Kunderfranco, Paolo [6 ]
Roncalli, Massimo [2 ,5 ]
Mantovani, Alberto [2 ,3 ,12 ]
Marchesi, Federica [3 ,7 ]
机构
[1] Humanitas Clin & Res Ctr IRCCS, Dept Hepatobiliary & Gen Surg, Rozzano, Italy
[2] Humanitas Univ, Dept Biomed Sci, Rozzano, Italy
[3] Humanitas Clin & Res Ctr IRCCS, Dept Immunol & Inflammat, Rozzano, Italy
[4] Humanitas Clin & Res Ctr IRCCS, Hepatobiliary Immunopathol Unit, Rozzano, Italy
[5] Humanitas Clin & Res Ctr IRCCS, Dept Pathol, Rozzano, Italy
[6] Humanitas Clin & Res Ctr IRCCS, Bioinformat Unit, Rozzano, Italy
[7] Univ Milan, Dept Biotechnol & Translat Med, Milan, Italy
[8] Humanitas Clin & Res Ctr IRCCS, Flow Cytometry Core, Rozzano, Italy
[9] Humanitas Clin & Res Ctr IRCCS, Div Internal Med & Hepathol, Rozzano, Italy
[10] Humanitas Clin & Res Ctr IRCCS, Genom Unit, Rozzano, Italy
[11] CNR, Inst Genet & Biomed Res, UoS Milan, Milan, Italy
[12] Queen Mary Univ London, William Harvey Res Inst, London, England
关键词
TUMOR-ASSOCIATED MACROPHAGES; IMMUNE CELLS; LIPID-METABOLISM; CANCER; POLARIZATION; LANDSCAPE; SURVIVAL; RECEPTOR; HETEROGENEITY; INFLAMMATION;
D O I
10.1084/jem.20191847
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
It has long been known that in vitro polarized macrophages differ in morphology. Stemming from a conventional immunohistology observation, we set out to test the hypothesis that morphology of tumor-associated macrophages (TAMs) in colorectal liver metastasis (CLM) represents a correlate of functional diversity with prognostic significance. Density and morphological metrics of TAMs were measured and correlated with clinicopathological variables. While density of TAMs did not correlate with survival of CLM patients, the cell area identified small (S-TAM) and large (L-TAM) macrophages that were associated with 5-yr disease-free survival rates of 27.8% and 0.2%, respectively (P < 0.0001). RNA sequencing of morphologically distinct macrophages identified LXR/RXR as the most enriched pathway in large macrophages, with up-regulation of genes involved in cholesterol metabolism, scavenger receptors, MERTK, and complement. In single-cell analysis of mononuclear phagocytes from CLM tissues, S-TAM and L-TAM signatures were differentially enriched in individual clusters. These results suggest that morphometric characterization can serve as a simple readout of TAM diversity with strong prognostic significance.
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页数:15
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共 63 条
  • [1] Phagocytosis imprints heterogeneity in tissue-resident macrophages
    A-Gonzalez, Noelia
    Quintana, Juan A.
    Garcia-Silva, Susana
    Mazariegos, Marina
    Gonzalez de la Aleja, Arturo
    Nicolas-Avila, Jose A.
    Walter, Wencke
    Adrover, Jose M.
    Crainiciuc, Georgiana
    Kuchroo, Vijay K.
    Rothlin, Carla V.
    Peinado, Hector
    Castrillo, Antonio
    Ricote, Mercedes
    Hidalgo, Andres
    [J]. JOURNAL OF EXPERIMENTAL MEDICINE, 2017, 214 (05) : 1281 - 1296
  • [2] Strain-dependent modulation of macrophage polarization within scaffolds
    Ballotta, Virginia
    Driessen-Mol, Anita
    Bouten, Carlijn V. C.
    Baaijens, Frank P. T.
    [J]. BIOMATERIALS, 2014, 35 (18) : 4919 - 4928
  • [3] Metabolic Induction of Trained Immunity through the Mevalonate Pathway
    Bekkering, Siroon
    Arts, Rob J. W.
    Novakovic, Boris
    Kourtzelis, Ioannis
    van der Heijden, Charlotte D. C. C.
    Li, Yang
    Popa, Calin D.
    ter Horst, Rob
    van Tuijl, Julia
    Netea-Maier, Romana T.
    de Veerdonk, Frank L. van
    Chavakis, Triantafyllos
    Joosten, Leo A. B.
    van der Meer, Jos W. M.
    Stunnenberg, Henk
    Riksen, Niels P.
    Netea, Mihai G.
    [J]. CELL, 2018, 172 (1-2) : 135 - +
  • [4] PTX3 Is an Extrinsic Oncosuppressor Regulating Complement-Dependent Inflammation in Cancer
    Bonavita, Eduardo
    Gentile, Stefania
    Rubino, Marcello
    Maina, Virginia
    Papait, Roberto
    Kunderfranco, Paolo
    Greco, Carolina
    Feruglio, Francesca
    Molgora, Martina
    Laface, Ilaria
    Tartari, Silvia
    Doni, Andrea
    Pasqualini, Fabio
    Barbati, Elisa
    Basso, Gianluca
    Galdiero, Maria Rosaria
    Nebuloni, Manuela
    Roncalli, Massimo
    Colombo, Piergiuseppe
    Laghi, Luigi
    Lambris, John D.
    Jaillon, Sebastien
    Garlanda, Cecilia
    Mantovani, Alberto
    [J]. CELL, 2015, 160 (04) : 700 - 714
  • [5] Targeting macrophages: therapeutic approaches in cancer
    Cassetta, Luca
    Pollard, Jeffrey W.
    [J]. NATURE REVIEWS DRUG DISCOVERY, 2018, 17 (12) : 887 - 904
  • [6] Functional polarization of tumour-associated macrophages by tumour-derived lactic acid
    Colegio, Oscar R.
    Ngoc-Quynh Chu
    Szabo, Alison L.
    Chu, Thach
    Rhebergen, Anne Marie
    Jairam, Vikram
    Cyrus, Nika
    Brokowski, Carolyn E.
    Eisenbarth, Stephanie C.
    Phillips, Gillian M.
    Cline, Gary W.
    Phillips, Andrew J.
    Medzhitov, Ruslan
    [J]. NATURE, 2014, 513 (7519) : 559 - +
  • [7] Macrophages at the crossroads of anticancer strategies
    Cortese, Nina
    Donadon, Matteo
    Rigamonti, Alessandra
    Marchesi, Federica
    [J]. FRONTIERS IN BIOSCIENCE-LANDMARK, 2019, 24 : 1271 - 1283
  • [8] Cure Model Survival Analysis After Hepatic Resection for Colorectal Liver Metastases
    Cucchetti, Alessando
    Ferrero, Alessandro
    Cescon, Matteo
    Donadon, Matteo
    Russolillo, Nadia
    Ercolani, Giorgio
    Stacchini, Giacomo
    Mazzotti, Federico
    Torzilli, Guido
    Pinna, Antonio Daniele
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2015, 22 (06) : 1908 - 1914
  • [9] Macrophage interference on chemotherapy
    De Palma, Michele
    Nassiri, Sina
    Cianciaruso, Chiara
    [J]. NATURE CELL BIOLOGY, 2019, 21 (04) : 411 - 412
  • [10] Macrophages as regulators of tumour immunity and immunotherapy
    DeNardo, David G.
    Ruffell, Brian
    [J]. NATURE REVIEWS IMMUNOLOGY, 2019, 19 (06) : 369 - 382