# Tumor-associated macrophages display differential protein cargo sorting in extracellular vesicles associated with poor survival in ovarian cancer

**Authors:** Johanna Pörschke, Sophie Heidemann, Hannah P. Nehring, Aina Lluch, Witold Szymański, Florian Finkernagel, Christian Preußer, Aditya M. Bhagwat, Timm J. Stamm, Leah Sommerfeld, Frederik Helmprobst, Rolf Müller, Silke Reinartz, Johannes Graumann, Elke Pogge von Strandmann, María Gómez-Serrano

PMC · DOI: 10.1186/s10020-025-01416-x · Molecular Medicine · 2026-01-30

## TL;DR

Tumor-associated macrophages in ovarian cancer release fewer extracellular vesicles with harmful cargo, which is linked to worse patient outcomes.

## Contribution

The study reveals unique EV cargo sorting in TAMs and identifies new biomarkers with clinical potential in ovarian cancer.

## Key findings

- TAM-like macrophages show reduced small EV release and altered biogenesis markers like FLOT1 and CD63 glycosylation.
- TAM-derived EVs are enriched in pro-tumorigenic proteins linked to poor prognosis, while M1-like EVs correlate with better survival.
- Novel EV-associated biomarkers like COLEC12 and MSR1 were identified with diagnostic and prognostic value in ovarian cancer.

## Abstract

Ovarian cancer (OC) progression and metastasis are promoted by ascites, which constitutes a central part of the tumor microenvironment (TME). In this fluid, tumor-associated macrophages (TAMs) represent a prominent immune cell type. In addition to tumor and other host cells such as TAMs, ascites is highly enriched in soluble factors as well as extracellular vesicles (EVs). How TAMs contribute to the EV compartment of the OC TME remains, however, underexplored. In this work peripheral blood monocytes from healthy donors were differentiated into monocyte-derived macrophages (MDMs) and polarized into classically activated (M1-like), alternatively activated (M2-like) and TAM-like (by ascites incubation). For all subtypes, serum-free conditioned medium was collected for 24 h and EVs were isolated and characterized by nano-flow cytometry (nFC), label-free mass spectrometry-based proteomics and electron microscopy, among others. Our results demonstrated distinct traits for EV release and cargo across the different macrophage subtypes. Specifically, TAM-like macrophages exhibited impaired release of small EVs and reduced frequency of tetraspanin-positive particles. These EV subpopulations displayed sizing profiles closer to M1-like than to M2-like samples. Also, the low EV release in TAM-like MDMs was accompanied by altered expression of biogenesis-related markers like flotillin-1 (FLOT1) and a decreased N-glycosylation of CD63 protein, which was validated in patient-derived samples. Remarkably, the EV-associated proteome of TAMs displayed significant enrichment in both pro- and anti-inflammatory molecules with clinical value. Markers significantly enriched in the ascites TAM-EV signature were mostly associated with poor prognosis, whereas M1-like EV-related markers (pro-inflammatory) were mostly associated with longer survival. Our results confirmed previous data for proteins like CD163 and MRC1 to be associated to TAM-EVs, while also describing novel candidates with diagnostic (i.e., COLEC12) and/or prognostic (i.e., MSR1) value in plasma. Taken together, our data support a unique secretory profile of TAMs in OC and provide new EV-associated biomarkers with translational impact. Our results pave the way for a better understanding of the mechanisms behind TAM-EV cargo loading and function, and how these cells participate in the TME landscape.

The online version contains supplementary material available at 10.1186/s10020-025-01416-x.

Ascites-driven reprogramming of macrophages results in reduced extracellular vesicle (EV) release but enriched pro-tumorigenic cargo.

Tumor-associated macrophages (TAMs) in ovarian cancer (OC) show decreased N-glycosylation of CD63 at the cellular level, further supporting their immunosuppressive profile.

Combination of nano-flow cytometry and proteomics revealed distinct profiles of tetraspanin-subpopulations and differential cargo sorting in macrophage-derived EVs.

High-resolution proteomic analyses of TAM-derived EVs identified a unique signature with potential clinical value in OC.

The online version contains supplementary material available at 10.1186/s10020-025-01416-x.

## Linked entities

- **Genes:** FLOT1 (flotillin 1) [NCBI Gene 10211], CD63 (CD63 molecule) [NCBI Gene 967], COLEC12 (collectin subfamily member 12) [NCBI Gene 81035], MSR1 (macrophage scavenger receptor 1) [NCBI Gene 4481], CD163 (CD163 molecule) [NCBI Gene 9332], MRC1 (mannose receptor C-type 1) [NCBI Gene 4360]
- **Diseases:** ovarian cancer (MONDO:0005140), breast cancer (MONDO:0004989)

## Full-text entities

- **Genes:** PODXL (podocalyxin like) [NCBI Gene 5420] {aka Gp200, PC, PCLP, PCLP-1, PDX, PODXL1}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, C9 (complement C9) [NCBI Gene 735] {aka ARMD15, C9D}, OPTN (optineurin) [NCBI Gene 10133] {aka ALS12, FIP2, GLC1E, HIP7, HYPL, NRP}, SNAR-E (small NF90 (ILF3) associated RNA E) [NCBI Gene 100170220], IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, ATG7 (autophagy related 7) [NCBI Gene 10533] {aka APG7-LIKE, APG7L, GSA7, SCAR31}, VWF (von Willebrand factor) [NCBI Gene 7450] {aka F8VWF, VWD}, CD14 (CD14 molecule) [NCBI Gene 929], CSF2 (colony stimulating factor 2) [NCBI Gene 1437] {aka CSF, GMCSF}, FLOT1 (flotillin 1) [NCBI Gene 10211], GAPDH (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 2597] {aka G3PD, GAPD, HEL-S-162eP}, VDAC2 (voltage dependent anion channel 2) [NCBI Gene 7417], IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, C4B (complement C4B (Chido/Rodgers blood group)) [NCBI Gene 721] {aka C4B1, C4B12, C4B3, C4B5, C4BD, C4F}, CD63 (CD63 molecule) [NCBI Gene 967] {aka AD1, HOP-26, ME491, MLA1, OMA81H, Pltgp40}, CCL18 (C-C motif chemokine ligand 18) [NCBI Gene 6362] {aka AMAC-1, AMAC1, CKb7, DC-CK1, DCCK1, MIP-4}, VPS25 (vacuolar protein sorting 25 homolog) [NCBI Gene 84313] {aka DERP9, EAP20, FAP20}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, TNC (tenascin C) [NCBI Gene 3371] {aka 150-225, DFNA56, GMEM, GP, HXB, JI}, RAB5A (RAB5A, member RAS oncogene family) [NCBI Gene 5868] {aka RAB5}, CLEC11A (C-type lectin domain containing 11A) [NCBI Gene 6320] {aka CLECSF3, LSLCL, P47, SCGF}, CD163 (CD163 molecule) [NCBI Gene 9332] {aka M130, MM130, SCARI1}, Collagen alpha-1(I) chain [NCBI Gene 728145], CCL22 (C-C motif chemokine ligand 22) [NCBI Gene 6367] {aka A-152E5.1, ABCD-1, DC/B-CK, MDC, SCYA22, STCP-1}, SNAP29 (synaptosome associated protein 29) [NCBI Gene 9342] {aka CEDNIK, SNAP-29}, TACSTD2 (tumor associated calcium signal transducer 2) [NCBI Gene 4070] {aka EGP-1, EGP1, GA733-1, GA7331, GP50, M1S1}, RAB8A (RAB8A, member RAS oncogene family) [NCBI Gene 4218] {aka MEL, RAB8}, MMRN1 (multimerin 1) [NCBI Gene 22915] {aka ECM, EMILIN4, GPIa*, MMRN}, LAMP1 (lysosome associated membrane protein 1) [NCBI Gene 3916] {aka CD107a, LAMPA, LGP120}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, SDCBP (syndecan binding protein) [NCBI Gene 6386] {aka MDA-9, MDA9, SDCBP1, ST1, SYCL, TACIP18}, STX7 (syntaxin 7) [NCBI Gene 8417], VSIG4 (V-set and immunoglobulin domain containing 4) [NCBI Gene 11326] {aka CRIg, Z39IG}, STX3 (syntaxin 3) [NCBI Gene 6809] {aka DIAR12, MVID2, RDMVID, STX3A}, CD9 (CD9 molecule) [NCBI Gene 928] {aka BTCC-1, DRAP-27, MIC3, MRP-1, TSPAN-29, TSPAN29}, APC (APC regulator of Wnt signaling pathway) [NCBI Gene 324] {aka BTPS2, DESMD, DP2, DP2.5, DP3, GS}, CAT (catalase) [NCBI Gene 847], CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, CCL2 (C-C motif chemokine ligand 2) [NCBI Gene 6347] {aka GDCF-2, HC11, HSMCR30, MCAF, MCP-1, MCP1}, IMMTP1 (inner membrane mitochondrial protein pseudogene 1) [NCBI Gene 54045] {aka IMMTP}, RAB35 (RAB35, member RAS oncogene family) [NCBI Gene 11021] {aka H-ray, RAB1C, RAY}, LUM (lumican) [NCBI Gene 4060] {aka LDC, SLRR2D}, FCGR3A (Fc gamma receptor IIIa) [NCBI Gene 2214] {aka CD16-II, CD16A, FCG3, FCGR3, FCRIIIA, FcGRIIIA}, COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, GORASP2 (golgi reassembly stacking protein 2) [NCBI Gene 26003] {aka GOLPH6, GRASP55, GRS2, p59}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, MUC1 (mucin 1, cell surface associated) [NCBI Gene 4582] {aka ADMCKD, ADMCKD1, ADTKD2, CA 15-3, CD227, Ca15-3}, CANX (calnexin) [NCBI Gene 821] {aka CNX, IP90, P90}, RAB11A (RAB11A, member RAS oncogene family) [NCBI Gene 8766] {aka YL8}, MRC1 (mannose receptor C-type 1) [NCBI Gene 4360] {aka CD206, CLEC13D, CLEC13DL, MMR, MRC1L1, bA541I19.1}, CCR7 (C-C motif chemokine receptor 7) [NCBI Gene 1236] {aka BLR2, CC-CKR-7, CCR-7, CD197, CDw197, CMKBR7}, MSR1 (macrophage scavenger receptor 1) [NCBI Gene 4481] {aka CD204, SCARA1, SR-A, SR-AI, SR-AII, SR-AIII}, PDCD6IP (programmed cell death 6 interacting protein) [NCBI Gene 10015] {aka AIP1, ALIX, DRIP4, HP95, MCPH29}, TAM (Myeloproliferative syndrome, transient (transient abnormal) [NCBI Gene 8205] {aka MST}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, RAB4A (RAB4A, member RAS oncogene family) [NCBI Gene 5867] {aka HRES-1, HRES-1/RAB4, HRES1, RAB4}, COLEC12 (collectin subfamily member 12) [NCBI Gene 81035] {aka CLP1, NSR2, SCARA4, SRCL}, UVRAG (UV radiation resistance associated) [NCBI Gene 7405] {aka DHTX, VPS38, p63}, CTSZ (cathepsin Z) [NCBI Gene 1522] {aka CTSX}
- **Diseases:** gastric cancer (MESH:D013274), mucinous carcinoma (MESH:D002288), nFC (MESH:D054318), melanoma (MESH:D008545), tumorigenic (MESH:D002471), Tumor (MESH:D009369), OC (MESH:D010051), hepatocellular carcinoma (MESH:D006528), TAMs (MESH:D000072716), or chronic infections (MESH:D000088562), SLS (MESH:C537236), lymph node metastasis (MESH:D008207), osteosarcoma (MESH:D012516), infection (MESH:D007239), Ascites (MESH:D001201), gynecological malignancy (MESH:D005833), pancreatic cancer (MESH:D010190), MISEV (MESH:C535509), epithelial tumor (MESH:D002277), breast cancer (MESH:D001943), serous carcinoma (MESH:D018297), inflammation (MESH:D007249), allergic disease (MESH:D004342), TAM (MESH:D020914), clear cell carcinoma (MESH:D002292), pancreatic ductal adenocarcinoma (MESH:D021441), LRS (MESH:D007960), RSLC (MESH:D001010), benign gynecologic diseases (MESH:D005831), MDM (MESH:D007645), HGSC (MESH:D008228), endometrioid carcinoma (MESH:D018269), metastasis (MESH:D009362), TBS-T (MESH:D001260), parasite infection (MESH:D010272)
- **Chemicals:** DIA (MESH:C076868), paclitaxel (MESH:D017239), Peptides (MESH:D010455), ACN (MESH:C032159), sphingolipids (MESH:D013107), silica (MESH:D012822), Cysteine (MESH:D003545), Amicon (-), methionine (MESH:D008715), sodium Fluoride (MESH:D012969), salt (MESH:D012492), bromophenol blue (MESH:D001978), Formic acid (MESH:C030544), Bicinchoninic acid (MESH:C047117), SDS (MESH:D012967), glutaraldehyde (MESH:D005976), Avastin (MESH:D000068258), N (MESH:D009584), IAA (MESH:D007460), TEAB (MESH:C041737), lipid (MESH:D008055), LPS (MESH:D008070), water (MESH:D014867), methyl cellulose (MESH:D008747), Glycan (MESH:D011134), FA (MESH:D005492), DTT (MESH:D004229), carboplatin (MESH:D016190), cholesterol (MESH:D002784), CO2 (MESH:D002245), PBS (MESH:D007854), ice (MESH:D007053), uranyl acetate (MESH:C005460), Laemmli buffer (MESH:C088816), SLS (MESH:C025231), M1 (MESH:C400939), acids (MESH:D000143), glycerin (MESH:D005990), ethanol (MESH:D000431), polystyrene (MESH:D011137), carbon (MESH:D002244), Tween-20 (MESH:D011136), Triton-X100 (MESH:D017830), PFA (MESH:C003043)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]
- **Mutations:** S16M
- **Cell lines:** THP-1 — Homo sapiens (Human), Childhood acute monocytic leukemia, Cancer cell line (CVCL_0006), RPMI1640 — Homo sapiens (Human), Finite cell line (CVCL_9G82)

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12875045/full.md

## References

8 references — full list in the complete paper: https://tomesphere.com/paper/PMC12875045/full.md

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Source: https://tomesphere.com/paper/PMC12875045