Background & Aims
Methods
Results
Conclusions
Graphical abstract

Keywords
Abbreviations used in this paper:
αSMA (α smooth muscle actin), BSA (bovine serum albumin), CAF (cancer-associated fibroblast), CAFhTERT (human Telomerase reverse transcriptase), CSF-1 (colony stimulating factor 1), CSF-1-R (colony stimulating factor 1 receptor), ECM (extracellular matrix), ELISA (enzyme-linked immunosorbent assay), FFPE (formalin-fixed paraffin-embedded), GBSS (Grey’s balanced salt solution), GPCR (G-protein–coupled receptor subtype), GSEA (gene set enrichment analysis), KOsst1 (Knock-out), KPC (Pdx-1-Cre), LSL-KrasG12D/+ (LSL-Trp53R172H/+), LAR (long-acting release), LNR (lymph node ratio), mRNA (messenger RNA), MS (mass-spectrometry), mTOR (mechanistic target of rapamycin), PBS (phosphate-buffered saline), PCR (polymerase chain reaction), PDA (pancreatic ductal adenocarcinoma), PSC (pancreatic stellate cell), PDX (patient-derived xenograft), RNAseq (RNA sequencing), sst1 (somatostatin receptor subtype 1), TAM (tumor-associated macrophage), WT (wild type)- Collisson E.A.
- Sadanandam A.
- Olson P.
- Gibb W.J.
- Truitt M.
- Gu S.
- Cooc J.
- Weinkle J.
- Kim G.E.
- Jakkula L.
- Feiler H.S.
- Ko A.H.
- Olshen A.B.
- Danenberg K.L.
- Tempero M.A.
- Spellman P.T.
- Hanahan D.
- Gray J.W.
- Bailey P.
- Chang D.K.
- Nones K.
- Johns A.L.
- Patch A.M.
- Gingras M.C.
- Miller D.K.
- Christ A.N.
- Bruxner T.J.
- Quinn M.C.
- Nourse C.
- Murtaugh L.C.
- Harliwong I.
- Idrisoglu S.
- Manning S.
- Nourbakhsh E.
- Wani S.
- Fink L.
- Holmes O.
- Chin V.
- Anderson M.J.
- Kazakoff S.
- Leonard C.
- Newell F.
- Waddell N.
- Wood S.
- Xu Q.
- Wilson P.J.
- Cloonan N.
- Kassahn K.S.
- Taylor D.
- Quek K.
- Robertson A.
- Pantano L.
- Mincarelli L.
- Sanchez L.N.
- Evers L.
- Wu J.
- Pinese M.
- Cowley M.J.
- Jones M.D.
- Colvin E.K.
- Nagrial A.M.
- Humphrey E.S.
- Chantrill L.A.
- Mawson A.
- Humphris J.
- Chou A.
- Pajic M.
- Scarlett C.J.
- Pinho A.V.
- Giry-Laterriere M.
- Rooman I.
- Samra J.S.
- Kench J.G.
- Lovell J.A.
- Merrett N.D.
- Toon C.W.
- Epari K.
- Nguyen N.Q.
- Barbour A.
- Zeps N.
- Moran-Jones K.
- Jamieson N.B.
- Graham J.S.
- Duthie F.
- Oien K.
- Hair J.
- Grutzmann R.
- Maitra A.
- Iacobuzio-Donahue C.A.
- Wolfgang C.L.
- Morgan R.A.
- Lawlor R.T.
- Corbo V.
- Bassi C.
- Rusev B.
- Capelli P.
- Salvia R.
- Tortora G.
- Mukhopadhyay D.
- Petersen G.M.
- Australian Pancreatic Cancer Genome I.
- Munzy D.M.
- Fisher W.E.
- Karim S.A.
- Eshleman J.R.
- Hruban R.H.
- Pilarsky C.
- Morton J.P.
- Sansom O.J.
- Scarpa A.
- Musgrove E.A.
- Bailey U.M.
- Hofmann O.
- Sutherland R.L.
- Wheeler D.A.
- Gill A.J.
- Gibbs R.A.
- Pearson J.V.
- Waddell N.
- Biankin A.V.
- Grimmond S.M.
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Nicolle R.
- Blum Y.
- Marisa L.
- Loncle C.
- Gayet O.
- Moutardier V.
- Turrini O.
- Giovannini M.
- Bian B.
- Bigonnet M.
- Rubis M.
- Elarouci N.
- Armenoult L.
- Ayadi M.
- Duconseil P.
- Gasmi M.
- Ouaissi M.
- Maignan A.
- Lomberk G.
- Boher J.M.
- Ewald J.
- Bories E.
- Garnier J.
- Goncalves A.
- Poizat F.
- Raoul J.L.
- Secq V.
- Garcia S.
- Grandval P.
- Barraud-Blanc M.
- Norguet E.
- Gilabert M.
- Delpero J.R.
- Roques J.
- Calvo E.
- Guillaumond F.
- Vasseur S.
- Urrutia R.
- de Reynies A.
- Dusetti N.
- Iovanna J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
- Candido J.B.
- Morton J.P.
- Bailey P.
- Campbell A.D.
- Karim S.A.
- Jamieson T.
- Lapienyte L.
- Gopinathan A.
- Clark W.
- McGhee E.J.
- Wang J.
- Escorcio-Correia M.
- Zollinger R.
- Roshani R.
- Drew L.
- Rishi L.
- Arkell R.
- Evans T.R.J.
- Nixon C.
- Jodrell D.I.
- Wilkinson R.W.
- Biankin A.V.
- Barry S.T.
- Balkwill F.R.
- Sansom O.J.
- Duluc C.
- Moatassim-Billah S.
- Chalabi-Dchar M.
- Perraud A.
- Samain R.
- Breibach F.
- Gayral M.
- Cordelier P.
- Delisle M.B.
- Bousquet-Dubouch M.P.
- Tomasini R.
- Schmid H.
- Mathonnet M.
- Pyronnet S.
- Martineau Y.
- Bousquet C.
- Moatassim-Billah S.
- Duluc C.
- Samain R.
- Jean C.
- Perraud A.
- Decaup E.
- Cassant-Sourdy S.
- Bakri Y.
- Selves J.
- Schmid H.
- Martineau Y.
- Mathonnet M.
- Pyronnet S.
- Bousquet C.
- Duluc C.
- Moatassim-Billah S.
- Chalabi-Dchar M.
- Perraud A.
- Samain R.
- Breibach F.
- Gayral M.
- Cordelier P.
- Delisle M.B.
- Bousquet-Dubouch M.P.
- Tomasini R.
- Schmid H.
- Mathonnet M.
- Pyronnet S.
- Martineau Y.
- Bousquet C.
- Moatassim-Billah S.
- Duluc C.
- Samain R.
- Jean C.
- Perraud A.
- Decaup E.
- Cassant-Sourdy S.
- Bakri Y.
- Selves J.
- Schmid H.
- Martineau Y.
- Mathonnet M.
- Pyronnet S.
- Bousquet C.
- Duluc C.
- Moatassim-Billah S.
- Chalabi-Dchar M.
- Perraud A.
- Samain R.
- Breibach F.
- Gayral M.
- Cordelier P.
- Delisle M.B.
- Bousquet-Dubouch M.P.
- Tomasini R.
- Schmid H.
- Mathonnet M.
- Pyronnet S.
- Martineau Y.
- Bousquet C.
- Moatassim-Billah S.
- Duluc C.
- Samain R.
- Jean C.
- Perraud A.
- Decaup E.
- Cassant-Sourdy S.
- Bakri Y.
- Selves J.
- Schmid H.
- Martineau Y.
- Mathonnet M.
- Pyronnet S.
- Bousquet C.
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
- Principe D.R.
- Narbutis M.
- Kumar S.
- Park A.
- Viswakarma N.
- Dorman M.J.
- Kamath S.D.
- Grippo P.J.
- Fishel M.L.
- Hwang R.F.
- Thummuri D.
- Underwood P.W.
- Munshi H.G.
- Trevino J.G.
- Rana A.
Results
SOM230 Decreases CAF Production of Secreted Proteins Enriched in PDA Stroma-Activated Signatures
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.

- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
- Collisson E.A.
- Sadanandam A.
- Olson P.
- Gibb W.J.
- Truitt M.
- Gu S.
- Cooc J.
- Weinkle J.
- Kim G.E.
- Jakkula L.
- Feiler H.S.
- Ko A.H.
- Olshen A.B.
- Danenberg K.L.
- Tempero M.A.
- Spellman P.T.
- Hanahan D.
- Gray J.W.
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
Protein names | Gene names | Moy ratio NT/SOM230 | P value |
---|---|---|---|
Decorin | DCN | 3565.20 | .0037699 |
Biglycan | BGN | 2416.98 | .0105944 |
Thrombospondin-2 | THBS2 | 993.52 | .0002836 |
Glia-derived nexin | SERPINE2 | 944.33 | .0002733 |
Adipocyte enhancer-binding protein 1 | AEBP1 | 629.64 | .0053412 |
Agrin | AGRN | 618.31 | .0478032 |
Fibulin-1 | FBLN1 | 572.34 | .0065804 |
Peroxidasin homolog | PXDN | 468.76 | .0481937 |
Carboxypeptidase E | CPE | 448.97 | .0017332 |
HLA class I histocompatibility antigen | HLA-A | 412.95 | .0003536 |
Protein-lysine 6-oxidase | LOX | 405.09 | .0007965 |
Elongation factor 1-δ | EEF1D | 401.99 | .0015514 |
Stromelysin-1 | MMP3 | 369.77 | .0387783 |
SPARC | SPARC | 334.84 | .0028440 |
Glyceraldehyde-3-phosphate dehydrogenase, testis-specific | GAPDHS | 302.95 | .0125467 |
Coiled-coil domain-containing protein 80 | CCDC80 | 269.82 | .0124452 |
Calumenin | CALU | 244.86 | .0154646 |
Out at first protein homolog | OAF | 232.27 | .0072591 |
Fibrillin-1 | FBN1 | 223.43 | .0085725 |
Testican-1 | SPOCK1 | 202.29 | .0041202 |
Connective tissue growth factor | CTGF | 189.63 | .0180345 |
Fibulin-2 | FBLN2 | 160.13 | .0030805 |
Collagen α-1(V) chain | COL5A1 | 153.20 | .0376581 |
Syndecan-4 | SDC4 | 142.77 | .0181431 |
Phospholipid transfer protein | PLTP | 140.32 | .0027074 |
A disintegrin and metalloproteinase with thrombospondin motifs 1 | ADAMTS1 | 139.38 | .0020889 |
Sushi repeat-containing protein SRPX2 | SRPX2 | 131.96 | .0014868 |
Complement C1r subcomponent | C1R | 129.50 | .0073546 |
Sushi repeat-containing protein SRPX | SRPX | 116.75 | .0239367 |
Vitamin K–dependent protein S | PROS1 | 115.14 | .0483223 |
Actin, cytoplasmic 1; actin, cytoplasmic 1, N-terminally processed | ACTB | 112.36 | .0005106 |
Plasma α-L-fucosidase | FUCA2 | 108.05 | .0004376 |
Laminin subunit γ-1 | LAMC1 | 97.78 | .0000042 |
Inhibin β A chain | INHBA | 93.39 | .0471213 |
Proliferating cell nuclear antigen | PCNA | 89.42 | .0306750 |
Stanniocalcin-2 | STC2 | 84.81 | .0108231 |
Tumor necrosis factor–receptor superfamily member 11B | TNFRSF11B | 82.61 | .0418658 |
Tryptophan–transfer RNA ligase | WARS | 79.58 | .0028410 |
Latent-transforming growth factor β-binding protein 1 | LTBP1 | 78.27 | .0084952 |
Myosin-14 | MYH14 | 76.43 | .0017097 |
Gelsolin | GSN | 76.16 | .0128688 |
Latent-transforming growth factor β-binding protein 2 | LTBP2 | 74.59 | .0008218 |
Netrin-4 | NTN4 | 67.79 | .0026525 |
Protein transport protein Sec23A | SEC23A | 65.55 | .0023638 |
Coagulation factor IX | F9 | 64.96 | .0289241 |
Septin-7 | SEPT-7 | 64.92 | .0419335 |
Microfibrillar-associated protein 2 | MFAP2 | 64.75 | .0011975 |
Collagen α-2(I) chain | COL1A2 | 64.69 | .0013190 |
Serine protease HTRA1 | HTRA1 | 62.57 | .0039875 |
Collagen α-1(III) chain | COL3A1 | 57.28 | .0010022 |
γ-enolase | ENO2 | 56.15 | .0059011 |
Tripeptidyl-peptidase 1 | TPP1 | 53.61 | .0135799 |
β-hexosaminidase subunit β | HEXB | 51.51 | .0000029 |
T-complex protein 1 subunit γ | CCT3 | 51.00 | .0011871 |
Amyloid-like protein 2 | APLP2 | 48.18 | .0001436 |
Urotensin-2 | UTS2 | 47.26 | .0307781 |
60S acidic ribosomal protein P1 | RPLP1 | 45.66 | .0020590 |
Angiopoietin-related protein 2 | ANGPTL2 | 43.54 | .0396281 |
Nascent polypeptide-associated complex subunit α | NACA | 43.35 | .0397871 |
Complement C1s subcomponent | C1S | 43.01 | .0212752 |
Glutathione S-transferase P | GSTP1 | 42.75 | .0005148 |
Calsyntenin-1; soluble Alc-α; CTF1-α | CLSTN1 | 41.57 | .0000025 |
Ras-related protein Rab-6A | RAB6A | 38.84 | .0354047 |
Proactivator polypeptide; saposin-A | PSAP | 37.12 | .0000017 |
Dickkopf-related protein 3 | DKK3 | 37.04 | .0064695 |
F-actin-capping protein subunit β | CAPZB | 36.85 | .0006800 |
Tubulin α-4A chain | TUBA4A | 36.76 | .0029517 |
Clathrin heavy chain 1 | CLTC | 36.73 | .0172379 |
Deoxyuridine 5-triphosphate nucleotidohydrolase, mitochondrial | DUT | 36.34 | .0021730 |
Proteasome subunit β type-6 | PSMB6 | 35.95 | .0444021 |
Proprotein convertase subtilisin/kexin type 9 | PCSK9 | 35.87 | .0432914 |
72-kilodalton type IV collagenase; PEX | MMP2 | 35.79 | .0004569 |
Prolyl 3-hydroxylase 1 | LEPRE1 | 35.26 | .0496856 |
Lactadherin; lactadherin short form; medin | MFGE8 | 32.58 | .0003940 |
Elongation factor 1-γ | EEF1G | 31.24 | .0469751 |
Ferritin light chain | FTL | 29.77 | .0450262 |
Lupus La protein | SSB | 29.38 | .0002821 |
Follistatin-related protein 5 | FSTL5 | 29.37 | .0034505 |
Matrix-remodeling-associated protein 5 | MXRA5 | 27.17 | .0056534 |
Eukaryotic initiation factor 4A-II | EIF4A2 | 27.13 | .0271990 |
WD repeat-containing protein 65 | WDR65 | 27.05 | .0052157 |
Extracellular sulfatase Sulf-1 | SULF1 | 26.38 | .0003432 |
Calponin-3 | CNN3 | 26.17 | .0014325 |
Protein phosphatase 2 scaffold subunit α | PPP2R1A | 25.84 | .0446915 |
β-1,4-galactosyltransferase 5 | B4GALT5 | 25.78 | .0196639 |
Serum albumin | ALB | 25.68 | .0000003 |
Synaptic vesicle membrane protein VAT-1 homolog | VAT1 | 25.46 | .0000100 |
Splicing factor, proline- and glutamine-rich | SFPQ | 24.92 | .0079895 |
Glucose-6-phosphate 1-dehydrogenase | G6PD | 24.56 | .0146303 |
Cochlin | COCH | 24.14 | .0038765 |
Platelet-activating factor acetylhydrolase IB subunit α | PAFAH1B1 | 23.88 | .0003566 |
Extracellular matrix protein 1 | ECM1 | 23.79 | .0160787 |
Vacuolar protein sorting-associated protein 35 | VPS35 | 23.12 | .0179969 |
Exostosin-1 | EXT1 | 22.83 | .0080334 |
Protein S100-A6 | S100A6 | 21.49 | .0386695 |
Neutral α-glucosidase AB | GANAB | 21.27 | .0012394 |
Podocan | PODN | 20.85 | .0020030 |
Fascin | FSCN1 | 20.41 | .0002658 |
Olfactomedin-like protein 3 | OLFML3 | 19.10 | .0087429 |
T-complex protein 1 subunit η | CCT7 | 19.08 | .0349927 |
Membrane-bound transcription factor site-1 protease | MBTPS1 | 18.28 | .0444638 |
Procollagen-lysine, 2-oxoglutarate 5-dioxygenase 3 | PLOD3 | 18.25 | .0290330 |
Heterogeneous nuclear ribonucleoprotein K | HNRNPK | 18.10 | .0055013 |
Peroxiredoxin-4 | PRDX4 | 17.52 | .0163462 |
Heat shock protein 75 kilodaltons, mitochondrial | TRAP1 | 16.80 | .0203181 |
ANK repeat and PH domain-containing protein 1 | ACAP1 | 15.73 | .0465981 |
Clusterin; clusterin β chain; clusterin α chain | CLU | 15.19 | .0000107 |
Macrophage colony-stimulating factor 1 | CSF1 | 15.06 | .0234921 |
EMILIN-1 | EMILIN1 | 14.74 | .0335435 |
Low-density lipoprotein receptor | LDLR | 14.45 | .0122306 |
Laminin subunit β-2 | LAMB2 | 14.41 | .0025413 |
Carbonyl reductase [reduced nicotinamide adenine dinucleotide phosphate] 3 | CBR3 | 14.29 | .0040576 |
Serpin B6 | SERPINB6 | 13.24 | .0184994 |
60-kilodalton heat shock protein, mitochondrial | HSPD1 | 12.71 | .0000572 |
Adenosine triphosphate-citrate synthase | ACLY | 12.46 | .0495593 |
Glypican-1; secreted glypican-1 | GPC1 | 11.88 | .0054106 |
Periostin | POSTN | 11.34 | .0000412 |
45-kilodalton calcium-binding protein | SDF4 | 11.31 | .0000878 |
Importin-5 | IPO5 | 11.24 | .0232329 |
Inositol monophosphatase 1 | IMPA1 | 11.10 | .0017802 |
Fibulin-5 | FBLN5 | 11.09 | .0004997 |
Collagen triple-helix repeat-containing protein 1 | CTHRC1 | 10.55 | .0246140 |
Glutathione S-transferase Ω-1 | GSTO1 | 10.24 | .0134160 |
β-2-microglobulin | B2M | 9.94 | .0032569 |
Actin-related protein 3 | ACTR3 | 9.67 | .0003930 |
Transcriptional activator protein Pur-β | PURB | 9.53 | .0046924 |
Elongation factor 1-β | EEF1B2 | 9.41 | .0125778 |
Protein phosphatase 1 regulatory subunit 12A | PPP1R12A | 9.11 | .0201546 |
Nucleobindin-2 | NUCB2 | 8.99 | .0004586 |
Fibronectin | FN1 | 8.92 | .0001491 |
Collagen α-2(VI) chain | COL6A2 | 8.87 | .0018644 |
6-phosphogluconate dehydrogenase, decarboxylating | PGD | 8.79 | .0040032 |
Amyloid β A4 protein | APP | 8.77 | .0005750 |
Transferrin-receptor protein 1 | TFRC | 8.65 | .0001086 |
Annexin A2 | ANXA2 | 8.64 | .0301342 |
Elongation factor 2 | EEF2 | 8.11 | .0000368 |
Acetyl-CoA acetyltransferase, cytosolic | ACAT2 | 8.05 | .0340549 |
α-soluble NSF (attachment protein | NAPA | 7.90 | .0118155 |
Epidermal growth factor–containing fibulin-like extracellular matrix protein 2 | EFEMP2 | 7.84 | .0003193 |
Heat shock 70-kilodalton protein 1A/1B | HSPA1A | 7.64 | .0088805 |
Ubiquitin-like modifier-activating enzyme 1 | UBA1 | 7.44 | .0052055 |
Talin-1 | TLN1 | 7.41 | .0000026 |
Tropomyosin α-3 chain | TPM3 | 7.41 | .0022479 |
Nucleophosmin | NPM1 | 7.14 | .0005244 |
Thrombospondin-1 | THBS1 | 6.59 | .0008619 |
β-hexosaminidase subunit α | HEXA | 6.47 | .0001968 |
Cysteine–transfer RNA ligase, cytoplasmic | CARS | 6.47 | .0033002 |
C-type lectin domain family 11 member A | CLEC11A | 6.34 | .0002634 |
Cysteine and glycine-rich protein 1 | CSRP1 | 6.23 | .0157997 |
Galectin-3-binding protein | LGALS3BP | 6.20 | .0003411 |
Nucleobindin-1 | NUCB1 | 6.19 | .0000158 |
Proteasome subunit β type-4 | PSMB4 | 5.86 | .0014785 |
Follistatin-related protein 1 | FSTL1 | 5.86 | .0002589 |
Ras guanosine triphosphatase-activating-like protein IQGAP1 (IQ Motif Containing GTPase Activating Protein 1) | IQGAP1 | 5.68 | .0108885 |
Ribonuclease inhibitor | RNH1 | 5.63 | .0057533 |
Actin, α cardiac muscle 1 | ACTC1 | 5.55 | .0002417 |
Cathepsin B | CTSB | 5.53 | .0145813 |
Protein disulfide-isomerase A4 | PDIA4 | 5.51 | .0109743 |
Myosin light polypeptide 6 | MYL6 | 5.45 | .0013450 |
Serine/threonine-protein phosphatase 1 (PP1)-β catalytic subunit | PPP1CB | 5.36 | .0194514 |
Hsp90 co-chaperone Cdc37 | CDC37 | 5.34 | .0088745 |
Transforming growth factor-β–induced protein ig-h3 | TGFBI | 5.33 | .0004158 |
Purine nucleoside phosphorylase | PNP | 5.26 | .0437861 |
Collagen α-1(XII) chain | COL12A1 | 5.22 | .0030738 |
T-complex protein 1 subunit θ | CCT8 | 5.14 | .0419163 |
Peroxiredoxin-2 | PRDX2 | 5.03 | .0113992 |
Epidermal growth factor–containing fibulin-like extracellular matrix protein 1 | EFEMP1 | 5.00 | .0000249 |
Nucleosome assembly protein 1-like 4 | NAP1L4 | 4.88 | .0008493 |
Myosin-9 | MYH9 | 4.88 | .0021392 |
Tubulin β chain | TUBB | 4.85 | .0006886 |
Hsc70-interacting protein | ST13 | 4.81 | .0047255 |
Importin subunit α-3 | KPNA4 | 4.81 | .0059251 |
Sulfhydryl oxidase 1 | QSOX1 | 4.74 | .0163887 |
Tubulin β-4B chain | TUBB4B | 4.68 | .0000303 |
Nidogen-1 | NID1 | 4.58 | .0176328 |
Cathepsin D | CTSD | 4.57 | .0000334 |
Adenylyl cyclase-associated protein 1 | CAP1 | 4.51 | .0000022 |
Importin subunit β-1 | KPNB1 | 4.51 | .0011822 |
Laminin subunit β-1 | LAMB1 | 4.46 | .0016507 |
WD repeat-containing protein 1 | WDR1 | 4.45 | .0000318 |
Tubulin α-1B chain | TUBA1B | 4.43 | .0000209 |
Aspartate aminotransferase, mitochondrial | GOT2 | 4.42 | .0044962 |
Proteasome subunit α type-6 | PSMA6 | 4.39 | .0317503 |
Heat shock protein HSP 90-α | HSP90AA1 | 4.33 | .0000011 |
Coronin-1C | CORO1C | 4.26 | .0000013 |
Eukaryotic initiation factor 4A-I | EIF4A1 | 4.24 | .0059134 |
Transgelin-2 | TAGLN2 | 4.20 | .0022821 |
Heat shock cognate 71-kilodalton protein | HSPA8 | 4.20 | .0125521 |
Nucleoside diphosphate kinase B | NME2 | 4.15 | .0049568 |
Actin, cytoplasmic 2 | ACTG1 | 4.08 | .0000034 |
Neuropilin-2 | NRP2 | 4.06 | .0175685 |
Pentraxin-related protein PTX3 | PTX3 | 4.04 | .0007182 |
Nucleolin | NCL | 4.01 | .0276738 |
Filamin-A | FLNA | 4.01 | .0003733 |
Fibromodulin | FMOD | 3.98 | .0092232 |
Plasminogen activator inhibitor 1 | SERPINE1 | 3.97 | .0000854 |
Chloride intracellular channel protein 4 | CLIC4 | 3.92 | .0008258 |
Multiple inositol polyphosphate phosphatase 1 | MINPP1 | 3.91 | .0418345 |
Neuropilin-1 | NRP1 | 3.91 | .0167928 |
Heat shock protein HSP 90-β | HSP90AB1 | 3.91 | .0000448 |
14-3-3 protein Σ | SFN | 3.88 | .0010093 |
Heterogeneous nuclear ribonucleoprotein D0 | HNRNPD | 3.84 | .0028596 |
Reticulocalbin-1 | RCN1 | 3.83 | .0001862 |
Vimentin | VIM | 3.81 | .0081098 |
Putative elongation factor 1-α-like 3 | EEF1A1P5 | 3.80 | .0005683 |
Lumican | LUM | 3.80 | .0000514 |
Exostosin-2 | EXT2 | 3.79 | .0233352 |
Puromycin-sensitive aminopeptidase | NPEPPS | 3.79 | .0045265 |
Glutaminyl-peptide cyclotransferase | QPCT | 3.76 | .0074783 |
Pyruvate kinase PKM | PKM | 3.76 | .0006099 |
C-Jun-amino-terminal kinase-interacting protein 4 | SPAG9 | 3.74 | .0003581 |
Poly(rC)-binding protein 1 | PCBP1 | 3.71 | .0004751 |
Farnesyl pyrophosphate synthase | FDPS | 3.55 | .0033517 |
Tropomyosin α-4 chain | TPM4 | 3.53 | .0022587 |
Transitional endoplasmic reticulum adenosine triphosphatase | VCP | 3.52 | .0000575 |
Hyaluronan-binding protein 2 | HABP2 | 3.50 | .0021050 |
Serglycin | SRGN | 3.49 | .0041091 |
Metalloproteinase inhibitor 2 | TIMP2 | 3.46 | .0000760 |
Phosphoglucomutase-1 | PGM1 | 3.43 | .0083578 |
Filamin-C | FLNC | 3.42 | .0073859 |
Heat shock 70-kilodalton protein 6 | HSPA6 | 3.42 | .0002413 |
78-kilodalton glucose-regulated protein | HSPA5 | 3.36 | .0206891 |
Dihydropyrimidinase-related protein 2 | DPYSL2 | 3.36 | .0000008 |
Protein CYR61 | CYR61 | 3.33 | .0021073 |
Chloride intracellular channel protein 1 | CLIC1 | 3.32 | .0000008 |
α-actinin-1 | ACTN1 | 3.29 | .0025329 |
Histone H2A type 2-C; histone H2A type 2-A | HIST2H2AC | 3.29 | .0061036 |
Ubiquitin carboxyl-terminal hydrolase isozyme L1 | UCHL1 | 3.28 | .0423517 |
Proteasome subunit α type-1 | PSMA1 | 3.20 | .0008972 |
Ras-related protein Rap-1A | RAP1A | 3.19 | .0000007 |
Gremlin-1 | GREM1 | 3.18 | .0497429 |
γ-glutamyl hydrolase | GGH | 3.17 | .0003584 |
14-3-3 protein η | YWHAH | 3.17 | .0004627 |
Peroxiredoxin-1 | PRDX1 | 3.14 | .0000143 |
Protein SET | SET | 3.14 | .0011534 |
Protein CutA | CUTA | 3.09 | .0021038 |
Peptidyl-prolyl cis-trans isomerase A | PPIA | 3.09 | .0071350 |
Galectin-1 | LGALS1 | 3.08 | .0000155 |
Protein disulfide-isomerase | P4HB | 3.08 | .0009140 |
F-actin-capping protein subunit α-1 | CAPZA1 | 3.05 | .0000032 |
Histone H2B type 1-L | HIST1H2BL | 3.01 | .0104479 |
Thrombospondin-3 | THBS3 | 3.01 | .0061737 |
α-actinin-4 | ACTN4 | 2.99 | .0006276 |
Procollagen-lysine, 2-oxoglutarate 5-dioxygenase 1 | PLOD1 | 2.99 | .0000104 |
Acylamino-acid–releasing enzyme | APEH | 2.97 | .0382093 |
Lysyl oxidase homolog 2 | LOXL2 | 2.96 | .0002226 |
Thrombospondin-4 | THBS4 | 2.92 | .0017107 |
Procollagen-lysine, 2-oxoglutarate 5-dioxygenase 2 | PLOD2 | 2.90 | .0165680 |
Glyceraldehyde-3-phosphate dehydrogenase | GAPDH | 2.89 | .0000848 |
Calmodulin | CALM1 | 2.89 | .0223212 |
X-ray repair cross-complementing protein 5 | XRCC5 | 2.88 | .0123259 |
Phosphoglycerate kinase 1 | PGK1 | 2.81 | .0111379 |
14-3-3 protein γ | YWHAG | 2.77 | .0000012 |
Collagen α-1(VI) chain | COL6A1 | 2.72 | .0001905 |
Rho guanine nucleotide exchange factor 18 | ARHGEF18 | 2.66 | .0000016 |
Malate dehydrogenase, cytoplasmic | MDH1 | 2.66 | .0185247 |
Triosephosphate isomerase | TPI1 | 2.63 | .0036592 |
Fructose-bisphosphate aldolase A | ALDOA | 2.59 | .0288449 |
Vinculin | VCL | 2.54 | .0021035 |
α-enolase | ENO1 | 2.51 | .0004602 |
Apolipoprotein C-III | APOC3 | 2.46 | .0180784 |
Secernin-1 | SCRN1 | 2.45 | .0288882 |
Ubiquitin-60S ribosomal protein L40 | UBA52 | 2.39 | .0001326 |
14-3-3 protein β/α | YWHAB | 2.38 | .0002045 |
DnaJ homolog subfamily C member 13 | DNAJC13 | 2.38 | .0120707 |
14-3-3 protein epsilon | YWHAE | 2.37 | .0002483 |
Moesin | MSN | 2.35 | .0003671 |
Phosphoglycerate mutase 1 | PGAM1 | 2.24 | .0024083 |
Nicotinamide N-methyltransferase | NNMT | 2.22 | .0153174 |
Ferritin heavy chain | FTH1 | 2.20 | .0224213 |
Aldose 1-epimerase | GALM | 2.18 | .0006598 |
Nuclear receptor subfamily 1 group D member 2 | NR1D2 | 2.02 | .0248565 |
SOM230 Reduces Metastasis in PDA Mouse Models Through the GPCR sst1 Expressed on CAFs
- Moatassim-Billah S.
- Duluc C.
- Samain R.
- Jean C.
- Perraud A.
- Decaup E.
- Cassant-Sourdy S.
- Bakri Y.
- Selves J.
- Schmid H.
- Martineau Y.
- Mathonnet M.
- Pyronnet S.
- Bousquet C.
- Duluc C.
- Moatassim-Billah S.
- Chalabi-Dchar M.
- Perraud A.
- Samain R.
- Breibach F.
- Gayral M.
- Cordelier P.
- Delisle M.B.
- Bousquet-Dubouch M.P.
- Tomasini R.
- Schmid H.
- Mathonnet M.
- Pyronnet S.
- Martineau Y.
- Bousquet C.
- Neuzillet C.
- Tijeras-Raballand A.
- Ragulan C.
- Cros J.
- Patil Y.
- Martinet M.
- Erkan M.
- Kleeff J.
- Wilson J.
- Apte M.
- Tosolini M.
- Wilson A.S.
- Delvecchio F.R.
- Bousquet C.
- Paradis V.
- Hammel P.
- Sadanandam A.
- Kocher H.M.

SOM230 Inhibits Metastasis by Decreasing CAF-Secreted CSF-1
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.

Protein name | Log ratio SOM230/NT |
---|---|
CD14 | -0.836393 |
IFN-γ | -0.257125 |
TIM-1 | -0.2522933 |
IL5 | -0.2357543 |
Chemerin | -0.2076414 |
PDGF-BB | -0.2058304 |
IL10 | -0.2005681 |
Leptin | -0.1993592 |
Serpin F1 | -0.1981243 |
Flt-3 ligand | -0.1887131 |
CD160 | -0.1865666 |
CXCL9 | -0.1772411 |
TNF-α | -0.1492109 |
Myeloperoxidase | -0.1471288 |
Pentraxin 2 | -0.1347746 |
E-selectin | -0.1293948 |
IL12p40 | -0.121981 |
FGF acidic | -0.1169429 |
IL13 | -0.1077902 |
LDL R | -0.1072964 |
VCAM-1 | -0.1065818 |
IL11 | -0.09950715 |
PD-ECGF | -0.09708886 |
M-CSF | -0.09599823 |
RBP4 | -0.095954 |
LIF | -0.09346522 |
PCSK9 | -0.09068561 |
CCL11 | -0.08666945 |
IL1 α | -0.08475557 |
IGFBP-3 | -0.08151417 |
IL27p28 | -0.0749929 |
CXCL11 | -0.07498571 |
RAGE | -0.06808221 |
CXCL10 | -0.05732954 |
Pentraxin 3 | -0.05685075 |
Endoglin | -0.05549461 |
IL7 | -0.05403424 |
Pref-1/DLK-1 | -0.0525299 |
P-selectin | -0.05165642 |
IGFBP-5 | -0.04817382 |
IL15 | -0.04627419 |
Periostin | -0.04173948 |
Lipocalin-2 | -0.03777582 |
IL28 | -0.03427079 |
Osteopontin | -0.033357 |
IL33 | -0.02293778 |
IL4 | -0.02049208 |
IL6 | -0.01649792 |
SOM230, Acting Through the CAF-Expressed GPCR sst1, Normalizes the Inflammatory PDA Stroma

SOM230 Is Antimetastatic in a Murine Spontaneous Model of PDA

Drug | ID | Age at treatment start, d | Tumor volume on treatment day 1, mm3 | Tumor volume at death, mm3 | Survival, d | Liver metastasis | Liver metastatic area, % | Ascites |
---|---|---|---|---|---|---|---|---|
No | 30 | 203 | 150 | ∼1000 | 21 | Yes | 0.02 | Yes |
72 | 203 | 146 | ∼1000 | 35 | Yes | 0.24 | No | |
113 | 161 | 34 | ∼1000 | 42 | No | 0.00 | No | |
200 | 133 | 66 | ∼1000 | 35 | Yes | 0.11 | No | |
748 | 131 | 167 | ∼1000 | 30 | Yes | 4.72 | Yes | |
735 | 175 | 40 | ∼1000 | 21 | Yes | 6.94 | Yes | |
244 | 210 | 113 | ∼1000 | 20 | Yes | 36.40 | Yes | |
1002 | 114 | 115 | ∼1000 | 23 | Yes | 4.98 | Yes | |
SOM230 | 828 | 205 | 145 | ∼1000 | 21 | Yes | 0.06 | No |
862 | 210 | 101 | ∼1000 | 16 | No | 0.00 | No | |
1027 | 164 | 53 | ∼1000 | 56 | No | 0.00 | No | |
824 | 247 | 41 | ∼1000 | 52 | Yes | 2.92 | No | |
954 | 238 | 170 | ∼1000 | 22 | Yes | 5.79 | Yes | |
719 | 143 | 113 | ∼1000 | 21 | Yes | 10.74 | Yes | |
734 | 156 | 99 | ∼1000 | 21 | No | 0.00 | No | |
690 | 126 | 72 | ∼1000 | 24 | Yes | 7.35 | No | |
Gemcitabine | 310 | 162 | 200 | ∼1000 | 20 | Yes | 28.15 | No |
222 | 162 | 31 | ∼1000 | 37 | Yes | 0.04 | No | |
269 | 172 | 149 | 560 | 50 | Yes | 59.03 | No | |
462 | 205 | 195 | ∼1000 | 46 | Yes | 11.89 | Yes | |
488 | 273 | 108 | ∼1000 | 13 | Yes | 9.75 | Yes | |
947 | 204 | 144 | ∼1000 | 21 | No | 0 | Yes | |
901 | 233 | 50 | 700 | 60 | Yes | 1.44 | No | |
1096 | 148 | 53 | ∼1000 | 80 | Yes | 5.99 | No | |
Gemcitabine SOM230 | 104 | 210 | 158 | ∼1000 | 31 | No | 0.00 | No |
254 | 145 | 123 | ∼1000 | 39 | Yes | 0.05 | No | |
125 | 267 | 190 | ∼1000 | 32 | Yes | 0.46 | No | |
140 | 192 | 32 | 800 | 91 | No | 0.00 | No | |
194 | 212 | 80 | ∼1000 | 42 | Yes | 2.86 | Yes | |
953 | 194 | 90 | ∼1000 | 77 | No | 0.00 | No | |
600 | 197 | 111 | ∼1000 | 37 | Yes | 0.35 | Yes | |
872 | 150 | 78 | ∼1000 | 51 | No | 0.00 | Yes |
- Laklai H.
- Miroshnikova Y.A.
- Pickup M.W.
- Collisson E.A.
- Kim G.E.
- Barrett A.S.
- Hill R.C.
- Lakins J.N.
- Schlaepfer D.D.
- Mouw J.K.
- LeBleu V.S.
- Roy N.
- Novitskiy S.V.
- Johansen J.S.
- Poli V.
- Kalluri R.
- Iacobuzio-Donahue C.A.
- Wood L.D.
- Hebrok M.
- Hansen K.
- Moses H.L.
- Weaver V.M.

- Gilles M.E.
- Maione F.
- Cossutta M.
- Carpentier G.
- Caruana L.
- Di Maria S.
- Houppe C.
- Destouches D.
- Shchors K.
- Prochasson C.
- Mongelard F.
- Lamba S.
- Bardelli A.
- Bouvet P.
- Couvelard A.
- Courty J.
- Giraudo E.
- Cascone I.

Protein names | Log ratio Gem-SOM230/Gem |
---|---|
Osteoprotegerin | -0.4554106 |
WISP-1 | -0.3132871 |
CD14 | -0.2991138 |
Myeloperoxidase | -0.2927159 |
Serpin F1 | -0.2775624 |
Angiopoietin-2 | -0.2744032 |
CCL21 | -0.2670901 |
Endoglin | -0.2538754 |
Serpin E1 | -0.2071946 |
MMP-3 | -0.1980219 |
M-CSF | -0.1955245 |
CCL22 | -0.1905704 |
BAFF | -0.1831733 |
Adiponectin | -0.1755342 |
CCL17 | -0.1687388 |
Gas 6 | -0.1684436 |
IL23 | -0.1624154 |
TNF-α | -0.1563117 |
Proliferin | -0.1550597 |
LDL R | -0.1511058 |
IL17A | -0.1482403 |
C1q R1 | -0.1431448 |
Pref-1 | -0.1390524 |
E-selectin | -0.1310115 |
IGFBP-3 | -0.1281087 |
VEGF | -0.1134834 |
CD160 | -0.1099336 |
IL6 | -0.1047299 |
MMP-9 | -0.1046919 |
CXCL13 | -0.1005212 |
IL3 | -0.09737246 |
MMP-2 | -0.0957026 |
Periostin | -0.09313533 |
PCSK9 | -0.09101482 |
Osteopontin | -0.08783475 |
IGFBP-5 | -0.08713286 |
CXCL16 | -0.08686412 |
Complement component C5 | -0.08671959 |
CCL6 | -0.08508948 |
CD40 | -0.08502961 |
CXCL1 | -0.08414122 |
CX3CL1 | -0.08342186 |
Pentraxin 3 | -0.08190633 |
IGFBP-2 | -0.07113896 |
RBP4 | -0.06947069 |
IL15 | -0.0686098 |
Thrombopoietin | -0.06512675 |
TIM-1 | -0.06420811 |
GDF-15 | -0.06296449 |
VCAM-1 | -0.05980025 |
IL1β | -0.05504656 |
CXCL10 | -0.05379479 |
ICAM-1 | -0.0524515 |
Complement factor D | -0.05201 |
Fetuin A | -0.05186915 |
FGF-21 | -0.05006535 |
Chitinase 3-like 1 | -0.0484128 |
IL1α | -0.04661465 |
EGF | -0.04635749 |
IGFBP-6 | -0.04144023 |
Angiopoietin-like 3 | -0.04035782 |
PD-ECGF | -0.03923278 |
P-selectin | -0.03810753 |
Flt-3 ligand | -0.03448458 |
IL7 | -0.03444469 |
Chemerin | -0.02659499 |
CCL12 | -0.02634445 |
CXCL9 | -0.02562579 |
Endostatin | -0.02464836 |
HGF | -0.01868339 |
IFN-γ | -0.0183519 |
IL1ra | -0.0171957 |
DPPIV | -0.01625448 |
Lipocalin-2 | -0.01578041 |
IGFBP-1 | -0.01393292 |
CXCL11 | -0.01046351 |
CCL11 | -0.004502624 |
CSF-1 Is a Stromal Marker of Patient PDA Aggressiveness and Metastasis
- Nicolle R.
- Blum Y.
- Marisa L.
- Loncle C.
- Gayet O.
- Moutardier V.
- Turrini O.
- Giovannini M.
- Bian B.
- Bigonnet M.
- Rubis M.
- Elarouci N.
- Armenoult L.
- Ayadi M.
- Duconseil P.
- Gasmi M.
- Ouaissi M.
- Maignan A.
- Lomberk G.
- Boher J.M.
- Ewald J.
- Bories E.
- Garnier J.
- Goncalves A.
- Poizat F.
- Raoul J.L.
- Secq V.
- Garcia S.
- Grandval P.
- Barraud-Blanc M.
- Norguet E.
- Gilabert M.
- Delpero J.R.
- Roques J.
- Calvo E.
- Guillaumond F.
- Vasseur S.
- Urrutia R.
- de Reynies A.
- Dusetti N.
- Iovanna J.
- Nicolle R.
- Blum Y.
- Marisa L.
- Loncle C.
- Gayet O.
- Moutardier V.
- Turrini O.
- Giovannini M.
- Bian B.
- Bigonnet M.
- Rubis M.
- Elarouci N.
- Armenoult L.
- Ayadi M.
- Duconseil P.
- Gasmi M.
- Ouaissi M.
- Maignan A.
- Lomberk G.
- Boher J.M.
- Ewald J.
- Bories E.
- Garnier J.
- Goncalves A.
- Poizat F.
- Raoul J.L.
- Secq V.
- Garcia S.
- Grandval P.
- Barraud-Blanc M.
- Norguet E.
- Gilabert M.
- Delpero J.R.
- Roques J.
- Calvo E.
- Guillaumond F.
- Vasseur S.
- Urrutia R.
- de Reynies A.
- Dusetti N.
- Iovanna J.
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Nicolle R.
- Blum Y.
- Marisa L.
- Loncle C.
- Gayet O.
- Moutardier V.
- Turrini O.
- Giovannini M.
- Bian B.
- Bigonnet M.
- Rubis M.
- Elarouci N.
- Armenoult L.
- Ayadi M.
- Duconseil P.
- Gasmi M.
- Ouaissi M.
- Maignan A.
- Lomberk G.
- Boher J.M.
- Ewald J.
- Bories E.
- Garnier J.
- Goncalves A.
- Poizat F.
- Raoul J.L.
- Secq V.
- Garcia S.
- Grandval P.
- Barraud-Blanc M.
- Norguet E.
- Gilabert M.
- Delpero J.R.
- Roques J.
- Calvo E.
- Guillaumond F.
- Vasseur S.
- Urrutia R.
- de Reynies A.
- Dusetti N.
- Iovanna J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.

- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Nicolle R.
- Blum Y.
- Marisa L.
- Loncle C.
- Gayet O.
- Moutardier V.
- Turrini O.
- Giovannini M.
- Bian B.
- Bigonnet M.
- Rubis M.
- Elarouci N.
- Armenoult L.
- Ayadi M.
- Duconseil P.
- Gasmi M.
- Ouaissi M.
- Maignan A.
- Lomberk G.
- Boher J.M.
- Ewald J.
- Bories E.
- Garnier J.
- Goncalves A.
- Poizat F.
- Raoul J.L.
- Secq V.
- Garcia S.
- Grandval P.
- Barraud-Blanc M.
- Norguet E.
- Gilabert M.
- Delpero J.R.
- Roques J.
- Calvo E.
- Guillaumond F.
- Vasseur S.
- Urrutia R.
- de Reynies A.
- Dusetti N.
- Iovanna J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
Stroma | Tumoral | ||||||
---|---|---|---|---|---|---|---|
CSF-1 high | CSF-1 low | P | CSF-1 high | CSF-1 low | P | ||
Age, mean, y (minimum–maximum) | 68.4 (48–86) | 69.6 (50–85) | .614 | Age, mean, y (minimum–maximum) | 67.4 (48–86) | 70.6 (48–86) | .047 |
AJCC stage | .0358 | AJCC stage | .2664 | ||||
2A | 5 | 12 | 2A | 10 | 7 | ||
2B | 28 | 17 | 2B | 20 | 25 | ||
3 | 0 | 2 | 3 | 1 | 0 | ||
4 | 0 | 1 | 4 | 0 | 2 | ||
Surgical margins | .8281 | Surgical margins | .2812 | ||||
Negative | 25 | 24 | Negative | 21 | 28 | ||
Positive | 8 | 8 | Positive | 10 | 6 | ||
Race | .7332 | Race | .4392 | ||||
Asian | 0 | 1 | Asian | 1 | 0 | ||
Black | 2 | 1 | Black | 2 | 1 | ||
Hispanic Latino | 1 | 1 | Hispanic Latino | 0 | 2 | ||
Other | 1 | 1 | Other | 2 | 0 | ||
White | 25 | 27 | White | 23 | 29 | ||
White Latino | 1 | 1 | White Latino | 1 | 1 | ||
White non-Hispanic | 1 | 0 | White non-Hispanic | 1 | 0 | ||
Unknown | 2 | 0 | Unknown | 2 | 0 | ||
Sex | .1701 | Sex | .7221 | ||||
Female | 19 | 12 | Female | 16 | 15 | ||
Male | 14 | 20 | Male | 15 | 19 | ||
Location | .2935 | Location | .2249 | ||||
Body | 0 | 3 | Body | 0 | 3 | ||
Body tail | 1 | 0 | Body tail | 0 | 1 | ||
Diffuse | 0 | 1 | Diffuse | 0 | 1 | ||
Head | 27 | 24 | Head | 26 | 25 | ||
Head body | 1 | 0 | Head body | 0 | 1 | ||
Neck | 0 | 1 | Neck | 0 | 1 | ||
Tail | Tail | 5 | 2 | ||||
Tumor grade | .5944 | Tumor grade | .0819 | ||||
Moderate | 18 | 12 | Moderate | 12 | 18 | ||
Moderate to poor | 8 | 8 | Moderate to poor | 10 | 6 | ||
Poor | 4 | 6 | Poor | 4 | 6 | ||
Well | 2 | 3 | Well | 1 | 4 | ||
Well to moderate | 1 | 3 | Well to moderate | 4 | 0 | ||
Histology | .9876 | Histology | .9629 | ||||
Ductal Adenocarcinoma | 33 | 31 | Ductal adenocarcinoma | 30 | 34 | ||
IPMN carcinoma | 0 | 1 | IPMN carcinoma | 1 | 0 | ||
Solid pattern | .6973 | Solid pattern | .0428 | ||||
Yes | 30 | 29 | Yes | 31 | 28 | ||
No | 3 | 3 | No | 0 | 6 | ||
Mucinous features | .9782 | Mucinous features | .2057 | ||||
Yes | 32 | 30 | Yes | 28 | 34 | ||
No | 1 | 2 | No | 3 | 0 | ||
Clear cell features | .6487 | Clear cell features | .4867 | ||||
Yes | 56 | 6 | Yes | 28 | 31 | ||
No | 3 | 0 | No | 3 | 3 | ||
Micropapillary growth | .9507 | Micropapillary growth | .9144 | ||||
Yes | 54 | 6 | Yes | 28 | 32 | ||
No | 5 | 0 | No | 3 | 2 | ||
Features of possible concomitant IPMN | .8399 | Features of possible concomitant IPMN | .3521 | ||||
Yes | 52 | 6 | Yes | 26 | 32 | ||
No | 7 | 0 | No | 5 | 2 | ||
Stroma subtype | .0769 | Tumoral subtype | .6025 | ||||
ECM-rich | 12 | 16 | Basal-like | 9 | 13 | ||
Immune-rich | 17 | 8 | Classic | 22 | 21 | ||
NA | 4 | 8 |
Discussion
- Moffitt R.A.
- Marayati R.
- Flate E.L.
- Volmar K.E.
- Loeza S.G.
- Hoadley K.A.
- Rashid N.U.
- Williams L.A.
- Eaton S.C.
- Chung A.H.
- Smyla J.K.
- Anderson J.M.
- Kim H.J.
- Bentrem D.J.
- Talamonti M.S.
- Iacobuzio-Donahue C.A.
- Hollingsworth M.A.
- Yeh J.J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
- Catenacci D.V.
- Junttila M.R.
- Karrison T.
- Bahary N.
- Horiba M.N.
- Nattam S.R.
- Marsh R.
- Wallace J.
- Kozloff M.
- Rajdev L.
- Cohen D.
- Wade J.
- Sleckman B.
- Lenz H.J.
- Stiff P.
- Kumar P.
- Xu P.
- Henderson L.
- Takebe N.
- Salgia R.
- Wang X.
- Stadler W.M.
- de Sauvage F.J.
- Kindler H.L.
- Principe D.R.
- Narbutis M.
- Kumar S.
- Park A.
- Viswakarma N.
- Dorman M.J.
- Kamath S.D.
- Grippo P.J.
- Fishel M.L.
- Hwang R.F.
- Thummuri D.
- Underwood P.W.
- Munshi H.G.
- Trevino J.G.
- Rana A.
- Miller B.W.
- Morton J.P.
- Pinese M.
- Saturno G.
- Jamieson N.B.
- McGhee E.
- Timpson P.
- Leach J.
- McGarry L.
- Shanks E.
- Bailey P.
- Chang D.
- Oien K.
- Karim S.
- Au A.
- Steele C.
- Carter C.R.
- McKay C.
- Anderson K.
- Evans T.R.
- Marais R.
- Springer C.
- Biankin A.
- Erler J.T.
- Sansom O.J.
- Takeuchi S.
- Baghdadi M.
- Tsuchikawa T.
- Wada H.
- Nakamura T.
- Abe H.
- Nakanishi S.
- Usui Y.
- Higuchi K.
- Takahashi M.
- Inoko K.
- Sato S.
- Takano H.
- Shichinohe T.
- Seino K.
- Hirano S.
- Mitchem J.B.
- Brennan D.J.
- Knolhoff B.L.
- Belt B.A.
- Zhu Y.
- Sanford D.E.
- Belaygorod L.
- Carpenter D.
- Collins L.
- Piwnica-Worms D.
- Hewitt S.
- Udupi G.M.
- Gallagher W.M.
- Wegner C.
- West B.L.
- Wang-Gillam A.
- Goedegebuure P.
- Linehan D.C.
- DeNardo D.G.
- Zhu Y.
- Knolhoff B.L.
- Meyer M.A.
- Nywening T.M.
- West B.L.
- Luo J.
- Wang-Gillam A.
- Goedegebuure S.P.
- Linehan D.C.
- DeNardo D.G.
- Candido J.B.
- Morton J.P.
- Bailey P.
- Campbell A.D.
- Karim S.A.
- Jamieson T.
- Lapienyte L.
- Gopinathan A.
- Clark W.
- McGhee E.J.
- Wang J.
- Escorcio-Correia M.
- Zollinger R.
- Roshani R.
- Drew L.
- Rishi L.
- Arkell R.
- Evans T.R.J.
- Nixon C.
- Jodrell D.I.
- Wilkinson R.W.
- Biankin A.V.
- Barry S.T.
- Balkwill F.R.
- Sansom O.J.
- Steins A.
- van Mackelenbergh M.G.
- van der Zalm A.P.
- Klaassen R.
- Serrels B.
- Goris S.G.
- Kocher H.M.
- Waasdorp C.
- de Jong J.H.
- Tekin C.
- Besselink M.G.
- Busch O.R.
- van de Vijver M.J.
- Verheij J.
- Dijk F.
- van Tienhoven G.
- Wilmink J.W.
- Medema J.P.
- van Laarhoven H.W.
- Bijlsma M.F.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
Methods
Cell Lines and Primary CAF Cultures
- Duluc C.
- Moatassim-Billah S.
- Chalabi-Dchar M.
- Perraud A.
- Samain R.
- Breibach F.
- Gayral M.
- Cordelier P.
- Delisle M.B.
- Bousquet-Dubouch M.P.
- Tomasini R.
- Schmid H.
- Mathonnet M.
- Pyronnet S.
- Martineau Y.
- Bousquet C.
Secretome Liquid Chromatography MS/MS Analysis
Animal Models
Transgenic mice
KPC model
Orthotopic graft models
Colorations and Immunostaining of Mouse Tissues
Blood Vessel Density and Pericyte Coverage
- Gilles M.E.
- Maione F.
- Cossutta M.
- Carpentier G.
- Caruana L.
- Di Maria S.
- Houppe C.
- Destouches D.
- Shchors K.
- Prochasson C.
- Mongelard F.
- Lamba S.
- Bardelli A.
- Bouvet P.
- Couvelard A.
- Courty J.
- Giraudo E.
- Cascone I.
Flow-Cytometric Analysis
- Zaghdoudi S.
- Decaup E.
- Belhabib I.
- Samain R.
- Cassant-Sourdy S.
- Rochotte J.
- Brunel A.
- Schlaepfer D.
- Cros J.
- Neuzillet C.
- Strehaiano M.
- Alard A.
- Tomasini R.
- Rajeeve V.
- Perraud A.
- Mathonnet M.
- Pearce O.M.
- Martineau Y.
- Pyronnet S.
- Bousquet C.
- Jean C.
Western Blot
ELISA and Cytokine Arrays
Quantitative Real-Time PCR
Patient Pancreatic Cancer Tissues for Immunohistochemistry and RNAseq Analyses
- Neuzillet C.
- Tijeras-Raballand A.
- Ragulan C.
- Cros J.
- Patil Y.
- Martinet M.
- Erkan M.
- Kleeff J.
- Wilson J.
- Apte M.
- Tosolini M.
- Wilson A.S.
- Delvecchio F.R.
- Bousquet C.
- Paradis V.
- Hammel P.
- Sadanandam A.
- Kocher H.M.
- Zaghdoudi S.
- Decaup E.
- Belhabib I.
- Samain R.
- Cassant-Sourdy S.
- Rochotte J.
- Brunel A.
- Schlaepfer D.
- Cros J.
- Neuzillet C.
- Strehaiano M.
- Alard A.
- Tomasini R.
- Rajeeve V.
- Perraud A.
- Mathonnet M.
- Pearce O.M.
- Martineau Y.
- Pyronnet S.
- Bousquet C.
- Jean C.
Bioinformatics
- Nicolle R.
- Blum Y.
- Marisa L.
- Loncle C.
- Gayet O.
- Moutardier V.
- Turrini O.
- Giovannini M.
- Bian B.
- Bigonnet M.
- Rubis M.
- Elarouci N.
- Armenoult L.
- Ayadi M.
- Duconseil P.
- Gasmi M.
- Ouaissi M.
- Maignan A.
- Lomberk G.
- Boher J.M.
- Ewald J.
- Bories E.
- Garnier J.
- Goncalves A.
- Poizat F.
- Raoul J.L.
- Secq V.
- Garcia S.
- Grandval P.
- Barraud-Blanc M.
- Norguet E.
- Gilabert M.
- Delpero J.R.
- Roques J.
- Calvo E.
- Guillaumond F.
- Vasseur S.
- Urrutia R.
- de Reynies A.
- Dusetti N.
- Iovanna J.
- Puleo F.
- Nicolle R.
- Blum Y.
- Cros J.
- Marisa L.
- Demetter P.
- Quertinmont E.
- Svrcek M.
- Elarouci N.
- Iovanna J.
- Franchimont D.
- Verset L.
- Galdon M.G.
- Deviere J.
- de Reynies A.
- Laurent-Puig P.
- Van Laethem J.L.
- Bachet J.B.
- Marechal R.
Statistics
Acknowledgments
- Nicolle R.
- Blum Y.
- Marisa L.
- Loncle C.
- Gayet O.
- Moutardier V.
- Turrini O.
- Giovannini M.
- Bian B.
- Bigonnet M.
- Rubis M.
- Elarouci N.
- Armenoult L.
- Ayadi M.
- Duconseil P.
- Gasmi M.
- Ouaissi M.
- Maignan A.
- Lomberk G.
- Boher J.M.
- Ewald J.
- Bories E.
- Garnier J.
- Goncalves A.
- Poizat F.
- Raoul J.L.
- Secq V.
- Garcia S.
- Grandval P.
- Barraud-Blanc M.
- Norguet E.
- Gilabert M.
- Delpero J.R.
- Roques J.
- Calvo E.
- Guillaumond F.
- Vasseur S.
- Urrutia R.
- de Reynies A.
- Dusetti N.
- Iovanna J.
CRediT Authorship Contributions
References
- Pancreatic cancer.Nat Rev Dis Primers. 2016; 2: 16022
- Subtypes of pancreatic ductal adenocarcinoma and their differing responses to therapy.Nat Med. 2011; 17: 500-503
- Genomic analyses identify molecular subtypes of pancreatic cancer.Nature. 2016; 531: 47-52
- Virtual microdissection identifies distinct tumor- and stroma-specific subtypes of pancreatic ductal adenocarcinoma.Nat Genet. 2015; 47: 1168-1178
- Pancreatic adenocarcinoma therapeutic targets revealed by tumor-stroma cross-talk analyses in patient-derived xenografts.Cell Rep. 2017; 21: 2458-2470
- Stratification of pancreatic ductal adenocarcinomas based on tumor and microenvironment features.Gastroenterology. 2018; 155: 1999-2013.e3
- Reshaping the tumor stroma for treatment of pancreatic cancer.Gastroenterology. 2018; 154: 820-838
- The biology and function of fibroblasts in cancer.Nat Rev Cancer. 2016; 16: 582-598
- Stratification of pancreatic ductal adenocarcinoma: combinatorial genetic, stromal, and immunologic markers.Clin Cancer Res. 2017; 23: 4429-4440
- Immune cell promotion of metastasis.Nat Rev Immunol. 2015; 15: 73-86
- CSF1R(+) macrophages sustain pancreatic tumor growth through T cell suppression and maintenance of key gene programs that define the squamous subtype.Cell Rep. 2018; 23: 1448-1460
- Cancer-associated fibroblasts promote M2 polarization of macrophages in pancreatic ductal adenocarcinoma.Cancer Med. 2017; 6: 463-470
- Fibroblast heterogeneity in the pancreatic tumor microenvironment.Cancer Discov. 2020; 10: 648-656
- Stromal biology and therapy in pancreatic cancer: ready for clinical translation?.Gut. 2019; 68: 159-171
- Pharmacological targeting of the protein synthesis mTOR/4E-BP1 pathway in cancer-associated fibroblasts abrogates pancreatic tumour chemoresistance.EMBO Mol Med. 2015; 7: 735-753
- Anti-metastatic potential of somatostatin analog SOM230: indirect pharmacological targeting of pancreatic cancer-associated fibroblasts.Oncotarget. 2016; 7: 41584-41598
- GPR68, a proton-sensing GPCR, mediates interaction of cancer-associated fibroblasts and cancer cells.FASEB J. 2018; 32: 1170-1183
- Trp53R172H and KrasG12D cooperate to promote chromosomal instability and widely metastatic pancreatic ductal adenocarcinoma in mice.Cancer Cell. 2005; 7: 469-483
- Long-term gemcitabine treatment reshapes the pancreatic tumor microenvironment and sensitizes murine carcinoma to combination immunotherapy.Cancer Res. 2020; 80: 3101-3115
- Characterisation of [125I]-Tyr0DTrp8-somatostatin binding in sst1- to sst4- and SRIF-gene-invalidated mouse brain.Naunyn Schmiedebergs Arch Pharmacol. 2003; 367: 562-571
- SUnSET, a nonradioactive method to monitor protein synthesis.Nat Methods. 2009; 6: 275-277
- Inter- and intra-tumoural heterogeneity in cancer-associated fibroblasts of human pancreatic ductal adenocarcinoma.J Pathol. 2019; 248: 51-65
- Both cell-surface and secreted CSF-1 expressed by tumor cells metastatic to bone can contribute to osteoclast activation.Exp Cell Res. 2009; 315: 2442-2452
- Macrophages as regulators of tumour immunity and immunotherapy.Nat Rev Immunol. 2019; 19: 369-382
- Genotype tunes pancreatic ductal adenocarcinoma tissue tension to induce matricellular fibrosis and tumor progression.Nat Med. 2016; 22: 497-505
- Targeting vascular pericytes in hypoxic tumors increases lung metastasis via angiopoietin-2.Cell Rep. 2015; 10: 1066-1081
- Experimental microdissection enables functional harmonisation of pancreatic cancer subtypes.Gut. 2019; 68: 1034-1043
- The activated stroma index is a novel and independent prognostic marker in pancreatic ductal adenocarcinoma.Clin Gastroenterol Hepatol. 2008; 6: 1155-1161
- Randomized phase Ib/II study of gemcitabine plus placebo or vismodegib, a hedgehog pathway inhibitor, in patients with metastatic pancreatic cancer.J Clin Oncol. 2015; 33: 4284-4292
- Why HALO 301 failed and implications for treatment of pancreatic cancer.Pancreas (Fairfax). 2019; 3: e1-e4
- Phase I study of combination of pasireotide LAR + gemcitabine in locally advanced or metastatic pancreatic cancer.Cancer Chemother Pharmacol. 2015; 76: 481-487
- Targeting the LOX/hypoxia axis reverses many of the features that make pancreatic cancer deadly: inhibition of LOX abrogates metastasis and enhances drug efficacy.EMBO Mol Med. 2015; 7: 1063-1076
- Chemotherapy-derived inflammatory responses accelerate the formation of immunosuppressive myeloid cells in the tissue microenvironment of human pancreatic cancer.Cancer Res. 2015; 75: 2629-2640
- Chemotherapy-induced metastasis: molecular mechanisms, clinical manifestations, therapeutic interventions.Cancer Res. 2019; 79: 4567-4576
- Hepatocyte growth factor inhibition: a novel therapeutic approach in pancreatic cancer.Br J Cancer. 2016; 114: 269-280
- Beyond the M-CSF receptor - novel therapeutic targets in tumor-associated macrophages.FEBS J. 2018; 285: 777-787
- Hematopoietic cytokines in the sera of patients with pancreatic cancer.Clin Chem Lab Med. 2005; 43: 146-150
- Pancreatic cancer cell/fibroblast co-culture induces M2 like macrophages that influence therapeutic response in a 3D model.PLoS One. 2017; 12e0182039
- Targeting tumor-infiltrating macrophages decreases tumor-initiating cells, relieves immunosuppression, and improves chemotherapeutic responses.Cancer Res. 2013; 73: 1128-1141
- CSF1/CSF1R blockade reprograms tumor-infiltrating macrophages and improves response to T-cell checkpoint immunotherapy in pancreatic cancer models.Cancer Res. 2014; 74: 5057-5069
- High-grade mesenchymal pancreatic ductal adenocarcinoma drives stromal deactivation through CSF-1.EMBO Rep. 2020; 21e48780
- Single-cell RNA sequencing reveals a dynamic stromal niche that supports tumor growth.Cell Rep. 2020; 31: 107628
- Isolation of quiescent human pancreatic stellate cells: a promising in vitro tool for studies of human pancreatic stellate cell biology.Pancreatology. 2010; 10: 434-443
- Transforming potential of the c-fms proto-oncogene (CSF-1 receptor).Nature. 1987; 325: 549-552
- Activated Kras and Ink4a/Arf deficiency cooperate to produce metastatic pancreatic ductal adenocarcinoma.Genes Dev. 2003; 17: 3112-3126
- Nucleolin targeting impairs the progression of pancreatic cancer and promotes the normalization of tumor vasculature.Cancer Res. 2016; 76: 7181-7193
- FAK activity in cancer-associated fibroblasts is a prognostic marker and a druggable key metastatic player in pancreatic cancer.EMBO Mol Med. 2020; 12e12010
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Conflicts of interest The authors disclose no conflicts.
Funding This work was supported by the Ligue Nationale Contre le Cancer, the Labex Toucan, the French Institut National du Cancer INCa (PLBIO15-115, PAIR18-080, PAIR18-082), Association pour la Recherche sur le Cancer ARC (20191209786), and the Plan Cancer 3R. Also supported by a fellowship from the Fondation pour la Recherche Médicale (FRM 40493) (R.S. and T.D.), and a fellowship from the Ligue Nationale Contre le Cancer (C.J. and A.B.).
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