# Monocytes from inflammatory arthritis patients accumulate methotrexate and their transcriptome predicts methotrexate clinical response

**Authors:** Israel Ríos, María Teresa Schiaffino, Baltasar López-Navarro, Ana Triguero-Martínez, Marry Lin, Mónica Torres-Torresano, Eduard A. Struys, Susana Álvarez, Manuel Román, Francisco Abad-Santos, Santos Castañeda, Noelia Garcia-Castañeda, Robert de Jonge, Gerrit Jansen, Isabel Castrejón, Isidoro González-Álvaro, Amaya Puig-Kröger

PMC · DOI: 10.1007/s00018-026-06162-9 · 2026-03-17

## TL;DR

This study shows that methotrexate accumulates in monocytes from arthritis patients and that gene patterns in these cells can predict treatment response.

## Contribution

The study identifies monocyte transcriptome changes and gene markers that predict methotrexate effectiveness in arthritis patients.

## Key findings

- Methotrexate suppresses inflammation in whole blood 5 days after treatment.
- Methotrexate polyglutamates accumulate in monocytes and alter their gene expression.
- Non-classical monocyte genes predict better methotrexate clinical response.

## Abstract

Monocytes and monocyte-derived macrophages play a key pathogenic role in inflammatory arthritis. Methotrexate (MTX) is the first-line disease-modifying antirheumatic drug (DMARD) for arthritis, yet the mechanisms and kinetics of its effects on monocyte/macrophages remain poorly understood. We have now investigated the temporal dynamics of the MTX's anti-inflammatory action by initially performing a phase I clinical trial (METOMAC) on healthy individuals following a single MTX dose, which revealed that MTX plasma levels peak at 1 h after MTX treatment, with maximal suppression of LPS-induced IL-1β and IL-6 in whole blood 5 days after MTX exposure. Building on these findings, we performed an observational clinical study (METOMAC-PAC) on 29 DMARD-naïve early arthritis patients receiving a weekly dose of MTX over a 3 month period. The METOMAC-PAC study revealed that MTX polyglutamates (MTX-PG) accumulates in peripheral blood monocytes, where MTX-PG is detected as early as 5 days post-treatment, and modulates the monocyte gene profile after 4 MTX doses, with specific enrichment of the aryl-hydrocarbon receptor (AhR)-molecular signature and genes coding for anti-inflammatory factors. Importantly, stratification of METOMAC-PAC patients according to their clinical response revealed that Good Responders exhibit increased expression of “non-classical monocyte”-specific genes (MAF, FCGR3B, ICAM4) both before and after MTX treatment, while Partial Responders patients showed a higher baseline expression of genes preferentially expressed by “classical monocytes”. Our results elucidate the kinetics of the anti-inflammatory action of MTX, demonstrate that MTX modulates the monocyte transcriptional signature in vivo, and identify “non-classical monocyte”-associated genes as predictors for an effective MTX clinical response.

The online version contains supplementary material available at 10.1007/s00018-026-06162-9.

## Linked entities

- **Genes:** MAF (MAF bZIP transcription factor) [NCBI Gene 4094], FCGR3B (Fc gamma receptor IIIb) [NCBI Gene 2215], ICAM4 (intercellular adhesion molecule 4 (Landsteiner-Wiener blood group)) [NCBI Gene 3386]
- **Proteins:** IL1B (interleukin 1 beta), IL6 (interleukin 6), AHR (aryl hydrocarbon receptor)
- **Chemicals:** methotrexate (PubChem CID 4112)

## Full-text entities

- **Genes:** SLC46A1 (solute carrier family 46 member 1) [NCBI Gene 113235] {aka G21, HCP1, HsPCFT, PCFT, hPCFT}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, TNFAIP6 (TNF alpha induced protein 6) [NCBI Gene 7130] {aka TSG-6, TSG6}, RHOC (ras homolog family member C) [NCBI Gene 389] {aka ARH9, ARHC, H9, RHOH9}, HSPB1 (heat shock protein family B (small) member 1) [NCBI Gene 3315] {aka CMT2F, HEL-S-102, HMN2B, HMND3, HS.76067, HSP27}, SLC19A1 (solute carrier family 19 member 1) [NCBI Gene 6573] {aka CHMD, FOLT, IFC-1, IFC1, IMD114, MEGAF}, SH2D1B (SH2 domain containing 1B) [NCBI Gene 117157] {aka EAT2}, F13A1 (coagulation factor XIII A chain) [NCBI Gene 2162] {aka F13A}, APOBEC3A (apolipoprotein B mRNA editing enzyme catalytic subunit 3A) [NCBI Gene 200315] {aka A3A, ARP3, PHRBN, bK150C2.1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, CD14 (CD14 molecule) [NCBI Gene 929], PRR5L (proline rich 5 like) [NCBI Gene 79899] {aka PROTOR2}, CCL7 (C-C motif chemokine ligand 7) [NCBI Gene 6354] {aka FIC, MARC, MCP-3, MCP3, NC28, SCYA6}, PGR (progesterone receptor) [NCBI Gene 5241] {aka NR3C3, PR}, CCR2 (C-C motif chemokine receptor 2) [NCBI Gene 729230] {aka CC-CKR-2, CCR-2, CCR2A, CCR2B, CD192, CKR2}, AHR (aryl hydrocarbon receptor) [NCBI Gene 196] {aka FVH3, RP85, bHLHe76}, LIF (LIF interleukin 6 family cytokine) [NCBI Gene 3976] {aka CDF, DIA, HILDA, MLPLI}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, CYP4F22 (cytochrome P450 family 4 subfamily F member 22) [NCBI Gene 126410] {aka ARCI5, INLNE, LI3}, ADORA1 (adenosine A1 receptor) [NCBI Gene 134] {aka RDC7}, RRAS (RAS related) [NCBI Gene 6237] {aka R-Ras, RRAS1}, LST1 (leukocyte specific transcript 1) [NCBI Gene 7940] {aka B144, D6S49E, LST-1}, FOLR2 (folate receptor beta) [NCBI Gene 2350] {aka BETA-HFR, FBP, FBP/PL-1, FR-BETA, FR-P3, FRbeta}, EVL (Enah/Vasp-like) [NCBI Gene 51466] {aka RNB6}, FPGS (folylpolyglutamate synthase) [NCBI Gene 2356], ICAM4 (intercellular adhesion molecule 4 (Landsteiner-Wiener blood group)) [NCBI Gene 3386] {aka CD242, LW}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, CSF1 (colony stimulating factor 1) [NCBI Gene 1435] {aka CSF-1, MCSF, PG-M-CSF}, CD226 (CD226 molecule) [NCBI Gene 10666] {aka DNAM-1, DNAM1, PTA1, TLiSA1}, TNFAIP3 (TNF alpha induced protein 3) [NCBI Gene 7128] {aka A20, AIFBL1, AISBL, OTUD7C, TNFA1P2}, GDF15 (growth differentiation factor 15) [NCBI Gene 9518] {aka GDF-15, HG, MIC-1, MIC1, NAG-1, PDF}, CD79B (CD79b molecule) [NCBI Gene 974] {aka AGM6, B29, IGB, Igbeta}, LTB (lymphotoxin beta) [NCBI Gene 4050] {aka TNFC, TNFSF3, TNLG1C, p33}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, CSF2 (colony stimulating factor 2) [NCBI Gene 1437] {aka CSF, GMCSF}, ICAM2 (intercellular adhesion molecule 2) [NCBI Gene 3384] {aka CD102}, CYP1A1 (cytochrome P450 family 1 subfamily A member 1) [NCBI Gene 1543] {aka AHH, CP11, CYP1, CYPIA1, P1-450, P450-C}, ITLN1 (intelectin 1) [NCBI Gene 55600] {aka HL-1, HL1, INTL, ITLN, LFR, hIntL}, FCGR3A (Fc gamma receptor IIIa) [NCBI Gene 2214] {aka CD16-II, CD16A, FCG3, FCGR3, FCRIIIA, FcGRIIIA}, FCGR3B (Fc gamma receptor IIIb) [NCBI Gene 2215] {aka CD16, CD16-I, CD16b, FCG3, FCGR3, FCRIIIb}, ABCB6 (ATP binding cassette subfamily B member 6 (LAN blood group)) [NCBI Gene 10058] {aka ABC, LAN, MTABC3, PRP, umat}, MAF (MAF bZIP transcription factor) [NCBI Gene 4094] {aka AYGRP, CCA4, CTRCT21, c-MAF}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, CYFIP2 (cytoplasmic FMR1 interacting protein 2) [NCBI Gene 26999] {aka DEE65, EIEE65, PIR121}, ABCG2 (ATP binding cassette subfamily G member 2 (JR blood group)) [NCBI Gene 9429] {aka ABC15, ABCP, BCRP, BMDP, CD338, CDw338}, CCL2 (C-C motif chemokine ligand 2) [NCBI Gene 6347] {aka GDCF-2, HC11, HSMCR30, MCAF, MCP-1, MCP1}, TMC6 (transmembrane channel like 6) [NCBI Gene 11322] {aka EV1, EVER1, EVIN1, LAK-4P, TNRC6C-AS1, lnc}
- **Diseases:** leukemic (MESH:D007938), -PAC (MESH:C537560), RA (MESH:D001172), Inflammatory (MESH:D007249), immune-mediated inflammatory diseases (MESH:C567355), COVID (MESH:D000086382), PsA (MESH:D015535), lymphoma (MESH:D008223), Arthritis (MESH:D001168)
- **Chemicals:** PBS (MESH:D007854), MTX (MESH:D008727), glutamate (MESH:D018698), folate (MESH:D005492), PGs (MESH:D010715), 15N-MTX-PG2 (-), PMX (MESH:D000068437), PVDF (MESH:C024865), Trypan blue (MESH:D014343), EDTA (MESH:D004492), LPS (MESH:D008070), lithium (MESH:D008094), perchloric acid (MESH:C576518), PABA (MESH:D010129)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** CCRF-CEM — Homo sapiens (Human), Childhood T acute lymphoblastic leukemia, Cancer cell line (CVCL_0207), CEM/R30dm — Homo sapiens (Human), Childhood T acute lymphoblastic leukemia, Cancer cell line (CVCL_V325), 4xMTX — Homo sapiens (Human), Ataxia telangiectasia syndrome, Finite cell line (CVCL_F083)

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13013856/full.md

---
Source: https://tomesphere.com/paper/PMC13013856