# Elucidating the Mechanisms of SA–4–1BBL-Mediated Cancer Immunoprevention Through Advanced Informatics Approaches

**Authors:** Mohit Verma, Feyza Nur Arguc, Mohammad T. Malik, Pallav Singh, Sameep Dhakal, Yen On Chan, Manish Sridhar Immadi, Sabin Dahal, Vahap Ulker, Mohammad Tarique, Lalit Batra, Esma S. Yolcu, Haval Shirwan, Trupti Joshi

PMC · DOI: 10.3390/biom16020252 · Biomolecules · 2026-02-04

## TL;DR

This study uses bioinformatics to uncover how SA–4–1BBL prevents cancer by triggering a balanced immune response.

## Contribution

The paper reveals the distinct immune mechanisms of SA–4–1BBL compared to antibodies in cancer immunoprevention.

## Key findings

- SA–4–1BBL activates early effector immune cells at the injection site and sustained regulation in lymph nodes.
- SA–4–1BBL induces selective adaptive immunity and modulates the CD151–TGF-β axis for balanced immune response.
- 3H3 antibody activates broader innate inflammatory pathways, unlike the more targeted SA–4–1BBL response.

## Abstract

Cancer immunoprevention leverages the immune system’s surveillance mechanisms to mitigate tumor development. Vaccines that constitute a tumor antigen and an immune adjuvant are perceived as immunoprevention modalities. However, relevant tumor antigens are unknown for non-viral cancers, which constitute most human cancers. Our group has recently shown that SA–4–1BBL, a novel agonist of CD137 receptor, but not antibodies, shows immunoprevention efficacy against various tumors. Advanced bioinformatics analyses of bulk RNA-seq data were conducted to elucidate mechanisms underlying cancer immunoprevention. Mice received subcutaneous injections of SA–4–1BBL or agonistic 3H3 antibody, and the injection-site tissue (IS) and draining lymph nodes (LN) were analyzed for differential gene expression. SA–4–1BBL induced a compartmentalized and temporally dynamic immune program characterized by early effector activation at IS and sustained immune regulation in draining LN. K-means clustering of 4564 DEGs identified eight functionally distinct clusters. IS-enriched clusters contained activation genes for CD4+ T and NK cells, including Cd28, Klra1, Cd4, Cd40, and Cd40l, while LN clusters were enriched for regulatory genes (Tnfaip3, Irf5, Col1a2) that ensure immune priming and homeostatic restraint for a balanced response. SA–4–1BBL generated a more selective and durable activation of adaptive immunity, TCR signaling, Th1/Th2 differentiation, and NK cytotoxicity. 3H3 activated broader innate inflammatory programs, including Toll-like receptor and neurodegeneration-linked pathways. IMPRes analysis showed that SA–4–1BBL activates sequential immune-regulatory circuits centered on Stat1, Cd247, and Ifng and modulates the CD151–TGF-β axis. These findings demonstrate that SA–4–1BBL elicits a balanced immune response, ensuring both safety and efficacy in preventing cancer development.

## Linked entities

- **Genes:** CD28 (CD28 molecule) [NCBI Gene 940], KLRA1P (killer cell lectin like receptor A1, pseudogene) [NCBI Gene 10748], CD4 (CD4 molecule) [NCBI Gene 920], CD40 (CD40 molecule) [NCBI Gene 958], CD40LG (CD40 ligand) [NCBI Gene 959], TNFAIP3 (TNF alpha induced protein 3) [NCBI Gene 7128], IRF5 (interferon regulatory factor 5) [NCBI Gene 3663], COL1A2 (collagen type I alpha 2 chain) [NCBI Gene 1278], STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772], CD247 (CD247 molecule) [NCBI Gene 919], IFNG (interferon gamma) [NCBI Gene 3458]
- **Diseases:** cancer (MONDO:0004992)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Stat4 (signal transducer and activator of transcription 4) [NCBI Gene 20849], Cd96 (CD96 antigen) [NCBI Gene 84544] {aka 1700109I12Rik, Tactile}, Hsd3b7 (hydroxy-delta-5-steroid dehydrogenase, 3 beta- and steroid delta-isomerase 7) [NCBI Gene 101502], Sh2d1b1 (SH2 domain containing 1B1) [NCBI Gene 26904] {aka EAT-2, EAT-2A, Eat2, Eat2a, Sh2d1b}, Tnfsf8 (tumor necrosis factor (ligand) superfamily, member 8) [NCBI Gene 21949] {aka CD153, CD30LG, Cd30l, Tnlg3a}, Gjc3 (gap junction protein, gamma 3) [NCBI Gene 118446] {aka Cx29, Cxnp1, Gje1}, Ckb (creatine kinase, brain) [NCBI Gene 12709] {aka B-CK, Bck, CPK-B, Ck-3, Ck3, Ckbb}, Slpi (secretory leukocyte peptidase inhibitor) [NCBI Gene 20568] {aka ALP}, H19 (H19, imprinted maternally expressed transcript) [NCBI Gene 14955] {aka EyeLinc6}, TNFRSF9 (TNF receptor superfamily member 9) [NCBI Gene 3604] {aka 4-1BB, CD137, CDw137, ILA, IMD109}, Eef2 (eukaryotic translation elongation factor 2) [NCBI Gene 13629] {aka Ef-2}, Icos (inducible T cell co-stimulator) [NCBI Gene 54167] {aka AILIM, CCLP, CRP-1, H4, Ly115}, Cd8a (CD8 subunit alpha) [NCBI Gene 12525] {aka Ly-2, Ly-35, Ly-B, Lyt-2}, Il2ra (interleukin 2 receptor, alpha chain) [NCBI Gene 16184] {aka CD25, Il2r, Ly-43}, TNFAIP3 (TNF alpha induced protein 3) [NCBI Gene 7128] {aka A20, AIFBL1, AISBL, OTUD7C, TNFA1P2}, Il18rap (interleukin 18 receptor accessory protein) [NCBI Gene 16174] {aka AcPL, IL-18R-beta, IL-18RAcP, IL-18Rbeta, IL-1RAcPL}, Ifng (interferon gamma) [NCBI Gene 15978] {aka IFN-g, If2f, Ifg}, Mapk12 (mitogen-activated protein kinase 12) [NCBI Gene 29857] {aka Erk6, P38gamma, Prkm12, Sapk3}, Cd8b1 (CD8 subunit beta 1) [NCBI Gene 12526] {aka Cd8b, Ly-3, Ly-C, Lyt-3}, H2-Q5 (histocompatibility 2, Q region locus 5) [NCBI Gene 15016] {aka Gm53175, H-2Q5, Qa-5, Qa5, Qat-5}, Hibch (3-hydroxyisobutyryl-Coenzyme A hydrolase) [NCBI Gene 227095] {aka 2610509I15Rik, HIBYL-COA-H}, Tbx21 (T-box 21) [NCBI Gene 57765] {aka TBT1, Tbet, Tblym}, Mamstr (MEF2 activating motif and SAP domain containing transcriptional regulator) [NCBI Gene 74490] {aka 2810022D01Rik, 5430432N15Rik, Mastr}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, Cxcr2 (C-X-C motif chemokine receptor 2) [NCBI Gene 12765] {aka CD128, CDw128, Cmkar2, Gpcr16, IL-8Rh, IL-8rb}, COL1A2 (collagen type I alpha 2 chain) [NCBI Gene 1278] {aka EDSARTH2, EDSCV, OI4}, Cd4 (CD4 antigen) [NCBI Gene 12504] {aka L3T4, Ly-4}, STAT1 (signal transducer and activator of transcription 1) [NCBI Gene 6772] {aka CANDF7, IMD31A, IMD31B, IMD31C, ISGF-3, STAT91}, Ptgds (prostaglandin D2 synthase (brain)) [NCBI Gene 19215] {aka 21kDa, L-PGDS, PGD2, PGDS, PGDS2, Ptgs3}, Col1a2 (collagen, type I, alpha 2) [NCBI Gene 12843] {aka Col1a-2, Cola-2, Cola2, oim}, Cxcl10 (C-X-C motif chemokine ligand 10) [NCBI Gene 15945] {aka C7, CRG-2, INP10, IP-10, IP10, Ifi10}, Psmb10 (proteasome (prosome, macropain) subunit, beta type 10) [NCBI Gene 19171] {aka Mecl-1, Mecl1}, Klra1 (killer cell lectin-like receptor, subfamily A, member 1) [NCBI Gene 16627] {aka A1, CH29-493D4.3, Klra22, Ly49a, Ly49o<129>, Ly49v}, Ccl4 (C-C motif chemokine ligand 4) [NCBI Gene 20303] {aka AT744.1, Act-2, MIP-1B, Mip1b, Scya4}, Pparg (peroxisome proliferator activated receptor gamma) [NCBI Gene 19016] {aka Nr1c3, PPAR-gamma, PPAR-gamma2, PPARgamma, PPARgamma2}, Il1b (interleukin 1 beta) [NCBI Gene 16176] {aka IL-1beta, Il-1b}, Upk1b (uroplakin 1B) [NCBI Gene 22268] {aka Tspan20, UPIb, Upk1}, KLRA1P (killer cell lectin like receptor A1, pseudogene) [NCBI Gene 10748] {aka KLRA1, KLRAP1, LY49L, Ly-49L, Ly49}, Ccl5 (C-C motif chemokine ligand 5) [NCBI Gene 20304] {aka MuRantes, RANTES, SISd, Scya5, TCP228}, Trav6-3 (T cell receptor alpha variable 6-3) [NCBI Gene 328483] {aka Gm13948, Gm193, Gm4, TCR}, Ccr5 (C-C motif chemokine receptor 5) [NCBI Gene 12774] {aka AM4-7, CD195, Cmkbr5}, Gata1 (GATA binding protein 1) [NCBI Gene 14460] {aka Gata-1, Gf-1, eryf1}, Ccl2 (C-C motif chemokine ligand 2) [NCBI Gene 20296] {aka HC11, JE, MCAF, MCP-1, MCP1, SMC-CF}, Cd40lg (CD40 ligand) [NCBI Gene 21947] {aka CD154, CD40-L, Cd40l, HIGM1, IGM, IMD3}, IRF5 (interferon regulatory factor 5) [NCBI Gene 3663] {aka SLEB10}, Stat1 (signal transducer and activator of transcription 1) [NCBI Gene 20846] {aka 2010005J02Rik}, Tnfrsf9 (tumor necrosis factor receptor superfamily, member 9) [NCBI Gene 21942] {aka 4-1BB, A930040I11Rik, CDw137, Cd137, ILA, Ly63}, Ccl3 (C-C motif chemokine ligand 3) [NCBI Gene 20302] {aka G0S19-1, LD78alpha, MIP-1alpha, MIP1-(a), MIP1-alpha, Mip1a}, H2-Oa (histocompatibility 2, O region alpha locus) [NCBI Gene 15001] {aka H-2Oa}, Ccl7 (C-C motif chemokine ligand 7) [NCBI Gene 20306] {aka MCP-3, Scya7, fic, marc, mcp3}, Il12b (interleukin 12b) [NCBI Gene 16160] {aka Il-12b, Il-12p40, Il12p40, p40}, CD151 (CD151 molecule (Raph blood group)) [NCBI Gene 977] {aka EBS7, GP27, MER2, PETA-3, RAPH, SFA1}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, Tlr9 (toll-like receptor 9) [NCBI Gene 81897], Calm4 (calmodulin 4) [NCBI Gene 80796] {aka 2310037J09Rik, DD112, Scarf}, Galk1 (galactokinase 1) [NCBI Gene 14635] {aka GALK, Gk, Glk, Glk1}, Lat (linker for activation of T cells) [NCBI Gene 16797] {aka p36-38, pp36}, Foxp3 (forkhead box P3) [NCBI Gene 20371] {aka JM2, scurfin, sf}, Ube2l6 (ubiquitin-conjugating enzyme E2L 6) [NCBI Gene 56791] {aka 2810489I21Rik, RIG-B, UBCH8, Ubce8, Ubcm8}, Asb4 (ankyrin repeat and SOCS box-containing 4) [NCBI Gene 65255] {aka 8430401O13Rik}
- **Diseases:** melanoma (MESH:D008545), injury to (MESH:D014947), neurodegeneration (MESH:D019636), inflammation (MESH:D007249), Cancer (MESH:D009369), IS (MESH:D000075662), inflammatory bowel disease (MESH:D015212), LN (MESH:D000072717), tuberculosis (MESH:D014376), liver toxicity (MESH:D056486), storm (MESH:C566109), renal cell carcinoma (MESH:D002292), toxicity (MESH:D064420)
- **Chemicals:** water (MESH:D014867), TRIzol (MESH:C411644), PF-05082566 (MESH:C577122), BMS-663513 (MESH:C000620833), ethanol (MESH:D000431), Saline (MESH:D012965), chloroform (MESH:D002725), lipid (MESH:D008055), PBS (MESH:D007854), poly(A) (MESH:D011061), 3H3 (-), pembrolizumab (MESH:C582435), carbohydrate (MESH:D002241)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12938001/full.md

## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12938001/full.md

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Source: https://tomesphere.com/paper/PMC12938001