# Single-cell capture of on-ART SIV transcription reveals TGF-β–mediated metabolic control of viral latency

**Authors:** Romaila Abd-El-Raouf, Jakob Harrison-Gleason, Jinhee Kim, Ching Man Wai, Kayla L. Yerlioglu, Catarina Ananias-Saez, Alec Ksiazek, Jeffrey T. Poomkudy, Mariluz Araínga, Deepanwita Bose, Claudia Cicala, James Arthos, Francois J. Villinger, Ramon Lorenzo-Redondo, Elena Martinelli

PMC · DOI: 10.1172/jci.insight.198810 · JCI Insight · 2026-02-23

## TL;DR

This study shows that blocking TGF-β with a drug called galunisertib can reverse SIV latency in monkeys by changing the metabolism of infected T cells.

## Contribution

The study introduces a novel SIV Transcripts Capture Assay (SCAP) to detect rare virus-expressing cells and identifies TGF-β as a key regulator of viral latency through metabolic suppression.

## Key findings

- Galunisertib caused metabolic reprogramming in CD4+ T cells, activating glycolysis and fatty acid metabolism.
- SIV-expressing cells were metabolically quiescent before treatment and activated after galunisertib.
- The study found increased inflammatory macrophages and fewer tissue-resident memory T cells after treatment.

## Abstract

We previously demonstrated that blocking TGF-β with galunisertib, a safe, orally available small drug, reactivated latent SIV in vivo by shifting T cells toward a transitional effector phenotype. Here, we investigated the mechanisms underlying this effect using single-cell RNA sequencing, metabolic profiling, and high-dimensional spectral flow cytometry of samples from SIV-infected, antiretroviral therapy–treated (ART-treated) macaques before and after galunisertib. To characterize virus-transcribing, infected cells during ART, we developed a novel, sensitive SIV Transcripts Capture Assay (SCAP) that detected 127 SIV-expressing cells within lymph node single-cell transcriptome libraries. Galunisertib drove broad metabolic reprogramming in CD4+ T cells, with transcriptional upregulation of inflammatory and mitochondrial biosynthesis pathways, confirmed by Seahorse profiling. Metabolomics revealed increased energy metabolites and amino acids and enhanced metabolic flux without proliferation. SIV transcript–positive cells before galunisertib were metabolically quiescent compared with cells without detectable viral transcripts. After galunisertib, virus-expressing cells showed a dramatic metabolic activation, with upregulation of glycolysis, fatty acid metabolism, and TNF-α signaling. High-dimensional flow cytometry demonstrated effects beyond CD4+ T cells, including fewer tissue-resident memory T cells, but more inflammatory macrophages. In conclusion, SCAP represents a specific tool for characterizing rare SIV-infected cells transcribing virus during ART, and it reveals TGF-β as a key mediator of viral latency in vivo through metabolic suppression.

Characterization of cells producing virus in tissues in macaques with SIV on therapy points to metabolic reprogramming as a way to reverses SIV latency.

## Linked entities

- **Proteins:** TGFB1 (transforming growth factor beta 1), TNF (tumor necrosis factor)
- **Chemicals:** galunisertib (PubChem CID 10090485)
- **Diseases:** SIV (MONDO:0700112)

## Full-text entities

- **Genes:** NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 707606], JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 716452], EOMES (eomesodermin) [NCBI Gene 704711], CD4 (CD4 molecule) [NCBI Gene 713807], FAAP24 (FA core complex associated protein 24) [NCBI Gene 716564] {aka C19orf40}, Cd4 (CD4 antigen) [NCBI Gene 12504] {aka L3T4, Ly-4}, Tnfrsf8 (tumor necrosis factor receptor superfamily, member 8) [NCBI Gene 21941] {aka Cd30, D1S166E, Ki, Ki-1}, CLEC6A (C-type lectin domain containing 6A) [NCBI Gene 716162], TFAM (transcription factor A, mitochondrial) [NCBI Gene 701368], CD28 (CD28 molecule) [NCBI Gene 705313], EPS15 (epidermal growth factor receptor pathway substrate 15) [NCBI Gene 714767], IL15 (interleukin 15) [NCBI Gene 699616] {aka IL-15}, CD69 (CD69 molecule) [NCBI Gene 717288], GPR137B (G protein-coupled receptor 137B) [NCBI Gene 717808], ESRRA (estrogen related receptor alpha) [NCBI Gene 722085], ZNF165 (zinc finger protein 165) [NCBI Gene 706080], PPARGC1A (PPARG coactivator 1 alpha) [NCBI Gene 715762], NRF1 (nuclear respiratory factor 1) [NCBI Gene 701933], Klrc1 (killer cell lectin-like receptor subfamily C, member 1) [NCBI Gene 16641] {aka CD159a, NKG2A, NKG2B}, FIS1 (fission, mitochondrial 1) [NCBI Gene 714444], LOC708415 (tubulin beta-2B chain) [NCBI Gene 708415] {aka TUBB2B}, CCR7 (C-C motif chemokine receptor 7) [NCBI Gene 574231], ASTL (astacin like metalloendopeptidase) [NCBI Gene 100430790], EGR1 (early growth response 1) [NCBI Gene 716786], FLYWCH1 (FLYWCH-type zinc finger 1) [NCBI Gene 700909], CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, Ptprc (protein tyrosine phosphatase receptor type C) [NCBI Gene 19264] {aka B220, CD45R, Cd45, L-CA, Ly-5, Lyt-4}, TNFRSF13B (TNF receptor superfamily member 13B) [NCBI Gene 574200] {aka NF-AT}, LST1 (leukocyte specific transcript 1) [NCBI Gene 100141390], CA5B (carbonic anhydrase 5B) [NCBI Gene 713128], Foxp3 (forkhead box P3) [NCBI Gene 20371] {aka JM2, scurfin, sf}, OPA1 (OPA1 mitochondrial dynamin like GTPase) [NCBI Gene 698540], FAS (Fas cell surface death receptor) [NCBI Gene 574332] {aka CD95}, SLC3A2 (solute carrier family 3 member 2) [NCBI Gene 722218], PHF21B (PHD finger protein 21B) [NCBI Gene 716777], DNM1L (dynamin 1 like) [NCBI Gene 695388], MREG (melanoregulin) [NCBI Gene 695056], MYL6 (myosin, light chain 6, alkali, smooth muscle and non-muscle) [NCBI Gene 100428775], RRN3 (RNA polymerase I transcription factor RRN3) [NCBI Gene 713500], RPE (ribulose-5-phosphate-3-epimerase) [NCBI Gene 711322] {aka RPE2}, TGF-beta [NCBI Gene 574135], TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, RARB (retinoic acid receptor beta) [NCBI Gene 700485], Fcgr1 (Fc receptor, IgG, high affinity I) [NCBI Gene 14129] {aka CD64, FcgammaRI, IGGHAFC}, CEP44 (centrosomal protein 44) [NCBI Gene 697478], ZDHHC2 (zinc finger DHHC-type palmitoyltransferase 2) [NCBI Gene 710001], SEC23B (SEC23 homolog B, COPII coat complex component) [NCBI Gene 698440], TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 106992736], GABPA (GA binding protein transcription factor subunit alpha) [NCBI Gene 708312], TNF (tumor necrosis factor) [NCBI Gene 715467] {aka TNF-ALPHA, TNLG1F}, Cd247 (CD247 antigen) [NCBI Gene 12503] {aka 4930549J05Rik, A430104F18Rik, Cd3, Cd3-eta, Cd3-zeta, Cd3h}
- **Diseases:** HIV infection (MESH:D015658), ART (MESH:D016609), infected (MESH:D007239), immune dysfunction (MESH:D007154), Cancer (MESH:D009369), SCAP (OMIM:270100), Inflammatory (MESH:D007249)
- **Chemicals:** glucose (MESH:D005947), cholesterol (MESH:D002784), oligomycin (MESH:D009840), thiamine phosphate (MESH:D013833), threonine (MESH:D013912), glycine (MESH:D005998), folate (MESH:D005492), calcium (MESH:D002118), pyrimidine (MESH:C030986), nivolumab (MESH:D000077594), NAD+ (MESH:D009243), tryptophan (MESH:D014364), spermidine (MESH:D013095), glutamate (MESH:D018698), antimycin A (MESH:D000968), lipid (MESH:D008055), DTG (MESH:C562325), Gal (MESH:C557799), leucine (MESH:D007930), polyamine (MESH:D011073), tyrosine (MESH:D014443), ATP (MESH:D000255), water (MESH:D014867), alpha-linolenic acid (MESH:D017962), rotenone (MESH:D012402), steroid (MESH:D013256), glutamine (MESH:D005973), phenylalanine (MESH:D010649), dGTP (MESH:C029603), serine (MESH:D012694), NMN (MESH:D009537), carbon (MESH:D002244), pentose phosphate (MESH:D010428), fatty acid (MESH:D005227), arginine (MESH:D001120), alanine (MESH:D000409), deoxyguanosine (MESH:D003849), thiamine (MESH:D013831), glycosphingolipid (MESH:D006028), heme (MESH:D006418), amino acid (MESH:D000596), PMPA (MESH:D000068698), CTP (MESH:D003570), oxygen (MESH:D010100), aromatic amino acid (MESH:D024322), pyruvate (MESH:D019289), BAM15 (-), proline (MESH:D011392), histamine (MESH:D006632), methanol (MESH:D000432), N1-acetylspermine (MESH:C029452), NaCl (MESH:D012965)
- **Species:** Simian immunodeficiency virus (no rank) [taxon 11723], Human immunodeficiency virus 1 (no rank) [taxon 11676], Homo sapiens (human, species) [taxon 9606], Primates (primates, order) [taxon 9443], Mus musculus (house mouse, species) [taxon 10090], Qubevirus faecium (species) [taxon 39804], Macaca mulatta (rhesus macaque, species) [taxon 9544]
- **Cell lines:** AC1 — Mus musculus (Mouse), Malignant neoplasms of the mouse mammary gland, Cancer cell line (CVCL_A5LE)

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12956001/full.md

## References

85 references — full list in the complete paper: https://tomesphere.com/paper/PMC12956001/full.md

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Source: https://tomesphere.com/paper/PMC12956001