# High‐throughput single‐cell DNA methylation and chromatin accessibility co‐profiling with SpliCOOL‐seq

**Authors:** Qingmei Shen, Enze Deng, Ling Luo, Jingna Zhang, Qifeng Yang, Dan Su, Xiaoying Fan

PMC · DOI: 10.1002/ctm2.70584 · Clinical and Translational Medicine · 2026-01-28

## TL;DR

A new high-throughput method called SpliCOOL-seq profiles DNA methylation and chromatin accessibility in single cells, revealing cancer cell diversity and epigenetic patterns.

## Contribution

SpliCOOL-seq is a novel high-throughput single-cell multi-omics sequencing technology for simultaneous profiling of DNA methylation and chromatin accessibility.

## Key findings

- SpliCOOL-seq distinguishes lung cancer cell types using epigenetic and genetic data.
- DNMT inhibitors 5-Azacitidine and Decitabine induce distinct demethylation patterns in cancer cells.
- SpliCOOL-seq identifies tumor subclones and epigenetic biomarkers linked to patient survival in lung adenocarcinoma.

## Abstract

DNA methylation and chromatin accessibility are pivotal epigenetic regulators of gene expression and cellular identity, with significant implications in tumorigenesis and progression. Current single‐cell multi‐omics methods are limited in throughput and sensitivity, hindering comprehensive biomarker discovery.

We developed single‐cell split‐pool ligation‐based multi‐omics sequencing technology (SpliCOOL‐seq), a high‐throughput single‐cell sequencing technology that simultaneously profiles whole‐genome DNA methylation and chromatin accessibility in thousands of cells. By integrating in situ GpC methylation, universal Tn5 tagmentation, and split‐pool combinatorial barcoding, SpliCOOL‐seq achieves enhanced sensitivity and scalability.

SpliCOOL‐seq accurately distinguished lung cancer cell types based on genetic and multiple epigenetic modalities and revealed that the two DNA methyltransferase (DNMT) inhibitors, 5‐Azacitidine and Decitabine, both cause large‐scale demethylation but in distinct patterns. Applied to primary lung adenocarcinoma, SpliCOOL‐seq identified tumour subclones within the tumour lesion and uncovered novel DNA methylation biomarkers (e.g., FAM124B, SFN, OR7E47P) associated with patient survival. Additionally, we demonstrated accelerated epigenetic ageing and mitotic activity in tumour subclones, providing new insights into tumorigenesis.

SpliCOOL‐seq achieves parallel profiling of whole‐genome DNA methylation and chromatin accessibility in the same individual cells in a high‐throughput manner and is hopefully used to illustrate regulatory interactions under different cell states. SpliCOOL‐seq enables high‐resolution, multi‐modal epigenetic profiling at single‐cell resolution, offering a powerful platform for discovering cancer biomarkers. Its application reveals novel therapeutic targets and early‐diagnostic markers, underscoring its potential in precision oncology.

SpliCOOL‐seq achieves high‐throughput single‐cell co‐profiling of DNA methylation and chromatin accessibility.DNMT inhibitors caused cancer cell demethylation with divergent patterns.SpliCOOL‐seq enables the discovery of genes related to LUAD tumorigenesis.Ageing and LUAD tumorigenesis may share similar epigenetic alterations.

SpliCOOL‐seq achieves high‐throughput single‐cell co‐profiling of DNA methylation and chromatin accessibility.

DNMT inhibitors caused cancer cell demethylation with divergent patterns.

SpliCOOL‐seq enables the discovery of genes related to LUAD tumorigenesis.

Ageing and LUAD tumorigenesis may share similar epigenetic alterations.

SpliCOOL‐seq achieves high‐throughput single‐cell co‐profiling of DNA methylation and chromatin accessibility.DNMT inhibitors caused cancer cell demethylation with divergent patterns.SpliCOOL‐seq enables the discovery of genes related to LUAD tumorigenesis.Ageing and LUAD tumorigenesis may share similar epigenetic alterations.

SpliCOOL‐seq achieves high‐throughput single‐cell co‐profiling of DNA methylation and chromatin accessibility.

DNMT inhibitors caused cancer cell demethylation with divergent patterns.

SpliCOOL‐seq enables the discovery of genes related to LUAD tumorigenesis.

Ageing and LUAD tumorigenesis may share similar epigenetic alterations.

## Linked entities

- **Genes:** FAM124B (family with sequence similarity 124 member B) [NCBI Gene 79843], SFN (stratifin) [NCBI Gene 2810], OR7E47P (olfactory receptor family 7 subfamily E member 47 pseudogene) [NCBI Gene 26628]
- **Proteins:** DNMT1 (DNA methyltransferase 1)
- **Chemicals:** 5-Azacitidine (PubChem CID 9444), Decitabine (PubChem CID 451668)
- **Diseases:** lung cancer (MONDO:0005138), lung adenocarcinoma (MONDO:0005061)

## Full-text entities

- **Genes:** ARL11 (ARF like GTPase 11) [NCBI Gene 115761] {aka ARLTS1}, ANXA5 (annexin A5) [NCBI Gene 308] {aka ANX5, CPB-I, ENX2, HEL-S-7, PP4, RPRGL3}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, ERVK-8 (endogenous retrovirus group K member 8, envelope) [NCBI Gene 619465] {aka ERVK8, HERV-K115, PR, Protease, Proteinase, envK6}, Ccl11 (C-C motif chemokine ligand 11) [NCBI Gene 20292] {aka Scya11, eotaxin}, Vsig4 (V-set and immunoglobulin domain containing 4) [NCBI Gene 278180] {aka A530061A11, CRIg, Z39IG}, XCL1 (X-C motif chemokine ligand 1) [NCBI Gene 6375] {aka ATAC, LPTN, LTN, SCM-1, SCM-1a, SCM1}, FGF2 (fibroblast growth factor 2) [NCBI Gene 2247] {aka BFGF, FGF-2, FGFB, HBGF-2}, FAM124B (family with sequence similarity 124 member B) [NCBI Gene 79843], DOK1 (docking protein 1) [NCBI Gene 1796] {aka P62DOK, pp62}, HS3ST2 (heparan sulfate-glucosamine 3-sulfotransferase 2) [NCBI Gene 9956] {aka 30ST2, 3OST2}, PAX6 (paired box 6) [NCBI Gene 5080] {aka AN, AN1, AN2, ASGD5, D11S812E, FVH1}, ZNF189 (zinc finger protein 189) [NCBI Gene 7743], Il17c (interleukin 17C) [NCBI Gene 234836] {aka IL-17C}, CXCR6 (C-X-C motif chemokine receptor 6) [NCBI Gene 10663] {aka BONZO, CD186, CDw186, STRL33, TYMSTR}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, DAB2IP (DAB2 interacting protein) [NCBI Gene 153090] {aka AF9Q34, AIP-1, AIP1, DIP1/2}, SELENBP1 (selenium binding protein 1) [NCBI Gene 8991] {aka EHMTO, HEL-S-134P, LPSB, MTO, SBP56, SP56}, EREG (epiregulin) [NCBI Gene 2069] {aka EPR, ER, Ep}, KRT6B (keratin 6B) [NCBI Gene 3854] {aka CK-6B, CK6B, K6B, KRTL1, PC2, PC4}, LTC4S (leukotriene C4 synthase) [NCBI Gene 4056], PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, STK38 (serine/threonine kinase 38) [NCBI Gene 11329] {aka NDR, NDR1}, BHMT2 (betaine--homocysteine S-methyltransferase 2) [NCBI Gene 23743], KANK1 (KN motif and ankyrin repeat domains 1) [NCBI Gene 23189] {aka ANKRD15, CPSQ2, KANK}, EPCAM (epithelial cell adhesion molecule) [NCBI Gene 4072] {aka Ber-Ep4, BerEp4, DIAR5, EGP-2, EGP314, EGP40}, LEP (leptin) [NCBI Gene 3952] {aka LEPD, OB, OBS}, Naf1 (nuclear assembly factor 1 ribonucleoprotein) [NCBI Gene 234344] {aka Gm174}, MAP4K4 (mitogen-activated protein kinase kinase kinase kinase 4) [NCBI Gene 9448] {aka FLH21957, HEL-S-31, HGK, MEKKK4, NIK}, GYPC (glycophorin C (Gerbich blood group)) [NCBI Gene 2995] {aka CD236, CD236R, GE, GPC, GPD, GYPD}, OR7E47P (olfactory receptor family 7 subfamily E member 47 pseudogene) [NCBI Gene 26628] {aka OR7E141}, Ms6hm (minisatellite 6 hypermutable) [NCBI Gene 17653] {aka PC-1}, REXO2 (RNA exonuclease 2) [NCBI Gene 25996] {aka CGI-114, REX2, RFN, SFN}, LATS1 (large tumor suppressor kinase 1) [NCBI Gene 9113] {aka WARTS, wts}, PGR (progesterone receptor) [NCBI Gene 5241] {aka NR3C3, PR}, DNMT1 (DNA methyltransferase 1) [NCBI Gene 1786] {aka ADCADN, AIM, CXXC9, DNMT, HSN1E, MCMT}
- **Diseases:** breast cancer (MESH:D001943), carcinogenesis (MESH:D063646), LUAD (MESH:D000077192), necrotic (MESH:D009336), PC (MESH:D015324), acute myeloid leukemia (MESH:D015470), myelodysplastic syndromes (MESH:D009190), AN (MESH:C537354), metastasis (MESH:D009362), adenocarcinoma (MESH:D000230), LUAD cancer (MESH:D008175), HCC (MESH:D006528), AC (MESH:D009369), primary (MESH:D010538), alveolar damage (MESH:D055370), NSCLC (MESH:D002289), LUSC (MESH:D002294), embryonal carcinoma (MESH:D018236), precancerous lesions (MESH:D011230), infection (MESH:D007239), AT (MESH:D017695)
- **Chemicals:** NaCl (MESH:D012965), KCl (MESH:D011189), water (MESH:D014867), HEPES (MESH:D006531), Bisulfite (MESH:C042345), crystal violet (MESH:D005840), PBS (MESH:D007854), CO2 (MESH:D002245), DEC (MESH:D000077209), ROS (MESH:D017382), PVDF (MESH:C024865), streptomycin (MESH:D013307), EDTA (MESH:D004492), paraformaldehyde (MESH:C003043), Triton-X (MESH:D017830), penicillin (MESH:D010406), Tween (MESH:D011136), glycine (MESH:D005998), CG dinucleotides (MESH:C015772), puromycin (MESH:D011691), iron (MESH:D007501), MgCl2 (MESH:D015636), 1xNEB buffer (-), PI (MESH:D010716), HCl (MESH:D006851), nitrogen (MESH:D009584), formaldehyde (MESH:D005557), polybrene (MESH:D006583), SDS (MESH:D012967), polyethylenimine (MESH:D011094), 5-Azacitidine (MESH:D001374)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090], Lentivirus (genus) [taxon 11646]
- **Mutations:** M0227L, C to -15, (D) for 0
- **Cell lines:** SK-MES — Homo sapiens (Human), Lung squamous cell carcinoma, Cancer cell line (CVCL_0630), CCK8 — Homo sapiens (Human), Colon adenocarcinoma, Cancer cell line (CVCL_2873), sciMETv2 — Homo sapiens (Human), Colon carcinoma, Cancer cell line (CVCL_A628), GM12878 — Homo sapiens (Human), Transformed cell line (CVCL_7526), H460 — Homo sapiens (Human), Lung large cell carcinoma, Cancer cell line (CVCL_0459), A549 — Homo sapiens (Human), Lung adenocarcinoma, Cancer cell line (CVCL_0023), HEK293T — Homo sapiens (Human), Transformed cell line (CVCL_0063), NIH/3T3 — Mus musculus (Mouse), Spontaneously immortalized cell line (CVCL_0594), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12848781/full.md

## References

112 references — full list in the complete paper: https://tomesphere.com/paper/PMC12848781/full.md

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Source: https://tomesphere.com/paper/PMC12848781