# Integrating single-nucleus barcoding with spatial transcriptomics via Stamp-seq to reveal immunotherapy response-enhancing functional modules in NSCLC

**Authors:** Yitong Pan, Huan Yan, Jinhuan Han, Rui Wu, Caiming Xu, Guang Lei, Xingyong Ma, Ying Guan, Zhao Li, Junyuan Deng, Keyu Li, Qingquan Wei, Guangxin Zhang, Lei Liu, Ajay Goel, Zhou Yang, Shaozhuo Jiao, Yongchang Zhang, Chenxi Tian

PMC · DOI: 10.1038/s41421-025-00861-6 · Cell Discovery · 2026-02-05

## TL;DR

This paper introduces Stamp-seq, a cost-effective method for spatial transcriptomics that reveals how immune cells respond to cancer treatment.

## Contribution

Stamp-seq enables high-resolution spatial mapping of cell states at low cost, with novel insights into immunotherapy response in lung cancer.

## Key findings

- Stamp-seq achieves single-cell resolution with 4 μm localization error and reduced cost.
- IGHG1+ plasma cells are identified as part of treatment-potentiating communities in lung cancer.
- IGHG1+ plasma cells originate from TLSs or vasculature and migrate through apCAF-enriched niches.

## Abstract

Deciphering the spatial organization of cell states is fundamental for understanding development, tissue homeostasis and disease. Emerging advances in spatial transcriptomic profiling techniques allow transcript localization but face limitations in unambiguous cell state assignments due to cellular boundary inference, low gene detection and prohibitive cost. Here, a method, Stamp-seq, is developed that leverages custom-fabricated high-density DNA sequencing chips to label single nuclei with restriction enzyme-cleavable spatial barcodes. Stamp-seq spatial barcodes are distributed at a density of 1.6 μm on the chip, allowing for single physical cell resolution with precise subtype classification and spatial mapping (with an average 4 μm localization error) and reduced cost. We utilize Stamp-seq to delineate chemoimmunotherapy-responsive cellular ecosystems in non-small cell lung carcinoma, including a distinct IGHG1+ plasma cell-enriched community. Through a novel application of Stamp-seq to spatially resolve BCR clonotypes, we elucidate the spatiotemporal trajectory of treatment-potentiating IGHG1+ plasma cells, which originate from tertiary lymphoid structures (TLSs) or the vasculature, migrate through antigen-presenting CAF (apCAF)-enriched survival niches, and ultimately contact tumor cells. We highlight the power of spatial cellular subtyping and molecular tracking using Stamp-seq and suggest that the IGHG1+ plasma cell niche is a better prognostic biomarker for the chemoimmunotherapy response.

## Linked entities

- **Genes:** IGHG1 (immunoglobulin heavy constant gamma 1 (G1m marker)) [NCBI Gene 3500]
- **Diseases:** non-small cell lung carcinoma (MONDO:0005233)

## Full-text entities

- **Genes:** CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CSF1R (colony stimulating factor 1 receptor) [NCBI Gene 1436] {aka BANDDOS, C-FMS, CD115, CSF-1R, CSFR, FIM2}, IGHA1 (immunoglobulin heavy constant alpha 1) [NCBI Gene 3493] {aka IgA1}, IGHG1 (immunoglobulin heavy constant gamma 1 (G1m marker)) [NCBI Gene 3500], ALDH1A3 (aldehyde dehydrogenase 1 family member A3) [NCBI Gene 220] {aka ALDH1A6, ALDH6, MCOP8, RALDH3}, CXCR4 (C-X-C motif chemokine receptor 4) [NCBI Gene 7852] {aka CD184, D2S201E, FB22, HM89, HSY3RR, LCR1}, COL11A1 (collagen type XI alpha 1 chain) [NCBI Gene 1301] {aka CO11A1, COLL6, DFNA37, STL2}, RMRP (RNA component of mitochondrial RNA processing endoribonuclease) [NCBI Gene 6023] {aka CHH, NME1, RMRPR, RRP2}, CXCL12 (C-X-C motif chemokine ligand 12) [NCBI Gene 6387] {aka IRH, PBSF, SCYB12, SDF1, TLSF, TPAR1}, ROBO2 (roundabout guidance receptor 2) [NCBI Gene 6092] {aka SAX3}, FOXP2 (forkhead box P2) [NCBI Gene 93986] {aka CAGH44, SPCH1, TNRC10}, KRT9 (keratin 9) [NCBI Gene 3857] {aka CK-9, EPPK, K9}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, CSPG4 (chondroitin sulfate proteoglycan 4) [NCBI Gene 1464] {aka CSPG4A, HMW-MAA, MCSP, MCSPG, MEL-CSPG, MSK16}, COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, TTR (transthyretin) [NCBI Gene 7276] {aka AMYLD1, ATTR, CTS, CTS1, HEL111, HsT2651}, BCR (BCR activator of RhoGEF and GTPase) [NCBI Gene 613] {aka ALL, BCR1, CML, D22S11, D22S662, PHL}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, FLT1 (fms related receptor tyrosine kinase 1) [NCBI Gene 2321] {aka FLT, FLT-1, VEGFR-1, VEGFR1}, TBR1 (T-box brain transcription factor 1) [NCBI Gene 10716] {aka AUTS5, IDDAS, TBR-1, TES-56}, HMGB1 (high mobility group box 1) [NCBI Gene 3146] {aka HMG-1, HMG1, HMG3, SBP-1}, PLP1 (proteolipid protein 1) [NCBI Gene 5354] {aka GPM6C, HLD1, MMPL, PLP, PLP/DM20, PMD}, NpCR [NCBI Gene 246734], ACTA2 (actin alpha 2, smooth muscle) [NCBI Gene 59] {aka ACTSA, SMDYS}, IGH (immunoglobulin heavy locus) [NCBI Gene 3492] {aka IGD1, IGH.1@, IGH@, IGHD@, IGHDY1, IGHJ}, RORB (RAR related orphan receptor B) [NCBI Gene 6096] {aka EIG15, NR1F2, ROR-BETA, RORbeta, RZR-BETA, RZRB}, SLC1A3 (solute carrier family 1 member 3) [NCBI Gene 6507] {aka EA6, EAAT1, GLAST, GLAST1}, ORC1 (origin recognition complex subunit 1) [NCBI Gene 4998] {aka HSORC1, ORC1L, PARC1}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, CYTL1 (cytokine like 1) [NCBI Gene 54360] {aka C17, C4orf4}, MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}
- **Diseases:** TLS (MESH:D000072717), hypoxia (MESH:D000860), pCR (MESH:D005598), prostate cancer (MESH:D011471), inflammatory (MESH:D007249), necrotic (MESH:D009336), NSCLC (MESH:D002289), CNV (OMIM:610141), soft-tissue sarcomas (MESH:D012509), pancreatic cancer (MESH:D010190), UMAP (MESH:C567162), lung tumor (MESH:D008175), hypoxic (MESH:D002534), ovarian, renal, and bladder cancers (MESH:D010051), Cancer (MESH:D009369)
- **Chemicals:** H&amp;E (MESH:D006371), eosin (MESH:D004801), EDTA (MESH:D004492), IGEPAL CA-630 (MESH:C010615), water (MESH:D014867), NaCl (MESH:D012965), oil (MESH:D009821), hematoxylin (MESH:D006416), PBS (MESH:D007854), uracil (MESH:D014498), OCT (MESH:C051883), PI (MESH:D010716), DAPI (MESH:C007293), NaOH (MESH:D012972), formaldehyde (MESH:D005557), SDS (MESH:D012967), BHBs (MESH:D020155), MgCl2 (MESH:D015636), DSP (-)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** (AUC) of 0, M0202L
- **Cell lines:** CCL-243 — Mus musculus (Mouse), Undefined cell line type (CVCL_M023), YAC-1 — Mus musculus (Mouse), Mouse lymphoma, Cancer cell line (CVCL_2244), K562 — Homo sapiens (Human), Blast phase chronic myelogenous leukemia, BCR-ABL1 positive, Cancer cell line (CVCL_0004), TIB-160 — Papio anubis (Olive baboon), Induced pluripotent stem cell (CVCL_B5FG), S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12877202/full.md

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12877202/full.md

## References

1 references — full list in the complete paper: https://tomesphere.com/paper/PMC12877202/full.md

---
Source: https://tomesphere.com/paper/PMC12877202