# Systematic Comparison of Droplet‐Based and Microwell‐Based Platforms for Comprehensive Single‐Cell Transcriptomic Analysis in Clinical Samples

**Authors:** Shuai Wang, Yuxian Feng, Qiongdan Zhang, Yue Cui, Yi Qiao, Hao Huang, Xuan Pan, Jing Tu

PMC · DOI: 10.1049/nbt2/9314222 · IET Nanobiotechnology · 2026-02-25

## TL;DR

This study compares two single-cell RNA sequencing platforms and finds differences in their performance when analyzing clinical samples.

## Contribution

The study systematically evaluates platform-specific biases in droplet-based and microwell-based scRNA-seq using clinical samples.

## Key findings

- Droplet-based platforms captured more immune cells, while microwell-based platforms provided more accurate immune cell representation.
- Platform-specific differences were observed in mRNA preference, cell type restoration, and gene expression patterns.
- Variations in differential gene expression and cell–cell communication were found to be platform-dependent.

## Abstract

Single‐cell RNA sequencing (scRNA‐seq) is widely utilized in tumor research. However, platform‐specific technical biases may impact data interpretation. This study compared the performance of droplet‐ and microwell‐based scRNA‐seq platforms in the analysis of clinical samples. Despite the similarities after batch effect correction, significant differences were observed in multiple aspects, including mRNA preference, cell type restoration, and gene expression patterns. The droplet‐based platform captured a higher proportion of immune cells, whereas the microwell‐based platform provided a more accurate immune cell representation. Differential gene expression, pseudotime, and cell–cell communication analyses further revealed platform‐dependent variations across multiple aspects. Overall, this study provides valuable insights into platform selection and optimization for cross‐platform data integration in single‐cell transcriptomics.

## Full-text entities

- **Genes:** PRF1 (perforin 1) [NCBI Gene 5551] {aka HPLH2, P1, PFP}, MME (membrane metalloendopeptidase) [NCBI Gene 4311] {aka CALLA, CD10, CMT2T, NEP, SCA43, SFE}, CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, MZB1 (marginal zone B and B1 cell specific protein) [NCBI Gene 51237] {aka MEDA-7, PACAP, pERp1}, NKG7 (natural killer cell granule protein 7) [NCBI Gene 4818] {aka GIG1, GMP-17, p15-TIA-1}, LYZ (lysozyme) [NCBI Gene 4069] {aka AMYLD5, LYZF1, LZM}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, GZMK (granzyme K) [NCBI Gene 3003] {aka GrK, TRYP2}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, PDGFRB (platelet derived growth factor receptor beta) [NCBI Gene 5159] {aka CD140B, IBGC4, IMF1, JTK12, KOGS, OPDKD}, COL3A1 (collagen type III alpha 1 chain) [NCBI Gene 1281] {aka EDS4A, EDSVASC, PMGEDSV}, GZMA (granzyme A) [NCBI Gene 3001] {aka CTLA3, HFSP}, DCN (decorin) [NCBI Gene 1634] {aka CSCD, DSPG2, PG40, PGII, PGS2, SLRR1B}, TPSB2 (tryptase beta 2) [NCBI Gene 64499] {aka TPS2, tryptaseB, tryptaseC}, IGHG1 (immunoglobulin heavy constant gamma 1 (G1m marker)) [NCBI Gene 3500], CD19 (CD19 molecule) [NCBI Gene 930] {aka B4, CVID3}, MUC1 (mucin 1, cell surface associated) [NCBI Gene 4582] {aka ADMCKD, ADMCKD1, ADTKD2, CA 15-3, CD227, Ca15-3}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, MS4A1 (membrane spanning 4-domains A1) [NCBI Gene 931] {aka B1, Bp35, CD20, CVID5, FMC7, LEU-16}, CLDN7 (claudin 7) [NCBI Gene 1366] {aka CEPTRL2, CLDN-7, CPETRL2, Hs.84359, claudin-1}, IL2 (interleukin 2) [NCBI Gene 3558] {aka IL-2, TCGF, lymphokine}, ITGAM (integrin subunit alpha M) [NCBI Gene 3684] {aka CD11B, CR3A, HNA-4, MAC-1, MAC1A, MO1A}, CDH5 (cadherin 5) [NCBI Gene 1003] {aka 7B4, CD144}, FCGR3B (Fc gamma receptor IIIb) [NCBI Gene 2215] {aka CD16, CD16-I, CD16b, FCG3, FCGR3, FCRIIIb}, GZMB (granzyme B) [NCBI Gene 3002] {aka C11, CCPI, CGL-1, CGL1, CSP-B, CSPB}, CSF3R (colony stimulating factor 3 receptor) [NCBI Gene 1441] {aka CD114, GCSFR, SCN7}, EPCAM (epithelial cell adhesion molecule) [NCBI Gene 4072] {aka Ber-Ep4, BerEp4, DIAR5, EGP-2, EGP314, EGP40}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, MIF (macrophage migration inhibitory factor) [NCBI Gene 4282] {aka GIF, GLIF, MMIF}, CD3D (CD3 delta subunit of T-cell receptor complex) [NCBI Gene 915] {aka CD3-DELTA, CD3DELTA, IMD19, T3D}, CDH1 (cadherin 1) [NCBI Gene 999] {aka Arc-1, BCDS1, CD324, CDHE, ECAD, LCAM}, IL1A (interleukin 1 alpha) [NCBI Gene 3552] {aka IL-1 alpha, IL-1A, IL1, IL1-ALPHA, IL1F1}, JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 3725] {aka AP-1, AP1, c-Jun, cJUN, p39}, FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353] {aka AP-1, C-FOS, p55}, IL10 (interleukin 10) [NCBI Gene 3586] {aka CSIF, GVHDS, IL-10, IL10A, TGIF}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, KRT20 (keratin 20) [NCBI Gene 54474] {aka CD20, CK-20, CK20, K20, KRT21}, PTPRC (protein tyrosine phosphatase receptor type C) [NCBI Gene 5788] {aka B220, CD45, CD45R, GP180, IMD105, L-CA}, GNLY (granulysin) [NCBI Gene 10578] {aka D2S69E, LAG-2, LAG2, NKG5, TLA519}, COL14A1 (collagen type XIV alpha 1 chain) [NCBI Gene 7373] {aka UND}, CXCR2 (C-X-C motif chemokine receptor 2) [NCBI Gene 3579] {aka CD182, CDw128b, CMKAR2, IL8R2, IL8RA, IL8RB}, HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, HSPA8 (heat shock protein family A (Hsp70) member 8) [NCBI Gene 3312] {aka HEL-33, HEL-S-72p, HSC54, HSC70, HSC71, HSP71}, PECAM1 (platelet and endothelial cell adhesion molecule 1) [NCBI Gene 5175] {aka CD31, CD31/EndoCAM, GPIIA', PECA1, PECAM-1, endoCAM}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, CD163 (CD163 molecule) [NCBI Gene 9332] {aka M130, MM130, SCARI1}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, VWF (von Willebrand factor) [NCBI Gene 7450] {aka F8VWF, VWD}, CD3G (CD3 gamma subunit of T-cell receptor complex) [NCBI Gene 917] {aka CD3-GAMMA, CD3GAMMA, IMD17, T3G}, CD8B (CD8 subunit beta) [NCBI Gene 926] {aka CD8B1, CD8beta, LEU2, LY3, LYT3, Ly-3}, FGF7 (fibroblast growth factor 7) [NCBI Gene 2252] {aka HBGF-7, KGF}, CD3E (CD3 epsilon subunit of T-cell receptor complex) [NCBI Gene 916] {aka CD3epsilon, IMD18, T3E, TCRE}, CD68 (CD68 molecule) [NCBI Gene 968] {aka GP110, LAMP4, SCARD1}, TPSAB1 (tryptase alpha/beta 1) [NCBI Gene 7177] {aka TPS1, TPS2, TPSB1, TPSB2, Tryptase-2}, SDC1 (syndecan 1) [NCBI Gene 6382] {aka CD138, SDC, SYND1, syndecan}, COL1A2 (collagen type I alpha 2 chain) [NCBI Gene 1278] {aka EDSARTH2, EDSCV, OI4}
- **Diseases:** LR (MESH:D006938), inflammatory (MESH:D007249), Cancer (MESH:D009369), Lung cancer (MESH:D008175), lung adenocarcinoma (MESH:D000077192)
- **Chemicals:** GEXSCOPE (-), oil (MESH:D009821), PBS (MESH:D007854), Trypan Blue (MESH:D014343), water (MESH:D014867)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

33 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12933413/full.md

## References

48 references — full list in the complete paper: https://tomesphere.com/paper/PMC12933413/full.md

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Source: https://tomesphere.com/paper/PMC12933413