# Temporal dynamics and functional annotation of transcriptome rhythmicity in HEK293T cells

**Authors:** Yuling Sun, Huiyu Dong, Fei Ge, Ying Zhao, Shuhan Yang, Yidong Ding, Min Dong, Liming Wang, Tao Zhang, Nicholas S. Foulkes, Nicholas S. Foulkes, Nicholas S. Foulkes

PMC · DOI: 10.1371/journal.pone.0343991 · PLOS One · 2026-02-26

## TL;DR

This study maps the transcriptome dynamics in HEK293T cells over 48 hours, revealing limited circadian rhythmicity and identifying time-dependent gene expression patterns.

## Contribution

The study provides a detailed temporal transcriptome reference for HEK293T cells, highlighting weak circadian rhythmicity and time-dependent gene regulation.

## Key findings

- Only 785 genes showed rhythmic expression in HEK293T cells over 48 hours.
- Rhythmic genes were enriched in cytoplasmic/nuclear compartments and functions like GTPase activator activity.
- 645 arrhythmic genes displayed time-dependent expression, enriched in pathways like G alpha signaling.

## Abstract

The endogenous circadian clock drives rhythmic processes in nearly all human cells; however, the temporal organization of the transcriptome in HEK293T cells, a widely used cell line, remains incompletely defined. We synchronized HEK293T cells and performed RNA sequencing at thirteen time points across a 48-hour cycle to map their transcriptome dynamics. Across the time course, principal component analysis revealed clear time point dependent separation of the global transcriptomes; however, coefficient of variation analyses indicated substantially increased divergence among biological replicates starting at T28. In addition, canonical core clock genes showed no detectable circadian rhythmicity when the analysis window extended beyond 28 hours. Genome-wide, only 785 expressed genes displayed rhythmic expression. These rhythmic genes were enriched for cytoplasmic and nuclear compartments, cytoskeletal and membrane related structures, and molecular functions including GTPase activator activity and metal ion binding. Further analysis of expression patterns among arrhythmic genes revealed that only 645 arrhythmic genes displayed time-dependent expression; notably, these genes were enriched in biologically important pathways, including G alpha signaling and structural constituents of chromatin. Together, these results indicate that HEK293T cells exhibit weak intrinsic circadian transcriptome rhythmicity, with most transcripts remaining time independent across the sampled window. This dataset provides a time resolved reference framework to distinguish time-dependent from time-independent gene regulation in HEK293T cells, informing time aware experimental design and interpretation.

## Full-text entities

- **Genes:** SEC24A (SEC24 homolog A, COPII component) [NCBI Gene 10802], DBP (D-box binding PAR bZIP transcription factor) [NCBI Gene 1628] {aka DABP, taxREB302}, CETN3 (centrin 3) [NCBI Gene 1070] {aka CDC31, CEN3}, HGS (hepatocyte growth factor-regulated tyrosine kinase substrate) [NCBI Gene 9146] {aka HRS}, MAGEA2B (MAGE family member A2B) [NCBI Gene 266740] {aka CT1.2, MAGE2}, CLOCK (clock circadian regulator) [NCBI Gene 9575] {aka KAT13D, bHLHe8}, SUCLG1 (succinate-CoA ligase GDP/ADP-forming subunit alpha) [NCBI Gene 8802] {aka GALPHA, MTDPS9, SUCLA1}, COX5B (cytochrome c oxidase subunit 5B) [NCBI Gene 1329] {aka COXVB}, NR1D2 (nuclear receptor subfamily 1 group D member 2) [NCBI Gene 9975] {aka BD73, EAR-1R, REVERBB, REVERBbeta, RVR}, ACAP2 (ArfGAP with coiled-coil, ankyrin repeat and PH domains 2) [NCBI Gene 23527] {aka CENTB2, CNT-B2}, ARF1 (ARF GTPase 1) [NCBI Gene 375] {aka PVNH8}, NR3C1 (nuclear receptor subfamily 3 group C member 1) [NCBI Gene 2908] {aka GCCR, GCR, GCRST, GR, GRL}, QRSL1 (glutaminyl-tRNA amidotransferase subunit QRSL1) [NCBI Gene 55278] {aka COXPD40, GatA}, PER1 (period circadian regulator 1) [NCBI Gene 5187] {aka PER, RIGUI, hPER}, DOCK1 (dedicator of cytokinesis 1) [NCBI Gene 1793] {aka DOCK180, ced5}, BMAL1 (basic helix-loop-helix ARNT like 1) [NCBI Gene 406] {aka ARNTL, ARNTL1, BMAL1c, JAP3, MOP3, PASD3}, PAGE5 (PAGE family member 5) [NCBI Gene 90737] {aka CT16, CT16.1, CT16.2, GAGEE1, PAGE-5}, PER3 (period circadian regulator 3) [NCBI Gene 8863] {aka FASPS3, GIG13}, PER2 (period circadian regulator 2) [NCBI Gene 8864] {aka FASPS, FASPS1}, NR1D1 (nuclear receptor subfamily 1 group D member 1) [NCBI Gene 9572] {aka EAR1, REVERBA, REVERBalpha, THRA1, THRAL, ear-1}, RANGAP1 (Ran GTPase activating protein 1) [NCBI Gene 5905] {aka Fug1, RANGAP, SD}, CIART (circadian associated repressor of transcription) [NCBI Gene 148523] {aka C1orf51, CHRONO, GM129}, RORA (RAR related orphan receptor A) [NCBI Gene 6095] {aka IDDECA, NR1F1, ROR1, ROR2, ROR3, RORa1}, MICU1 (mitochondrial calcium uptake 1) [NCBI Gene 10367] {aka CALC, CBARA1, EFHA3, MPXPS, ara CALC}, GBF1 (golgi brefeldin A resistant guanine nucleotide exchange factor 1) [NCBI Gene 8729] {aka ARF1GEF, CMT2GG, CMTDI2, CMTDIA}, DNM1 (dynamin 1) [NCBI Gene 1759] {aka DEE31, DEE31A, DEE31B, DNM, EIEE31}, CRY2 (cryptochrome circadian regulator 2) [NCBI Gene 1408] {aka HCRY2, PHLL2}, VPS36 (vacuolar protein sorting 36 homolog) [NCBI Gene 51028] {aka C13orf9, CGI-145, EAP45}, CRY1 (cryptochrome circadian regulator 1) [NCBI Gene 1407] {aka DSPD, PHLL1}
- **Diseases:** arrhythmic (OMIM:212500)
- **Chemicals:** metal (MESH:D008670), zinc (MESH:D015032), aldosterone (MESH:D000450), streptomycin (MESH:D013307), nucleotide (MESH:D009711), DEX (MESH:D003915), TRIzol (MESH:C411644), cholesterol (MESH:D002784), DMEM (-), penicillin (MESH:D010406), dexamethasone (MESH:D003907), fatty acid (MESH:D005227), ATP (MESH:D000255), steroids (MESH:D013256), CO2 (MESH:D002245), PBS (MESH:D007854), glucose (MESH:D005947)
- **Species:** Human immunodeficiency virus 1 (no rank) [taxon 11676], Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** HEK239T — Homo sapiens (Human), Lung squamous cell carcinoma, Cancer cell line (CVCL_A2AI), HEK293T — Homo sapiens (Human), Transformed cell line (CVCL_0063), HEK293 — Homo sapiens (Human), Transformed cell line (CVCL_0045)

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12944709/full.md

## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC12944709/full.md

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Source: https://tomesphere.com/paper/PMC12944709