# Defining the heterogeneous molecular landscape of lung cancer cell responses to epigenetic inhibition

**Authors:** Chuwei Lin, Catherine M. Sniezek, Christopher D. McGann, Rashmi Karki, Ross M. Giglio, Benjamin A. Garcia, José L. McFaline-Figueroa, Devin K. Schweppe

PMC · DOI: 10.1038/s42003-025-09455-0 · Communications Biology · 2026-01-28

## TL;DR

This study explores how different lung cancer cells respond to epigenetic drugs, revealing both shared and unique molecular changes.

## Contribution

The paper provides a comprehensive multi-omics dataset profiling HDAC inhibitor responses in non-isogenic cancer cell lines.

## Key findings

- HDACi-regulated proteins show consistent and divergent effectors across cell lines.
- Quantitative profiling reveals coordinated molecular remodeling in treated cancer cells.
- A web interface is provided to explore the extensive dataset for drug perturbation analysis.

## Abstract

Epigenetic inhibitors exhibit powerful antiproliferative and anticancer activities. However, cellular responses to small-molecule epigenetic inhibition are heterogeneous and dependent on factors such as the genetic background and metabolic state of cells, as well as on-/off-target engagement of individual small-molecule compounds. The molecular study of the extent of this heterogeneity often measures changes in a single cell line. To more comprehensively profile the effects of small-molecule perturbations and their influence on heterogeneous cellular responses, we present a molecular resource based on the quantification of chromatin, proteome, and transcriptome remodeling due to histone deacetylase inhibitors (HDACi) in non-isogenic cell lines. Through quantitative molecular profiling of 10,621 proteins, these data reveal coordinated molecular remodeling of HDACi treated cancer cells. HDACi-regulated proteins differ greatly across cell lines with consistent (JUN, MAP2K3, CDKN1A) and divergent (CCND3, ASF1B, BRD7) cell-state effectors. Together these data provide valuable insight into cell-type driven and heterogeneous responses that must be taken into consideration when monitoring molecular perturbations in culture models. We have also built a web interface for the extensive amount of data to allow users to explore the data as a resource for understanding chemical perturbation of diverse cell types.

Quantitative multi-omics profiling of HDAC inhibitor responses in non-isogenic cancer cell lines reveals shared and divergent molecular remodeling. Responses highlight cell-type-dependent and -independent epigenetic drug mechanisms of action.

## Linked entities

- **Genes:** JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 3725], MAP2K3 (mitogen-activated protein kinase kinase 3) [NCBI Gene 5606], CDKN1A (cyclin dependent kinase inhibitor 1A) [NCBI Gene 1026], CCND3 (cyclin D3) [NCBI Gene 896], ASF1B (anti-silencing function 1B histone chaperone) [NCBI Gene 55723], BRD7 (bromodomain containing 7) [NCBI Gene 29117]
- **Diseases:** lung cancer (MONDO:0005138)

## Full-text entities

- **Genes:** ZMYM3 (zinc finger MYM-type containing 3) [NCBI Gene 9203] {aka DXS6673E, MYM, XFIM, XLID112, ZNF198L2, ZNF261}, RACGAP1 (Rac GTPase activating protein 1) [NCBI Gene 29127] {aka CDAN3B, CYK4, HsCYK-4, ID-GAP, MgcRacGAP, RCGAP1}, BLNK (B cell linker) [NCBI Gene 29760] {aka AGM4, BASH, BLNK-S, LY57, SLP-65, SLP65}, PHF10 (PHD finger protein 10) [NCBI Gene 55274] {aka BAF45A, SMARCG4, XAP135}, CDK6 (cyclin dependent kinase 6) [NCBI Gene 1021] {aka MCPH12, PLSTIRE}, YWHAZ (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein zeta) [NCBI Gene 7534] {aka 14-3-3-zeta, HEL-S-3, HEL-S-93, HEL4, KCIP-1, POPCHAS}, SRC (SRC proto-oncogene, non-receptor tyrosine kinase) [NCBI Gene 6714] {aka ASV, SRC1, THC6, c-SRC, p60-Src}, IFNA1 (interferon alpha 1) [NCBI Gene 3439] {aka IFL, IFN, IFN-ALPHA, IFN-alphaD, IFNA13, IFNA@}, TXK (TXK tyrosine kinase) [NCBI Gene 7294] {aka BTKL, PSCTK5, PTK4, RLK, TKL}, CRTC1 (CREB regulated transcription coactivator 1) [NCBI Gene 23373] {aka MAML2, MECT1, Mam-2, TORC-1, TORC1, WAMTP1}, MARK2 (microtubule affinity regulating kinase 2) [NCBI Gene 2011] {aka EMK-1, EMK1, MRD76, PAR-1, Par-1b, Par1b}, BCL2L1 (BCL2 like 1) [NCBI Gene 598] {aka BCL-XL/S, BCL2L, BCLX, Bcl-X, PPP1R52}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 3725] {aka AP-1, AP1, c-Jun, cJUN, p39}, PRC1 (protein regulator of cytokinesis 1) [NCBI Gene 9055] {aka ASE1, MAP65}, CDKN1A (cyclin dependent kinase inhibitor 1A) [NCBI Gene 1026] {aka CAP20, CDKN1, CIP1, MDA-6, P21, SDI1}, JUNB (JunB proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 3726] {aka AP-1}, YWHAQ (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein theta) [NCBI Gene 10971] {aka 14-3-3, 1C5, HS1}, BCL2 (BCL2 apoptosis regulator) [NCBI Gene 596] {aka Bcl-2, PPP1R50}, HDAC9 (histone deacetylase 9) [NCBI Gene 9734] {aka HD7, HD7b, HD9, HDAC, HDAC7B, HDAC9B}, NF2 (NF2, moesin-ezrin-radixin like (MERLIN) tumor suppressor) [NCBI Gene 4771] {aka ACN, BANF, SCH, SWNV, merlin-1}, CDK9 (cyclin dependent kinase 9) [NCBI Gene 1025] {aka C-2k, CDC2L4, CTK1, PITALRE, TAK}, EZH2 (enhancer of zeste 2 polycomb repressive complex 2 subunit) [NCBI Gene 2146] {aka ENX-1, ENX1, EZH2b, KMT6, KMT6A, WVS}, AKT2 (AKT serine/threonine kinase 2) [NCBI Gene 208] {aka HIHGHH, PKBB, PKBBETA, PRKBB, RAC-BETA}, YWHAB (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein beta) [NCBI Gene 7529] {aka GW128, HEL-S-1, HS1, KCIP-1, YWHAA}, HDAC1 (histone deacetylase 1) [NCBI Gene 3065] {aka GON-10, HD1, KDAC1, RPD3, RPD3L1}, PRKAA2 (protein kinase AMP-activated catalytic subunit alpha 2) [NCBI Gene 5563] {aka AMPK, AMPK2, AMPKa2, PRKAA}, INCENP (inner centromere protein) [NCBI Gene 3619], RPS6KA2 (ribosomal protein S6 kinase A2) [NCBI Gene 6196] {aka HU-2, MAPKAPK1C, RSK, RSK3, S6K-alpha, S6K-alpha2}, HDAC5 (histone deacetylase 5) [NCBI Gene 10014] {aka HD5, NY-CO-9}, SRPK2 (SRSF protein kinase 2) [NCBI Gene 6733] {aka SFRSK2}, ARID1B (AT-rich interaction domain 1B) [NCBI Gene 57492] {aka 6A3-5, BAF250B, BRIGHT, CSS1, DAN15, ELD/OSA1}, ZHX2 (zinc fingers and homeoboxes 2) [NCBI Gene 22882] {aka AFR1, RAF}, CCND3 (cyclin D3) [NCBI Gene 896], MAML2 (mastermind like transcriptional coactivator 2) [NCBI Gene 84441] {aka MAM-3, MAM2, MAM3, MLL-MAML2}, YWHAH (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein eta) [NCBI Gene 7533] {aka YWHA1}, MICALL1 (MICAL like 1) [NCBI Gene 85377] {aka MICAL-L1, MIRAB13}, EZH1 (enhancer of zeste 1 polycomb repressive complex 2 subunit) [NCBI Gene 2145] {aka KMT6B}, HDAC7 (histone deacetylase 7) [NCBI Gene 51564] {aka HD7, HD7A, HDAC7A}, DACT3 (dishevelled binding antagonist of beta catenin 3) [NCBI Gene 147906] {aka DAPPER3, RRR1}, DAD1 (defender against cell death 1) [NCBI Gene 1603] {aka OST2}, ASF1B (anti-silencing function 1B histone chaperone) [NCBI Gene 55723] {aka CIA-II}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, H3c7 (H3 clustered histone 7) [NCBI Gene 260423] {aka H3.2-221, H3c13, H3c14, H3c15, H3c2, H3c3}, SMARCA4 (SWI/SNF related BAF chromatin remodeling complex subunit ATPase 4) [NCBI Gene 6597] {aka BAF190, BAF190A, BRG1, CSS4, MRD16, OTSC12}, PGP (phosphoglycolate phosphatase) [NCBI Gene 283871] {aka AUM, G3PP, PGPase}, FOS (Fos proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 2353] {aka AP-1, C-FOS, p55}, SETD2 (SET domain containing 2, histone lysine methyltransferase) [NCBI Gene 29072] {aka HBP231, HIF-1, HIP-1, HSPC069, HYPB, KMT3A}, CDK4 (cyclin dependent kinase 4) [NCBI Gene 1019] {aka CMM3, MCPH31, PSK-J3}, AURKA (aurora kinase A) [NCBI Gene 6790] {aka AIK, ARK1, AURA, BTAK, PPP1R47, STK15}, Crybg1 (crystallin beta-gamma domain containing 1) [NCBI Gene 11630] {aka Aim1}, ROCK1 (Rho associated coiled-coil containing protein kinase 1) [NCBI Gene 6093] {aka P160ROCK, ROCK-I}, HDAC2 (histone deacetylase 2) [NCBI Gene 3066] {aka HD2, KDAC2, RPD3, YAF1}, YWHAG (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein gamma) [NCBI Gene 7532] {aka 14-3-3GAMMA, DEE56, EIEE56, PPP1R170}, PCGF6 (polycomb group ring finger 6) [NCBI Gene 84108] {aka MBLR, RNF134}, MGA (MAX dimerization protein MGA) [NCBI Gene 23269] {aka MAD5, MXD5, POF26}, HDAC6 (histone deacetylase 6) [NCBI Gene 10013] {aka CPBHM, HD6, JM21, KDAC6, PPP1R90}, Aurkb (aurora kinase B) [NCBI Gene 20877] {aka AIM-1, AIRK2, Aik2, Aim1, Ark2, AurB}, HDAC11 (histone deacetylase 11) [NCBI Gene 79885] {aka HD11}
- **Diseases:** NSCLC (MESH:D002289), mucoepidermoid carcinoma (MESH:D018277), lymphomas (MESH:D008223), adenocarcinoma (MESH:D000230), toxicity (MESH:D064420), lung fibrosis (MESH:D005355), CCLE cancer (MESH:D009369), lung cancer (MESH:D008175), melanomas (MESH:D008545), fatigue (MESH:D005221), dysgeusia (MESH:D004408), metastasis (MESH:D009362), hematological malignancies (MESH:D019337), nausea (MESH:D009325), lung adenocarcinoma (MESH:D000077192), colon cancer (MESH:D015179)
- **Chemicals:** ammonium hydroxide (MESH:D064753), SAHA (MESH:D000077337), formic acid (MESH:C030544), ralimetinib (MESH:C580958), iodoacetamide (MESH:D007460), ammonium bicarbonate (MESH:C027043), TFA (MESH:D014269), Panobinostat (MESH:D000077767), Peptides (MESH:D010455), doxorubicin (MESH:D004317), quisinostat (MESH:C541788), DeepCoverMOA (-), ACN (MESH:C084683), barasertib (MESH:C520647), acetonitrile (MESH:C032159), silica (MESH:D012822), TSA (MESH:C012589), urea (MESH:D014508), lysine (MESH:D008239), Belinostat (MESH:C487081), PVDF (MESH:C024865), CUDC-101 (MESH:C549566), TCEP (MESH:C080938), Triton X-100 (MESH:D017830), NP-40 (MESH:C010615), romidepsin (MESH:C087123), ethanol (MESH:D000431), DMSO (MESH:D004121), Bis-Tris (MESH:C026272), water (MESH:D014867), NaCl (MESH:D012965), Abexinostat (MESH:C512352), PBS (MESH:D007854), propionic anhydride (MESH:C096126), pivaloyloxymethyl butyrate (MESH:C070441), phosphopeptide (MESH:D010748), hydroxylamine (MESH:D019811), DTT (MESH:D004229)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** G12S, A750del, R248Q, A750, V600E, G13D
- **Cell lines:** K562 — Homo sapiens (Human), Blast phase chronic myelogenous leukemia, BCR-ABL1 positive, Cancer cell line (CVCL_0004), MCF7 — Homo sapiens (Human), Invasive breast carcinoma of no special type, Cancer cell line (CVCL_0031), MV4-11 — Homo sapiens (Human), Childhood acute monocytic leukemia, Cancer cell line (CVCL_0064), CVCL_0023 — Homo sapiens (Human), Finite cell line (CVCL_7268), A549 — Homo sapiens (Human), Lung adenocarcinoma, Cancer cell line (CVCL_0023), HCT116 — Homo sapiens (Human), Colon carcinoma, Cancer cell line (CVCL_0291), PSC1 — Homo sapiens (Human), Lung adenocarcinoma, Cancer cell line (CVCL_5622), Jurkat — Homo sapiens (Human), Childhood T acute lymphoblastic leukemia, Cancer cell line (CVCL_0065), CVCL_5622 — Homo sapiens (Human), Glycogen storage disease type V, Induced pluripotent stem cell (CVCL_QX71), H292 — Homo sapiens (Human), Lung mucoepidermoid carcinoma, Cancer cell line (CVCL_0455), HeLa — Homo sapiens (Human), Human papillomavirus-related endocervical adenocarcinoma, Cancer cell line (CVCL_0030), CVCL_B260 — Homo sapiens (Human), Finite cell line (CVCL_L934), INER-51 adenocarcinoma — Homo sapiens (Human), Lung adenocarcinoma, Cancer cell line (CVCL_5531), PC9 — Homo sapiens (Human), Lung adenocarcinoma, Cancer cell line (CVCL_B260)

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12876866/full.md

## References

10 references — full list in the complete paper: https://tomesphere.com/paper/PMC12876866/full.md

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Source: https://tomesphere.com/paper/PMC12876866