Background
Mechanisms and methods associated with the phenomenon of LLPS
Concepts and mechanisms
Category | Database | Availability | Details of databases | References |
---|---|---|---|---|
Prediction of LLPS related proteins | SGnn | Proteins bearing prion-like domains (PrLDs) | [27] | |
PhaSepDB | Phase-separation related proteins | [28] | ||
D2P2 | Phase-separation related proteins | [29] | ||
PLAAC | Prion-Like Amino Acid Composition | [30] | ||
DrLLPS | Proteins in this database are classified as drivers, regulators and potential Clients | [31] | ||
PhaSePro | A manually curated database of LLPS driver proteins in various organisms, with emphasis on the biophysical properties that govern phase separation. | [32] | ||
BioGRID | Database of Protein, Genetic and Chemical Interactions | [33] | ||
LLPSDB | A database of proteins undergoing LLPS in vitro | [34] | ||
HUMAN CELL MAP | Summarizes for each compartment the enrichment of expected domains and motifs as well as GO-terms Provides channels to analyze spatiotemporal correlations between proteins in different organelles | [35] | ||
MLOsMetaDB | Unified resource of MLOs and LLPS associated proteins | [36] | ||
catGRANULE | A website good at predicting LLPS propensity of dosage-sensitive proteins | [37] | ||
PScore | A machine learning algorithm that predicts the likelihood of phase separated proteins | [38] | ||
Prediction of LLPS related RNAs | RPS | A comprehensive database of RNAs involved in liquid–liquid phase separation | [39] | |
RNAPhaSep | A resource of RNAs undergoing phase separation | [40] | ||
RNA granule database | A database containing RNA granules | [41] | ||
Integreation of LLPS related diseases | DisPhaseDB | An integrative database of diseases related variations in liquid–liquid phase separation proteins | [42] | |
Prediction of specific structures or features of LLPS | IUPred2A | Combination of the iupred database and the ANCHOR database, which can predict the disordered and disordered binding regions of proteins | [43] | |
PONDR | Predictor of natural disordered regions | [44] | ||
MobiDB | Provides information about intrinsically disordered regions and related features | [45] | ||
CIDER | Calculation of many different parameters associated with disordered protein sequences | [46] | ||
ZipperDB | Predictions of fibril-forming segments within protein | [47] | ||
Metadisorder | Prediction of protein disorder | [48] | ||
DisMeta | Prediction of protein disorder | [49] | ||
Expasy | Computation of the theoretical pI (isoelectric point) and Mw (molecular weight) | [50] | ||
AMYCO | Evaluation of mutation impact on prion-like proteins aggregation propensity | [51] | ||
MFDp2 | Accurate sequence-based prediction of protein disorder which also outputs well-described sequence-derived information that allows profiling the predicted disorder | [52] |
Structural characteristics and critical components that triggers LLPS
Multi-foldable domains
IDR/low-complexity domains contribute to LLPS
Nucleic acids regulate LLPS
Head-to-tail polymerization
Sequence variations at the gene levels
External conditions and physicochemical properties affect LLPS
PTM | Disease association | Participants | Biological role | Regulation of LLPS | References |
---|---|---|---|---|---|
Ubiquitination | Non-small-cell lung cancer | USP42 | Drives nuclear speckle mrna splicing and promote tumorigenesis | Promotion | [8] |
Multiple cancer types | p62 | Promotes tumor cell survival by upregulating p62 liquid droplet formation and degradation | Promotion | [103] | |
Multiple cancer types | SPOP/DAXX | Co-localizes with DAXX in Liquid Nuclear Organelles and facilitates DAXX Ubiquitination | Promotion | [104] | |
Phosphorylation | Multiple cancer types | TAZ | Formation of transcription compartment to promote gene expression | Promotion | [68] |
Methylation | Leukaemia | YTHDC1-m6A condensates | Facilitates a phase-separated nuclear body and suppresses myeloid leukemica differentiation | Promotion | [105] |
Multiple cancer types | UTX (namely KDM6A) | Involved in chromatin-regulatory activity in tumour suppression | Promotion | [106] | |
Sumoylation | Colon cancer | RNF168 | Genomic instability and DNA damage repair | Promotion | [107] |
Acetylation | Multiple cancer types | KAT8-IRF1 | KAT8-IRF1 condensate formation boosts PD-L1 transcription | Promotion | [108] |
Neddylation | Acute promyelocytic leukemia (APL) | PML/RARa | Induce abberent LLPS and disrupt function of PML nuclear bodies to drive APL | Inhibition | [109] |
Deregulated phase separation in cancer
Signaling Pathway | Cancer type | Biomolecule/ condensate | Biological role | Ref |
---|---|---|---|---|
EGFR/RAS signaling | Lung cancer | EGFR condensates | Regulating pro-tumor activation of Ras | |
KRAS signaling | Lung cancer | EML4-ALK condensates | Modulating the KRAS signaling pathway, amplifying the oncogenic potential of this cascade, ultimately leading to dysregu- lated cellular proliferation and survival | |
JAK-STAT3 signaling | Lung cancer | EZH2/STAT3 | Myristoylation modification of EZH2 enables its phase separation, compartmentalize STAT3 within the condensates and leads to the sustained activation and enhanced transcriptional activity of STAT3 | [113] |
PI3K-AKT-mTOR signaling pathway | Lung cancer | stress granule | dynamically interacting with a key component of lung oncogenic pathway, mTOR and its regulators, influencing its localization, activity, and downstream signaling | [114] |
Hippo signaling pathway | Pan-cancer | YAP, TAZ, TEAD | Undergoing LLPS, accumulating in the nucleus coregulator with increased activity in various cancers | |
Hepatocellular carcinoma | G6PC (glycogen compartments) | YAP signaling activation | [116] | |
Hepatocellular carcinoma | YAP/TEAD transcriptional condensates | Acting as signaling hubs for the tumor microenvironment | [117] | |
Hepatocellular carcinoma | Laforin-Mst1/2 condensates | Increasing hepatocarcinogenesis | [116] | |
p53 signaling | Pan-cancer | p53, 53BP1 | 53BP1 can form phase separation droplets, which enrich tumor suppressor protein p53. Cancer-associated mutation of p53 can accelerate the protein aggregation and amyloid formation by destroying the folding of p53 core domain | |
Wnt/β-catenin signaling | Breast and prostate cancer | DACT1 | WNT signaling inhibition | [120] |
TGF-β signaling | Colorectal cancer | SMAD3 | forming nuclear foci when the signaling pathway is activated | [121] |
cAMP/PKA signaling | Atypical liver cancer fibrolamellar carcinoma | DnaJB1-PKAcat fusion | Tumorigenic cAMP signaling | [122] |
Hepatocellular carcinoma | RIα condensates | Promoting cell proliferation and transformation | [122] | |
RAS signaling | Pan-cancer | EML4-ALK fusion | RAS signaling overactivation | |
Pan-cancer | CCDC6-RET fusion | RAS signaling overactivation | ||
Pan-cancer | LAT, GRB2, SOS | Activating Ras in tumour development | [125] | |
MAPK signaling | RTK-driven human cancer | SHP2 | Stimulation of downstream MAPK signaling pathways and ERK1/2 activation | [126] |
Wnt/β-Catenin signaling | Colorectal cancer | Destruction complex | Regulating development and stemness | [127] |
NRF2/NF-κB signaling | Lung cancer | p62 bodies | Accelerating cancer development | [128] |
NF-κB pathway signaling | Virus-associated cancer | p65/inclusion body | The trapped p65 (subunit of NF-κB) by phase separation of viral replication machinery cannot translocate into the nucleus to activate the downstream transcription of proinflammatory cytokine genes and other antiviral genes | [129] |
cGAS-STING signaling | Pan-cancer | NF2m-IRF3 condensates | Regulating tumor immunity | |
IL-6/STAT3 signaling | Hepatocellular carcinoma | Paraspeckles | IL-6/STAT3 signaling promotes paraspeckles formation, which favors overactivation of STAT3 | [132] |
LLPS promotes the proliferation of cancer cells
LLPS promotes the metastasis of tumors
LLPS helps evade tumor growth suppression, regulate the aging process, and achieve replicative immortality of tumor cells
LLPS modulates epigenetic reprogramming of various BMCs
LLPS helps cancer cells escape immune destruction and participate in tumor-associated inflammation
LLPS induce vasculature of the tumors
Genomic arrangements initiate LLPS
LLPS of SGs assist in avoiding cell death of cancer cells under the stress
LLPS regulates cellular metabolisms of cancer cells
Potential role of LLPS in the phenotypic plasticity of tumorigenesis
Clinical applications of LLPS in oncologic fields
Potential of LLPS in cancer treatments
Targeting strategy | Drug/molecules | Tumor types | Associated protein/condensate | Mechanism of action | References |
---|---|---|---|---|---|
Disruptions of the BMCs’ formations | IIA4B20, IIA6B17, mycmycin-1/2 | Pan-cancer | Myc | Preventing the Myc/Max dimerization inhibit Myc-induced malignant transformation | [196] |
YK-4–279 | EWS | EWS-FLI1 fusion | Binding to the IDR of the oncogenic transcription factor EWS-FLI1 and prevents the interaction between EWS-FLI1 and RNA helicase A, thereby slowing down EWS cell growth | [197] | |
elvitegravir | Lung cancer | SRC1 | Directly binding to the highly disordered SRC1 and effectively inhibit YAP oncogene transfer by disrupting liquid–liquid separation in SRC1/YAP/TEAD condensates | [117] | |
C108 | Breast cancer | G3BP2 (SG core component) | Diminishing the role of SG core component G3BP2 in breast cancer initiation and improve the efficacy of chemotherapy drugs | [198] | |
2142–R8 peptide | Pan-cancer | KAT8–IRF1 condensates | disrupt the formation of KAT8–IRF1 condensates, subsequently suppressing PD-L1 expression and enhancing antitumor immunity in vitro and in vivo | [198] | |
BAY 249716 | Pan-cancer | p53 | Inducing condensate formation of DNA-binding defective mutants; dissolve nuclear condensates of structural mutants; covalent binders | [199] | |
BAY 1892005 | |||||
Avrainvillamide | Aml | NPM1 | Restoring nucleolar localization of cytoplasmic NPM1 mutant; covalent binder | [200] | |
SHP099 | RTK-driven human cancer | SHP2 | Stabilizing SHP2 in an auto-inhibited conformation and suppressing RAS–ERK signalling to inhibit the proliferation of receptor-tyrosine-kinase-driven human cancer cells | [201] | |
ET070 | RTK-driven human cancer | SHP2 | Inhibiting the phase separation ability of SHP2 mutants by locking SHP2 in the “off” conformation | [126] | |
JQ1 | Breast cancer and colon cancer | BET family of bromodomain proteins | Partitions into transcriptional condensates; dissolving MED1 nuclear condensates | [202] | |
EPI-001 | Prostate cancer | Androgen receptor | Dissolving androgen receptor-rich transcriptional condensates | [203] | |
Leptomycin B | Leukemia | CRM1 | Inhibiting formation of aberrant NUP98–HOXA9 transcriptional condensates | [204] | |
Ribavirin | Prostate cancer | OCT4/AR/FOXA1, OCT4/NRF1 | Inhibiting the formation of OCT4-AR axis by modulating OCT4 condensates in the nucleus | [205] | |
Tin (IV) oxochloride-derived cluster | Pan-cancer | IDR of TAF2 in TFIID | Disrupting transcription initiation by selectively impairing the function of TFIID | [206] | |
PRIMA-1; ReACp53 | Ovarian carcinoma | p53 mutants | Induction of cell cycle arrest in cancer cells with mutant p53 by restoring the native conformation of aggregated mutant p53 proteins | [207] | |
PCG | Breast cancer | IDR of BRD4 | Suppression of BRD4-dependent gene transcription | [208] | |
bis-ANS | Colon cancer | LCD of TDP-43 | high concentrations of bis-ANS inhibit TDP-43 condensate assembly, whereas low concentrations facilitate the formation of liquid droplets | [209] | |
Modifications of PTMs and physicochemical conditions | SI-2 | Multiple myeloma | SRC3/NSD2 condensate | Phase separation of SRC3 mediated by histone methyltransferase NSD2 leads to resistance to bleitinib in multiple myeloma, whereas the inhibitor SI-2 Inhibits formation of drug-resistant SRC3/NSD2 condensates and improves the therapeutic efficacy of bleitinib | [210] |
Olaparib | Pan-cancer | PARP1/2 DNA repair condensate | Inhibiting PARP1/2 and thus interferes with the formation of PARylation related DNA repair condensates | [211] | |
GSK-J4 | Osteosarcoma | HOXB8/FOSL1 CRC | The H3K27 demethylase inhibitor GSK-J4, inhibits the CRC phase separation and results in metastasis suppression and re-sensitivity to chemotherapy drugs | [212] | |
icFSP1 | Melanoma and lung cancer | hFSP1 | Inducing phase separation of myristoylated hFSP1, thus promoting ferroptosis and inhibit tumor proliferations | [195] | |
GSK-626616 | Pan-cancer | DYRK3 | Inhibit PRAS40 phosphorylation and restrain mTORC1 signaling in SGs | [213] | |
JQ1 | AML | BRD4 | Release the Mediator complex from SEs | [214] | |
SGC0946 | MLL leukemia | DOT1L | Inhibit histone H3K79 methylation and histone H4 acetylation | [215] | |
THZ1 | Pan-cancer | CDK7 | Inhibit RNAPII phosphorylation | [216] | |
THZ531 | Pan-cancer | CDK12 and CDK13 | Inhibit RNAPII phosphorylation | [217] | |
Drug interventions and distributions of the dynamics of condensates | Cisplatin | Breast cancer and colon cancer | MED1 transcriptional condensates | Partitions into transcriptional condensates; dissolves MED1 and BRD4 nuclear condensates | [202] |
Tamoxifen | breast cancer and colon cancer | Estrogen receptor | Seletively partitions into transcriptional condensates | [202] | |
mitoxantrone | breast cancer and colon cancer | Estrogen receptor | Seletively partitions into transcriptional condensates | [202] | |
PML-retinoic acid receptor α | APL | PML bodies | Hindering the assembly of PML bodies and result in the suppression of differentiation genes. Successful APL treatment involves the restoration of PML nuclear bodies using empirically discovered drugs | [109] |
Disruptions of the formation of BMCs
Modifications of PTMs and physicochemical conditions
Drug interventions of the dynamics of condensates
Roles of LLPS in vesicular trafficking and drugs’ delivery
Conclusions and future perspectives
Critical issues in the current development of oncogenic LLPS | Outlook and reflection on the future/ possible solutions to the questions |
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What are the functional differences between LLPS-formed assemblies and typical protein complexes? What factors contribute to dynamic condensation and decondensation, and how do different BMCs communicate in vitro and in vivo? | The target protein molecules and signaling pathways discovered through LLPS method are a class of molecules that can form condensates spontaneously due to their own unique properties or under different environmental conditions. LLPS is essentially an energy saving process in the organisms. Further functional differences between LLPS‐formed assemblies and canonical protein complexes deserve investigations |
Is there other function of PTMs in tumorigenesis and tumor progressions? | Further studies on phase separation on the basis of proteomics and PTMs are needed |
Detections of BMCs/ MLOs in tumor samples and clinicopathologic associations with cancer patients are deficient | Clinicopathologic tests should be involved in further studies |
How do environment conditions inducing condensate assemblies being applied to clinical practice? | Perhaps changing the environment conditions can dynamically alter the condensation and decondensation of the BMC, which will make sense in drug deliveries. A greater understanding of the opportunities for targeting LLPS condensates in the pharmaceutical intervention should be obtained |
Is there any new convenient method to probe and control (induce, dissolve, or tune) the endogenous condensates? | The partitioning of anticancer drugs in subcellular condensates is also dominant for drug efficacy. According to this characteristic, we can detect the distribution of drugs in cells or by linking drugs to molecules that can specifically aggregate in liquid droplets |
How to make use of LLPS to enhance the efficiency of drugs in clinical practice? |