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1.
bioRxiv ; 2024 Jul 22.
Article in English | MEDLINE | ID: mdl-39091731

ABSTRACT

Transcription-coupled DNA repair (TCR) removes bulky DNA lesions impeding RNA polymerase II (RNAPII) transcription. Recent studies have outlined the stepwise assembly of TCR factors CSB, CSA, UVSSA, and TFIIH around lesion-stalled RNAPII. However, the mechanism and factors required for the transition to downstream repair steps, including RNAPII removal to provide repair proteins access to the DNA lesion, remain unclear. Here, we identify STK19 as a new TCR factor facilitating this transition. Loss of STK19 does not impact initial TCR complex assembly or RNAPII ubiquitylation but delays lesion-stalled RNAPII clearance, thereby interfering with the downstream repair reaction. Cryo-EM and mutational analysis reveal that STK19 associates with the TCR complex, positioning itself between RNAPII, UVSSA, and CSA. The structural insights and molecular modeling suggest that STK19 positions the ATPase subunits of TFIIH onto DNA in front of RNAPII. Together, these findings provide new insights into the factors and mechanisms required for TCR.

2.
Nat Commun ; 15(1): 6641, 2024 Aug 05.
Article in English | MEDLINE | ID: mdl-39103378

ABSTRACT

DNA-protein crosslinks (DPCs) are toxic lesions that inhibit DNA related processes. Post-translational modifications (PTMs), including SUMOylation and ubiquitylation, play a central role in DPC resolution, but whether other PTMs are also involved remains elusive. Here, we identify a DPC repair pathway orchestrated by poly-ADP-ribosylation (PARylation). Using Xenopus egg extracts, we show that DPCs on single-stranded DNA gaps can be targeted for degradation via a replication-independent mechanism. During this process, DPCs are initially PARylated by PARP1 and subsequently ubiquitylated and degraded by the proteasome. Notably, PARP1-mediated DPC resolution is required for resolving topoisomerase 1-DNA cleavage complexes (TOP1ccs) induced by camptothecin. Using the Flp-nick system, we further reveal that in the absence of PARP1 activity, the TOP1cc-like lesion persists and induces replisome disassembly when encountered by a DNA replication fork. In summary, our work uncovers a PARP1-mediated DPC repair pathway that may underlie the synergistic toxicity between TOP1 poisons and PARP inhibitors.


Subject(s)
DNA Repair , DNA Replication , DNA Topoisomerases, Type I , Poly (ADP-Ribose) Polymerase-1 , Poly ADP Ribosylation , Animals , Poly (ADP-Ribose) Polymerase-1/metabolism , Poly (ADP-Ribose) Polymerase-1/genetics , DNA Topoisomerases, Type I/metabolism , Xenopus laevis , Ubiquitination , Humans , DNA/metabolism , DNA Damage , Camptothecin/pharmacology , Protein Processing, Post-Translational , DNA, Single-Stranded/metabolism , Xenopus Proteins/metabolism
3.
J Mol Biol ; : 168735, 2024 Aug 02.
Article in English | MEDLINE | ID: mdl-39098594

ABSTRACT

RNA polymerase II (RNAPII) is responsible for the synthesis of a diverse set of RNA molecules, including protein-coding messenger RNAs (mRNAs) and many short non-coding RNAs (ncRNAs). For this purpose, RNAPII relies on a multitude of factors that regulate the transcription cycle, from initiation and promoter-proximal pausing, through elongation and finally termination. RNAPII transcription termination at the end of genes ensures the release of RNAPII from the DNA template and its efficient recycling for further rounds of transcription. Termination of RNAPII is tightly coupled to 3'-end mRNA processing, which constitutes an important trigger for the subsequent transcription termination event. In this review, we discuss the current understanding of RNAPII termination mechanisms, focusing on 'canonical' termination at the 3'-end of genes. We also integrate the allosteric and 'torpedo' models into a unified model of termination, and describe the different termination factors that have been identified to date, paying special attention to the human factors and their mechanism of action at the molecular level. Indeed, in recent years the development of novel approaches in structural biology, biochemistry and cell biology have together led to a more detailed comprehension of the different mechanisms of RNAPII termination, and a better understanding of their importance in regulating gene expression, especially under cellular stress and pathological situations.

4.
Mol Genet Genomics ; 299(1): 59, 2024 May 26.
Article in English | MEDLINE | ID: mdl-38796829

ABSTRACT

RECQL5 is a member of the conserved RecQ family of DNA helicases involved in the maintenance of genome stability that is specifically found in higher eukaryotes and associates with the elongating RNA polymerase II. To expand our understanding of its function we expressed human RECQL5 in the yeast Saccharomyces cerevisiae, which does not have a RECQL5 ortholog. We found that RECQL5 expression leads to cell growth inhibition, increased genotoxic sensitivity and transcription-associated hyperrecombination. Chromatin immunoprecipitation and transcriptomic analysis of yeast cells expressing human RECQL5 shows that this is recruited to transcribed genes and although it causes only a weak impact on gene expression, in particular at G + C-rich genes, it leads to a transcription termination defect detected as readthrough transcription. The data indicate that the interaction between RNAPII and RECQL5 is conserved from yeast to humans. Unexpectedly, however, the RECQL5-ID mutant, previously shown to have reduced the association with RNAPII in vitro, associates with the transcribing polymerase in cells. As a result, expression of RECQL5-ID leads to similar although weaker phenotypes than wild-type RECQL5 that could be transcription-mediated. Altogether, the data suggests that RECQL5 has the intrinsic ability to function in transcription-dependent and independent genome dynamics in S. cerevisiae.


Subject(s)
Genomic Instability , RecQ Helicases , Saccharomyces cerevisiae , Transcription, Genetic , Saccharomyces cerevisiae/genetics , Genomic Instability/genetics , RecQ Helicases/genetics , RecQ Helicases/metabolism , Humans , Transcription, Genetic/genetics , RNA Polymerase II/genetics , RNA Polymerase II/metabolism
5.
Mol Cell ; 83(18): 3253-3267.e7, 2023 09 21.
Article in English | MEDLINE | ID: mdl-37683646

ABSTRACT

RNA polymerase II (RNAPII) transcription involves initiation from a promoter, transcriptional elongation through the gene, and termination in the terminator region. In bacteria, terminators often contain specific DNA elements provoking polymerase dissociation, but RNAPII transcription termination is thought to be driven entirely by protein co-factors. We used biochemical reconstitution, single-molecule studies, and genome-wide analysis in yeast to study RNAPII termination. Transcription into natural terminators by pure RNAPII results in spontaneous termination at specific sequences containing T-tracts. Single-molecule analysis indicates that termination involves pausing without backtracking. The "torpedo" Rat1-Rai1 exonuclease (XRN2 in humans) greatly stimulates spontaneous termination but is ineffectual on other paused RNAPIIs. By contrast, elongation factor Spt4-Spt5 (DSIF) suppresses termination. Genome-wide analysis further indicates that termination occurs by transcript cleavage at the poly(A) site exposing a new 5' RNA-end that allows Rat1-Rai1 loading, which then catches up with destabilized RNAPII at specific termination sites to end transcription.


Subject(s)
RNA Polymerase II , Saccharomyces cerevisiae Proteins , Humans , RNA Polymerase II/genetics , DNA , Transcription, Genetic , Exonucleases , Peptide Elongation Factors , Saccharomyces cerevisiae/genetics , RNA-Binding Proteins , Saccharomyces cerevisiae Proteins/genetics
6.
Annu Rev Biochem ; 92: 81-113, 2023 06 20.
Article in English | MEDLINE | ID: mdl-37040775

ABSTRACT

Ultraviolet (UV) irradiation and other genotoxic stresses induce bulky DNA lesions, which threaten genome stability and cell viability. Cells have evolved two main repair pathways to remove such lesions: global genome nucleotide excision repair (GG-NER) and transcription-coupled nucleotide excision repair (TC-NER). The modes by which these subpathways recognize DNA lesions are distinct, but they converge onto the same downstream steps for DNA repair. Here, we first summarize the current understanding of these repair mechanisms, specifically focusing on the roles of stalled RNA polymerase II, Cockayne syndrome protein B (CSB), CSA and UV-stimulated scaffold protein A (UVSSA) in TC-NER. We also discuss the intriguing role of protein ubiquitylation in this process. Additionally, we highlight key aspects of the effect of UV irradiation on transcription and describe the role of signaling cascades in orchestrating this response. Finally, we describe the pathogenic mechanisms underlying xeroderma pigmentosum and Cockayne syndrome, the two main diseases linked to mutations in NER factors.


Subject(s)
Cockayne Syndrome , Humans , Cockayne Syndrome/genetics , Cockayne Syndrome/metabolism , DNA Repair Enzymes/genetics , DNA Repair Enzymes/metabolism , Transcription, Genetic , DNA Repair , DNA Damage , DNA/genetics , DNA/metabolism , Carrier Proteins/metabolism
7.
Cell Rep ; 41(4): 111536, 2022 10 25.
Article in English | MEDLINE | ID: mdl-36288698

ABSTRACT

The "last resort" pathway results in ubiquitylation and degradation of RNA polymerase II in response to transcription stress and is governed by factors such as Def1 in yeast. Here, we show that the SMY2 gene acts as a multi-copy suppressor of DEF1 deletion and functions at multiple steps of the last resort pathway. We also provide genetic and biochemical evidence from disparate cellular processes that Smy2 works more broadly as a hitherto overlooked regulator of Cdc48 function. Similarly, the Smy2 homologs GIGYF1 and -2 affect the transcription stress response in human cells and regulate the function of the Cdc48 homolog VCP/p97, presently being explored as a target for cancer therapy. Indeed, we show that the apoptosis-inducing effect of VCP inhibitors NMS-873 and CB-5083 is GIGYF1/2 dependent.


Subject(s)
Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Humans , Adenosine Triphosphatases/metabolism , Carrier Proteins/genetics , Cell Cycle Proteins/genetics , Cell Cycle Proteins/metabolism , RNA Polymerase II/metabolism , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism , Valosin Containing Protein/genetics , Valosin Containing Protein/metabolism
8.
Mol Cell Biol ; 42(10): e0017322, 2022 10 20.
Article in English | MEDLINE | ID: mdl-36121223

ABSTRACT

During the heat shock response (HSR), heat shock factor (HSF1 in mammals) binds to target gene promoters, resulting in increased expression of heat shock proteins that help maintain protein homeostasis and ensure cell survival. Besides HSF1, only a relatively few transcription factors with a specific role in ensuring correctly regulated gene expression during the HSR have been described. Here, we use proteomic and genomic (CRISPR) screening to identify a role for RPRD1B in the response to heat shock. Indeed, cells depleted for RPRD1B are heat shock sensitive and show decreased expression of key heat shock proteins (HSPs). These results add to our understanding of the connection between basic gene expression mechanisms and the HSR.


Subject(s)
Heat-Shock Response , Proteomics , Animals , Heat Shock Transcription Factors/genetics , Heat Shock Transcription Factors/metabolism , Heat-Shock Response/genetics , Heat-Shock Proteins/genetics , Heat-Shock Proteins/metabolism , Transcription Factors/genetics , Transcription Factors/metabolism , Mammals/metabolism , HSP70 Heat-Shock Proteins/metabolism
9.
DNA Repair (Amst) ; 115: 103343, 2022 07.
Article in English | MEDLINE | ID: mdl-35633597

ABSTRACT

During transcription, RNA polymerase II (RNAPII) faces numerous obstacles, including DNA damage, which can lead to stalling or arrest. One mechanism to contend with this situation is ubiquitylation and degradation of the largest RNAPII subunit, RPB1 - the 'last resort' pathway. This conserved, multi-step pathway was first identified in yeast, and the functional human orthologues of all but one protein, RNAPII Degradation Factor 1 (Def1), have been discovered. Here we show that following UV-irradiation, human Ubiquitin-associated protein 2 (UBAP2) or its paralogue UBAP2-like (UBAP2L) are involved in the ubiquitylation and degradation of RNAPII through the recruitment of Elongin-Cul5 ubiquitin ligase. Together, our data indicate that UBAP2 and UBAP2L are the human orthologues of yeast Def1, and so identify the key missing proteins in the human last resort pathway.


Subject(s)
RNA Polymerase II , Saccharomyces cerevisiae Proteins , Humans , Carrier Proteins/metabolism , Chromosomal Proteins, Non-Histone/metabolism , Cullin Proteins/metabolism , RNA Polymerase II/metabolism , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Ubiquitination , Ultraviolet Rays
10.
Mol Cell ; 82(8): 1573-1588.e10, 2022 04 21.
Article in English | MEDLINE | ID: mdl-35114099

ABSTRACT

The heat shock (HS) response involves rapid induction of HS genes, whereas transcriptional repression is established more slowly at most other genes. Previous data suggested that such repression results from inhibition of RNA polymerase II (RNAPII) pause release, but here, we show that HS strongly affects other phases of the transcription cycle. Intriguingly, while elongation rates increase upon HS, processivity markedly decreases, so that RNAPII frequently fails to reach the end of genes. Indeed, HS results in widespread premature transcript termination at cryptic, intronic polyadenylation (IPA) sites near gene 5'-ends, likely via inhibition of U1 telescripting. This results in dramatic reconfiguration of the human transcriptome with production of new, previously unannotated, short mRNAs that accumulate in the nucleus. Together, these results shed new light on the basic transcription mechanisms induced by growth at elevated temperature and show that a genome-wide shift toward usage of IPA sites can occur under physiological conditions.


Subject(s)
Polyadenylation , Transcriptome , Heat-Shock Response/genetics , Humans , RNA Polymerase II/genetics , RNA Polymerase II/metabolism , RNA, Messenger/genetics
11.
J Genet Genomics ; 49(7): 654-665, 2022 07.
Article in English | MEDLINE | ID: mdl-34896608

ABSTRACT

Familial dysautonomia (FD), a hereditary sensory and autonomic neuropathy, is caused by a mutation in the Elongator complex protein 1 (ELP1) gene that leads to a tissue-specific reduction of ELP1 protein. Our work to generate a phenotypic mouse model for FD headed to the discovery that homozygous deletion of the mouse Elp1 gene leads to embryonic lethality prior to mid-gestation. Given that FD is caused by a reduction, not loss, of ELP1, we generated two new mouse models by introducing different copy numbers of the human FD ELP1 transgene into the Elp1 knockout mouse (Elp1-/-) and observed that human ELP1 expression rescues embryonic development in a dose-dependent manner. We then conducted a comprehensive transcriptome analysis in mouse embryos to identify genes and pathways whose expression correlates with the amount of ELP1. We found that ELP1 is essential for the expression of genes responsible for nervous system development. Further, gene length analysis of the differentially expressed genes showed that the loss of Elp1 mainly impacts the expression of long genes and that by gradually restoring Elongator, their expression is progressively rescued. Finally, through evaluation of co-expression modules, we identified gene sets with unique expression patterns that depended on ELP1 expression.


Subject(s)
Carrier Proteins , Dysautonomia, Familial , Animals , Carrier Proteins/genetics , Disease Models, Animal , Dysautonomia, Familial/genetics , Dysautonomia, Familial/metabolism , Gene Expression , Homozygote , Humans , Mice , Sequence Deletion
12.
Cell Rep Methods ; 2(12): 100368, 2022 12 19.
Article in English | MEDLINE | ID: mdl-36590686

ABSTRACT

Transcription of protein-coding genes is regulated by dynamic association of co-factors with RNA polymerase II (RNAPII). The function of these factors and their relationship with RNAPII is often poorly understood. Here, we present an approach for elongation-factor-specific mNET capture (ELCAP) of RNAPII complexes for sequencing and mass spectrometry analysis aimed at investigating the function of such RNAPII regulatory proteins. As proof of principle, we apply ELCAP to the RNAPII-associated proteins SCAF4 and SCAF8, which share an essential role as mRNA anti-terminators but have individual roles at the 3' end of genes. Mass spectrometry analysis shows that both SCAF4 and SCAF8 are part of RNAPII elongation complexes containing 3' end processing factors but depleted of splicing components. Importantly, the ELCAP sequencing (ELCAP-seq) profiles of SCAF4- and SCAF8-RNAPII complexes nicely reflect their function as mRNA-anti-terminators and their competing functions at the end of genes, where they prevent or promote transcriptional readthrough.


Subject(s)
Peptide Elongation Factors , RNA Polymerase II , RNA Polymerase II/genetics , Peptide Elongation Factors/genetics , Transcription Factors/genetics , RNA, Messenger/genetics , RNA Splicing/genetics
13.
DNA Repair (Amst) ; 107: 103208, 2021 11.
Article in English | MEDLINE | ID: mdl-34416541

ABSTRACT

Lesions in genes that result in RNA polymerase II (RNAPII) stalling or arrest are particularly toxic as they are a focal point of genome instability and potently block further transcription of the affected gene. Thus, cells have evolved the transcription-coupled nucleotide excision repair (TC-NER) pathway to identify damage-stalled RNAPIIs, so that the lesion can be rapidly repaired and transcription can continue. However, despite the identification of several factors required for TC-NER, how RNAPII is remodelled, modified, removed, or whether this is even necessary for repair remains enigmatic, and theories are intensely contested. Recent studies have further detailed the cellular response to UV-induced ubiquitylation and degradation of RNAPII and its consequences for transcription and repair. These advances make it pertinent to revisit the TC-NER process in general and with specific discussion of the fate of RNAPII stalled at DNA lesions.


Subject(s)
DNA Repair
15.
Nat Cell Biol ; 23(6): 608-619, 2021 06.
Article in English | MEDLINE | ID: mdl-34108662

ABSTRACT

Correct transcription is crucial for life. However, DNA damage severely impedes elongating RNA polymerase II, causing transcription inhibition and transcription-replication conflicts. Cells are equipped with intricate mechanisms to counteract the severe consequence of these transcription-blocking lesions. However, the exact mechanism and factors involved remain largely unknown. Here, using a genome-wide CRISPR-Cas9 screen, we identified the elongation factor ELOF1 as an important factor in the transcription stress response following DNA damage. We show that ELOF1 has an evolutionarily conserved role in transcription-coupled nucleotide excision repair (TC-NER), where it promotes recruitment of the TC-NER factors UVSSA and TFIIH to efficiently repair transcription-blocking lesions and resume transcription. Additionally, ELOF1 modulates transcription to protect cells against transcription-mediated replication stress, thereby preserving genome stability. Thus, ELOF1 protects the transcription machinery from DNA damage via two distinct mechanisms.


Subject(s)
DNA Damage , DNA Repair , Genomic Instability , Peptide Elongation Factor 1/metabolism , Transcription Elongation, Genetic , CRISPR-Cas Systems , Carrier Proteins/genetics , Carrier Proteins/metabolism , Evolution, Molecular , HCT116 Cells , Humans , Peptide Elongation Factor 1/genetics , RNA Polymerase II/metabolism , Transcription Factor TFIIH/genetics , Transcription Factor TFIIH/metabolism , Ubiquitination
16.
Mol Cell ; 81(13): 2808-2822.e10, 2021 07 01.
Article in English | MEDLINE | ID: mdl-34111399

ABSTRACT

The cyclic GMP-AMP synthase-stimulator of interferon genes (cGAS-STING) pathway senses cytosolic DNA and induces interferon-stimulated genes (ISGs) to activate the innate immune system. Here, we report the unexpected discovery that cGAS also senses dysfunctional protein production. Purified ribosomes interact directly with cGAS and stimulate its DNA-dependent activity in vitro. Disruption of the ribosome-associated protein quality control (RQC) pathway, which detects and resolves ribosome collision during translation, results in cGAS-dependent ISG expression and causes re-localization of cGAS from the nucleus to the cytosol. Indeed, cGAS preferentially binds collided ribosomes in vitro, and orthogonal perturbations that result in elevated levels of collided ribosomes and RQC activation cause sub-cellular re-localization of cGAS and ribosome binding in vivo as well. Thus, translation stress potently increases DNA-dependent cGAS activation. These findings have implications for the inflammatory response to viral infection and tumorigenesis, both of which substantially reprogram cellular protein synthesis.


Subject(s)
Cell Nucleus , Nucleotidyltransferases , Protein Biosynthesis , Ribosomes , Signal Transduction , Stress, Physiological , Active Transport, Cell Nucleus , Cell Nucleus/chemistry , Cell Nucleus/genetics , Cell Nucleus/metabolism , HEK293 Cells , Humans , Nucleotidyltransferases/chemistry , Nucleotidyltransferases/genetics , Nucleotidyltransferases/metabolism , Ribosomes/chemistry , Ribosomes/genetics , Ribosomes/metabolism
17.
Nat Rev Mol Cell Biol ; 22(1): 3-21, 2021 01.
Article in English | MEDLINE | ID: mdl-33208928

ABSTRACT

The journey of RNA polymerase II (Pol II) as it transcribes a gene is anything but a smooth ride. Transcript elongation is discontinuous and can be perturbed by intrinsic regulatory barriers, such as promoter-proximal pausing, nucleosomes, RNA secondary structures and the underlying DNA sequence. More substantial blocking of Pol II translocation can be caused by other physiological circumstances and extrinsic obstacles, including other transcribing polymerases, the replication machinery and several types of DNA damage, such as bulky lesions and DNA double-strand breaks. Although numerous different obstacles cause Pol II stalling or arrest, the cell somehow distinguishes between them and invokes different mechanisms to resolve each roadblock. Resolution of Pol II blocking can be as straightforward as temporary backtracking and transcription elongation factor S-II (TFIIS)-dependent RNA cleavage, or as drastic as premature transcription termination or degradation of polyubiquitylated Pol II and its associated nascent RNA. In this Review, we discuss the current knowledge of how these different Pol II stalling contexts are distinguished by the cell, how they overlap with each other, how they are resolved and how, when unresolved, they can cause genome instability.


Subject(s)
Nucleosomes , RNA Polymerase II/genetics , RNA Polymerase II/metabolism , Transcription Elongation, Genetic , Transcriptional Elongation Factors/metabolism , Animals , Humans , Transcriptional Elongation Factors/genetics
18.
Mol Cell Oncol ; 7(6): 1806679, 2020 Aug 31.
Article in English | MEDLINE | ID: mdl-33235910

ABSTRACT

Advanced sequencing techniques have helped unveil numerous new, potential cancer driver mutations. However, manual curation and analysis of gene and protein annotation are essential to verify such discoveries. Our recent study of STK19 (Serine Threonine Kinase 19), a previously identified melanoma driver, is a clear example of the importance of such detailed analysis, with both STK19 gene and protein annotations in frequently used databases having been proven incorrect.

19.
Sci Adv ; 6(18)2020 05.
Article in English | MEDLINE | ID: mdl-32917631

ABSTRACT

The RNA polymerase II (POLII)-driven transcription cycle is tightly regulated at distinct checkpoints by cyclin-dependent kinases (CDKs) and their cognate cyclins. The molecular events underpinning transcriptional elongation, processivity, and the CDK-cyclin pair(s) involved remain poorly understood. Using CRISPR-Cas9 homology-directed repair, we generated analog-sensitive kinase variants of CDK12 and CDK13 to probe their individual and shared biological and molecular roles. Single inhibition of CDK12 or CDK13 induced transcriptional responses associated with cellular growth signaling pathways and/or DNA damage, with minimal effects on cell viability. In contrast, dual kinase inhibition potently induced cell death, which was associated with extensive genome-wide transcriptional changes including widespread use of alternative 3' polyadenylation sites. At the molecular level, dual kinase inhibition resulted in the loss of POLII CTD phosphorylation and greatly reduced POLII elongation rates and processivity. These data define substantial redundancy between CDK12 and CDK13 and identify both as fundamental regulators of global POLII processivity and transcription elongation.

20.
Methods Protoc ; 3(3)2020 Jul 17.
Article in English | MEDLINE | ID: mdl-32709120

ABSTRACT

Measuring differences in cell cycle progression is often essential to understand cell behavior under different conditions, treatments and environmental changes. Cell synchronization is widely used for this purpose, but unfortunately, there are many cases where synchronization is not an option. Many cell lines, patient samples or primary cells cannot be synchronized, and most synchronization methods involve exposing the cells to stress, which makes the method incompatible with the study of stress responses such as DNA damage. The use of dual-pulse labelling using EdU and BrdU can potentially overcome these problems, but the need for individual sample processing may introduce a great variability in the results and their interpretation. Here, we describe a method to analyze cell proliferation and cell cycle progression by double staining with thymidine analogues in combination with fluorescent cell barcoding, which allows one to multiplex the study and reduces the variability due to individual sample staining, reducing also the cost of the experiment.

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