Deubiquitinase crucial for the spindle assembly checkpoint, preventing premature anaphase onset. It achieves this by specifically deubiquitinating cdc20, a negative regulator of the anaphase-promoting complex/cyclosome (APC/C).
Ubiquitin carboxyl-terminal hydrolase 44 (usp44) belongs to the ubiquitin-specific protease (USP) class of deubiquitylating enzymes (DUBs) in zebrafish. DUBs are essential for modulating protein-protein interactions and signaling processes by removing ubiquitin modifications from substrate proteins. Based on genome-wide loss-of-function studies, many zebrafish DUBs, including those in the USP class, play critical roles in embryonic development, particularly affecting notochord formation . While the specific function of usp44 is not detailed in the search results, DUBs in zebrafish generally regulate important developmental pathways, including Notch and BMP signaling .
USP44 contains the characteristic UCH (Ubiquitin C-terminal Hydrolase) domain (PF0043) that defines the USP class of deubiquitylating enzymes. The zebrafish genome encodes approximately 51 proteins in the USP class, all sharing this conserved domain . The UCH domain contains the catalytic site responsible for cleaving the isopeptide bond between ubiquitin and substrate proteins. The complete structural characterization of zebrafish USP44 would require techniques such as X-ray crystallography or cryo-electron microscopy, which would reveal its three-dimensional structure and potential substrate-binding regions.
While the search results don't specifically identify USP44-regulated processes, genome-wide screens have shown that 67% of tested DUBs (57 out of 85) in zebrafish produce observable developmental phenotypes when knocked down . These phenotypes commonly affect multiple regions including head, brain, eyes, body axis, notochord, precardial region, yolk, and tail development. The notochord was consistently affected in all DUB morphants showing phenotypes, suggesting that USP44 likely plays a role in notochord development as well . Further targeted studies would be needed to elucidate USP44's specific developmental functions.
Based on successful approaches with other DUBs, methylotrophic yeast Pichia pastoris represents an excellent expression system for recombinant DUBs from various species. For the related DmUCH from Drosophila, P. pastoris yielded high expression levels (up to 210 mg/l) when using the α-mating factor secretion signal . For zebrafish USP44, similar strategies could be employed:
Clone the usp44 gene into a suitable P. pastoris expression vector (e.g., pPICZα)
Transform the construct into P. pastoris strains (Mut+ or Muts; note that Muts strain produced higher yields for DmUCH)
Induce expression using methanol in BMMY medium at optimal pH (pH 6.0 for DmUCH)
Harvest the secreted protein from the culture supernatant
Alternative expression systems like E. coli could also be considered, though proper folding of complex eukaryotic proteins may be challenging .
A highly effective purification strategy for recombinant USP44 would involve:
C-terminal His-tagging of the recombinant protein to facilitate purification
Ni-NTA affinity chromatography as the primary purification step
Collection and concentration of eluted fractions containing USP44
Further purification using size exclusion chromatography or ion exchange chromatography if needed
For the related DmUCH, this approach yielded 18 mg of pure, active enzyme from 100 ml culture broth . Activity testing should be performed at each purification stage using a suitable substrate to ensure the retained enzymatic function. It's important to note that purification conditions should be optimized specifically for USP44 to maintain its native conformation and catalytic activity.
To quantitatively assess USP44 enzymatic activity, several methodologies can be employed:
Ubiquitin fusion protein cleavage assay: Create a fusion protein with ubiquitin linked to a reporter protein. Incubate with purified USP44 and monitor the release of the reporter protein over time using:
SDS-PAGE and Coomassie staining to visualize cleavage products
Western blotting for more sensitive detection
Mass spectrometry (ESI-MS) to confirm precise cleavage at the C-terminus of ubiquitin
Fluorogenic substrate assay: Use commercially available fluorogenic ubiquitin substrates (e.g., Ub-AMC) that release a fluorescent molecule upon cleavage.
Ubiquitin-chain disassembly assay: Monitor the disassembly of polyubiquitin chains of various linkage types (K48, K63, etc.) using western blotting with ubiquitin-specific antibodies.
Time-course experiments should be performed to determine reaction kinetics and enzyme efficiency . For the related DmUCH, complete substrate cleavage was observed within 60 minutes .
For effective USP44 knockdown in zebrafish embryos, two primary morpholino (MO) design strategies can be employed:
Translation-blocking MO: Target the ATG translation start site of usp44 mRNA to prevent protein synthesis. This approach requires knowledge of the 5' UTR and start codon sequence.
Splice-blocking MO: Target exon-intron junctions, particularly those near or within the conserved UCH domain, to disrupt proper splicing. This approach is particularly useful when the complete 5' sequence is unavailable.
Regardless of the strategy, consider these recommendations:
Design 2-3 different MOs to control for off-target effects
Use 3-5 ng of MO per embryo as a starting concentration
Include appropriate controls (standard control MO and/or mRNA rescue)
Confirm knockdown efficiency via RT-PCR (for splice-blocking MOs) or western blotting
In the comprehensive zebrafish DUB study, 85 DUBs were successfully targeted using these approaches, with splice-blocking MOs used for 11 genes lacking clear ATG site information .
While the specific phenotype of USP44 morphants isn't detailed in the search results, comprehensive screening of 85 DUB gene knockdowns revealed distinct phenotypic patterns that might be relevant:
67% of tested DUBs (57 out of 85) showed observable developmental phenotypes
Most affected multiple regions including head, brain, eyes, body axis, notochord, precardial region, yolk, and tail
The notochord was consistently affected in all DUB morphants showing phenotypes
Based on neuronal marker (huC) expression patterns, DUBs were classified into five groups (I-V)
To properly compare USP44 with other DUBs, researchers should:
Document comprehensive morphological abnormalities at multiple developmental stages
Analyze huC expression patterns to determine which group USP44 belongs to
Investigate effects on key developmental pathways (Notch, BMP) that other DUB groups regulate
Consider genetic interaction studies with related DUBs to identify functional redundancy
For generating stable usp44 mutant zebrafish lines using CRISPR-Cas9, consider the following comprehensive strategy:
gRNA design:
Target the conserved catalytic domain (UCH domain) to ensure loss of enzymatic function
Design 2-3 gRNAs targeting different exons within this domain
Use algorithms that predict high on-target and low off-target efficiency
Avoid regions with SNPs or high variability between strains
Delivery method:
Microinject a mixture of Cas9 protein (not mRNA) with gRNAs into one-cell stage embryos
Recommended concentrations: 300-500 ng/μl Cas9 protein and 25-50 ng/μl of each gRNA
Mutation screening:
Use T7 endonuclease assay or heteroduplex mobility assay to identify founders with mutations
Sequence the target region in F0 mosaic fish to characterize indels
Select frameshift mutations that disrupt the catalytic residues
Establishing stable lines:
Outcross F0 founders to wild-type fish
Screen F1 offspring for germline transmission using fin clip genotyping
Intercross heterozygous F1 fish to generate homozygous F2 mutants
Validation:
Confirm loss of USP44 protein using western blotting
Perform rescue experiments by injecting wild-type usp44 mRNA
Compare phenotypes with morpholino knockdown results to identify potential compensatory mechanisms
This approach should yield stable mutant lines suitable for detailed phenotypic analysis and functional studies.
To identify physiological substrates of zebrafish USP44, several complementary approaches should be employed:
Proteomics-based approaches:
Stable Isotope Labeling with Amino acids in Cell culture (SILAC) comparing wild-type versus usp44 knockout/knockdown
Di-Gly remnant profiling to identify ubiquitinated proteins that accumulate in USP44-deficient cells
Proximity-dependent biotin identification (BioID) or APEX2 proximity labeling with USP44 as the bait
Co-immunoprecipitation studies:
Use catalytically inactive USP44 mutant (trap mutant) that binds but cannot release substrates
Perform pull-downs followed by mass spectrometry analysis
Validate interactions with candidate substrates using reciprocal co-IPs
Yeast two-hybrid screening:
Use full-length USP44 or its catalytic domain as bait
Screen against zebrafish cDNA libraries from relevant developmental stages
In vitro deubiquitination assays:
Test candidate substrates identified from above approaches
Reconstitute ubiquitination/deubiquitination reactions with purified components
Analyze ubiquitin chain types and specificity
Comparative analysis:
Leverage known substrates of USP44 from other species, particularly mammals
Test conservation of these interactions in zebrafish model
These approaches should be complemented with genetic interaction studies and pathway analyses to build a comprehensive picture of USP44's functional network.
While the search results don't specifically address USP44's interaction with developmental pathways, we can make informed inferences based on the general patterns observed with DUBs in zebrafish:
Notch signaling pathway:
BMP signaling pathway:
Wnt signaling:
Many DUBs regulate Wnt pathway components
Analyze USP44 morphants for phenotypes consistent with Wnt dysregulation (e.g., tail defects, brain patterning abnormalities)
FGF signaling:
Examine effects on mesoderm induction and patterning
To determine specific pathway intersections, researchers should:
Analyze expression of pathway-specific target genes in USP44-deficient embryos
Perform epistasis experiments combining USP44 manipulation with pathway modulators
Identify direct USP44 substrates within these pathways using the methodologies described in 4.1
To predict the ubiquitin chain linkage specificity of zebrafish USP44, several bioinformatic approaches can be employed:
Structural modeling and analysis:
Generate homology models of zebrafish USP44 based on crystal structures of related USP family members
Perform molecular docking simulations with differently linked di-ubiquitin molecules (K48, K63, K11, etc.)
Analyze the binding pocket and potential specificity-determining residues
Sequence-based predictions:
Identify conserved ubiquitin-binding motifs and ubiquitin-interacting motifs (UIMs)
Compare with USPs of known linkage preferences
Analyze the S1' site that determines specificity for the proximal ubiquitin
Evolutionary conservation analysis:
Compare zebrafish USP44 with homologs from other species where linkage specificity is known
Identify conserved residues that may determine specificity
Perform phylogenetic analysis to identify closely related DUBs with known specificity
Machine learning approaches:
Use existing datasets on DUB specificity to train models
Apply trained models to predict zebrafish USP44 preferences
Validate predictions experimentally
Structure-guided mutagenesis predictions:
Identify residues likely involved in determining chain specificity
Predict effects of mutations on specificity
Design experimental validation studies
These computational predictions should be followed by experimental validation using in vitro deubiquitination assays with different ubiquitin chain types.
The functional conservation of USP44 between zebrafish and mammals can be assessed through multiple approaches:
A robust experimental approach would be to perform cross-species rescue experiments, expressing human USP44 in zebrafish usp44 morphants or mutants to assess functional complementation, which would definitively demonstrate the degree of functional conservation.
The evolutionary implications of differences in USP44 across vertebrates reveal important insights about deubiquitinating enzyme adaptation:
Functional diversification:
While the core catalytic function is likely conserved, species-specific adaptations may have evolved in:
Substrate recognition domains
Regulatory regions that control activity, localization, or stability
Interaction interfaces with species-specific partners
Expression pattern evolution:
Changes in gene regulatory elements may have led to:
Different temporal expression during development
Tissue-specific expression patterns
Responsiveness to different signaling pathways
Paralog compensation:
Selective pressures:
Comparative genomic analysis may reveal:
Regions under positive selection (potentially involved in species-specific functions)
Highly conserved regions (critical for core functions)
Rapidly evolving regions (potentially involved in adaptation)
To fully understand these evolutionary implications, researchers should perform comprehensive phylogenetic analyses across vertebrate lineages, focusing on both sequence conservation and functional studies in multiple model organisms.
Cross-species conservation analysis can significantly inform the design of targeted USP44 inhibitors through several strategic approaches:
Identification of conserved catalytic residues:
Highly conserved residues in the catalytic domain across species likely represent essential functional sites
These conserved sites may serve as primary targets for inhibitor design
The catalytic triad of cysteine, histidine, and aspartate residues is particularly important
Species-specific binding pocket variations:
Structural comparison of USP44 across species can reveal:
Conserved binding pocket architecture suitable for broad-spectrum inhibitors
Species-specific variations that could be exploited for selective targeting
Allosteric sites that may differ between species
Differential inhibitor sensitivity prediction:
Analyze residues that differ between human and zebrafish USP44
Predict how these differences might affect inhibitor binding
Design inhibitors that selectively target human USP44 over zebrafish USP44 (or vice versa)
Zebrafish as a model for inhibitor testing:
Conservation data can inform which aspects of human USP44 function can be reliably modeled in zebrafish
Identify conserved pathways affected by USP44 inhibition
Predict potential off-target effects based on conservation with other DUBs
Evolutionary rate analysis:
Regions evolving under purifying selection (slow evolution) represent functionally critical sites
Targeting these highly conserved regions may reduce the likelihood of resistance mutations
This approach requires generating accurate structural models of USP44 from multiple species and performing detailed comparative analyses to identify both conserved and divergent features relevant to inhibitor design.
For optimizing zebrafish USP44 expression in heterologous systems, several critical parameters must be carefully controlled:
Expression system selection:
Pichia pastoris: Demonstrated excellent results for DmUCH with yields up to 210 mg/l
Consider strain selection: Mut^s strain produced significantly higher yields than Mut^+ for DmUCH
E. coli: May require optimization of codon usage and culture conditions
Mammalian cells: Consider for complex post-translational modifications
Vector design considerations:
Expression conditions optimization:
Protein solubility enhancement:
Consider fusion partners known to enhance solubility (e.g., SUMO, MBP)
Optimize buffer conditions during purification
Add stabilizing agents if needed (glycerol, reducing agents)
Activity preservation:
Validate enzymatic activity at each step of optimization
Test various buffer compositions for storage
Determine optimal pH and temperature for activity
A systematic approach testing these parameters in factorial designs will help identify the optimal conditions for high-yield, active USP44 production.
Designing enzymatic assays that specifically distinguish USP44 activity from other DUBs in zebrafish requires careful consideration of several factors:
Substrate specificity:
Develop substrates based on known or predicted USP44-specific targets
Design ubiquitin-fusion constructs with peptides derived from these targets
Test various ubiquitin chain linkages (K48, K63, K11, etc.) to identify USP44 preferences
Assay conditions optimization:
Determine pH optima (USPs typically have different pH preferences)
Test buffer compositions (salt concentration, reducing agents)
Optimize temperature (may reveal USP44-specific temperature sensitivity)
Inhibitor profiling:
Use available DUB inhibitors with known specificity profiles
Develop a fingerprint of inhibitor sensitivity for USP44
Include closely related USPs as controls
Kinetic parameters determination:
Measure K_m and k_cat values for various substrates
Compare with other DUBs to identify unique kinetic signatures
Analyze reaction progress curves for distinctive patterns
Activity in complex samples:
Develop immunodepletion strategies to remove USP44 from zebrafish lysates
Use activity-based probes that can be coupled with immunoprecipitation
Perform differential analysis between wild-type and usp44 knockout samples
A particularly effective approach would be to develop an activity-based probe specifically designed to label active USP44, similar to the HA-tagged ubiquitin-vinylsulfone probes used for other DUBs, but with modifications that enhance selectivity for USP44.
Developing specific antibodies against zebrafish USP44 requires strategic planning and multiple technical approaches:
Antigen design strategy:
Full-length protein: Ideal but challenging due to size and potential solubility issues
Catalytic domain: More conserved, may cross-react with other USPs
Unique epitopes: Target regions specific to USP44 (not conserved in other USPs)
Peptide antigens: Select 2-3 unique peptides from non-conserved regions
Recombinant fragments: Express soluble fragments containing unique regions
Host animal selection:
For polyclonal antibodies: Rabbits offer good yields and affinity
For monoclonal antibodies: Mouse or rat hybridoma technology
Consider chickens for generating antibodies against highly conserved mammalian proteins
Antibody validation strategy:
Specificity testing:
Western blot comparing wild-type vs. usp44 knockout/knockdown samples
Immunoprecipitation followed by mass spectrometry
Immunohistochemistry with appropriate controls
Cross-reactivity assessment:
Test against recombinant USP family members
Pre-absorption controls with immunizing antigen
Purification techniques:
Affinity purification against the immunizing antigen
Cross-adsorption against related proteins to remove cross-reactive antibodies
Consider separate purification of antibody classes for different applications
Application-specific validation:
Western blot: Test under reducing and non-reducing conditions
Immunohistochemistry: Optimize fixation and retrieval methods
ChIP applications: Validate for chromatin immunoprecipitation if nuclear roles are anticipated
The most robust approach would involve generating multiple antibodies using different strategies, then extensively validating each for specificity in zebrafish tissues using appropriate genetic controls (morphants or CRISPR mutants).
Zebrafish USP44 studies can significantly inform therapeutic approaches for human diseases linked to DUB dysfunction through several translational pathways:
Disease modeling and drug screening:
Generate zebrafish models with mutations corresponding to human disease variants
Perform high-throughput chemical screens using these models
Assess phenotypic rescue by candidate compounds
Filter for compounds with acceptable toxicity profiles
Pathway elucidation:
Identify conserved pathways regulated by USP44 in both zebrafish and humans
Map how USP44 dysfunction impacts these pathways
Discover potential alternative intervention points when USP44 function is compromised
Genome-wide analysis has revealed zebrafish DUBs involved in Notch and BMP signaling pathways , which are implicated in numerous human diseases
Biomarker identification:
Characterize molecular signatures associated with USP44 dysfunction
Identify conserved biomarkers that could be translated to human diagnostics
Develop assays to monitor these biomarkers in patient samples
Therapeutic target validation:
Precision medicine applications:
Determine how genetic background influences USP44-related phenotypes
Identify genetic modifiers that could predict therapeutic response
Develop personalized therapeutic approaches based on genetic profiles
Given that 67% of tested DUBs in zebrafish showed developmental phenotypes when knocked down , zebrafish models offer valuable insights into how DUB dysfunction contributes to human developmental disorders and other diseases.
Zebrafish USP44 research provides valuable insights into cancer mechanisms involving deubiquitylating enzymes through several key areas:
Cell cycle regulation:
USP44 has been implicated in mitotic checkpoint regulation in mammals
Zebrafish models can elucidate how USP44 dysregulation affects cell cycle progression
Time-lapse imaging of zebrafish embryos allows real-time visualization of mitotic abnormalities
Connect aberrant cell division patterns to cancer-like phenotypes
Developmental signaling pathway dysregulation:
Genetic interaction networks:
Screen for genetic interactions between usp44 and known oncogenes/tumor suppressors in zebrafish
Identify synthetic lethal interactions that could be targeted therapeutically
Map the complete interactome of USP44 substrates relevant to cancer biology
Cancer model development:
Generate zebrafish lines with usp44 mutations combined with cancer-driving mutations
Assess tumor initiation, progression, and metastasis in these models
Test potential therapeutic approaches in vivo
Drug discovery and validation:
Screen small molecule libraries for compounds that modulate USP44 activity
Validate hits in zebrafish cancer models
Assess specificity profiles and potential off-target effects
Determine effects on tumor growth, invasion, and angiogenesis
The comprehensive approach of studying USP44 in zebrafish development establishes a foundation for understanding how its dysregulation contributes to cancer, potentially revealing novel therapeutic targets and strategies.
Structural information from zebrafish USP44 can significantly advance structure-based drug design for DUB inhibitors through several methodological approaches:
Comparative structural analysis:
Zebrafish USP44 belongs to the USP class of DUBs containing the characteristic UCH domain (PF0043)
Generate homology models based on crystal structures of related USPs
Compare active site architecture between zebrafish and human USP44
Identify conserved binding pockets suitable for inhibitor development
Active site mapping and druggability assessment:
Analyze the catalytic triad and surrounding residues
Map substrate-binding regions and specificity-determining features
Identify allosteric sites that could be targeted
Assess druggability of potential binding pockets using computational tools
Structure-activity relationship studies:
In vivo validation in zebrafish models:
Structural dynamics and molecular simulation:
Perform molecular dynamics simulations of zebrafish USP44
Identify conformational changes that could be exploited for inhibitor design
Compare binding modes of candidate inhibitors
Develop computational models to predict inhibitor efficacy
The high expression levels achieved for related DUBs in P. pastoris (210 mg/l for DmUCH) suggest that structural studies of zebrafish USP44 are feasible, potentially providing valuable insights for structure-based drug design that could be translated to human USP44 inhibitors.
Several cutting-edge technologies hold promise for advancing our understanding of USP44 function in zebrafish development:
CRISPR-based technologies:
CRISPR activation/inhibition: CRISPRa/CRISPRi for temporal and tissue-specific modulation of usp44 expression
Base editing: Introduce specific point mutations in catalytic residues without double-strand breaks
Prime editing: Perform precise edits to create disease-relevant mutations
CRISPR screening: Identify genetic interactions with usp44 through multiplexed approaches
Advanced imaging techniques:
Lattice light-sheet microscopy: Track USP44 dynamics at subcellular resolution in living embryos
Expansion microscopy: Visualize protein interactions at nanoscale resolution
Correlative light and electron microscopy (CLEM): Connect ultrastructural changes with USP44 function
Intravital imaging: Monitor long-term developmental processes in usp44 mutants
Single-cell technologies:
Single-cell RNA-seq: Map transcriptional changes in individual cells upon usp44 manipulation
Single-cell proteomics: Detect cell type-specific changes in protein abundance
Spatial transcriptomics: Preserve spatial information while analyzing gene expression changes
CITE-seq: Simultaneously profile surface proteins and transcriptomes in developing tissues
Proteomic approaches:
Proximity labeling: BioID or APEX2 to identify USP44 interactors in vivo
Ubiquitinome analysis: Di-Gly remnant profiling to map USP44 substrates
Targeted degradation: dTAG or PROTAC approaches for acute USP44 depletion
Cross-linking mass spectrometry: Capture transient USP44-substrate interactions
Optogenetic and chemogenetic tools:
Light-inducible USP44 activity: Spatiotemporal control of enzymatic function
Chemically-induced proximity: Rapidly redirect USP44 to specific subcellular locations
Degron systems: Control USP44 stability with temporal precision
These technologies will enable researchers to move beyond the traditional morpholino knockdown approaches used in previous zebrafish DUB studies , providing unprecedented insights into USP44 function during development.
To address potential redundancy between USP44 and other DUBs in zebrafish, several strategic experimental designs should be considered:
Combinatorial genetic knockout approaches:
Generate single, double, and triple knockouts of USP44 and closely related DUBs
Use CRISPR-Cas9 to efficiently create multiple gene knockouts
Analyze phenotypic severity to identify synergistic interactions
The comprehensive list of 91 DUBs identified in zebrafish provides candidates for these studies
Transcriptional compensation analysis:
Compare transcriptional responses to genetic knockout versus morpholino knockdown
Identify upregulated DUBs that may compensate for USP44 loss
Perform time-course analysis to track compensatory changes
Target compensatory DUBs with secondary knockdowns
Domain-focused interaction studies:
Identify DUBs with similar domain architecture to USP44
Generate chimeric proteins swapping domains between USP44 and related DUBs
Test whether specific domains from other DUBs can rescue USP44 deficiency
Map the structural basis for functional overlap
Substrate competition assays:
Develop assays to measure deubiquitylation of USP44 substrates
Test which other DUBs can process these substrates in vitro
Perform substrate trapping in vivo using catalytically inactive mutants
Quantify binding affinities and enzymatic efficiencies
Evolutionary analysis with functional validation:
Identify DUB paralogs resulting from genome duplication in teleost fish
Compare with single orthologs in non-duplicated genomes
Test functional conservation through cross-species rescue experiments
Examine expression patterns for evidence of subfunctionalization
These approaches will build upon the finding that 67% of tested DUBs in zebrafish show developmental phenotypes , suggesting both unique and overlapping functions within this large enzyme family.
To accelerate zebrafish USP44 research and its translational applications, several collaborative research frameworks could be established:
Integrated multi-institution zebrafish DUB consortium:
Establish standardized protocols for DUB studies in zebrafish
Create a centralized repository for zebrafish DUB mutant lines
Implement uniform phenotyping guidelines and data submission formats
Develop a shared database of DUB phenotypes, interactions, and substrates
Cross-species DUB research network:
Connect zebrafish USP44 researchers with those studying USP44 in other models
Standardize assays to allow direct comparison of results across species
Coordinate parallel studies in multiple organisms to identify conserved functions
Establish pipelines for rapid translation of zebrafish findings to mammalian models
Industry-academia partnerships for drug discovery:
Leverage pharmaceutical expertise in DUB inhibitor development
Utilize academic strengths in zebrafish disease modeling
Establish high-throughput screening facilities optimized for zebrafish assays
Create shared intellectual property frameworks to incentivize collaboration
Clinical research integration:
Connect zebrafish researchers with clinicians studying USP44-related disorders
Develop zebrafish models of patient-specific mutations
Establish biobanks linking patient samples with corresponding zebrafish models
Design clinical trials informed by zebrafish drug screening results
Open science infrastructure:
Implement pre-registration of zebrafish USP44 studies
Establish data sharing platforms for raw experimental data
Create open protocols.io collections for standardized methods
Develop cloud-based analysis pipelines for phenotypic data
By implementing these collaborative frameworks, the research community can build upon the foundation established by genome-wide screens and expression studies to accelerate both basic understanding of USP44 function and its translation to clinical applications.