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1.
N Z Vet J ; 71(5): 275-281, 2023 Sep.
Article in English | MEDLINE | ID: mdl-37309587

ABSTRACT

CASE HISTORY: Medical records from three veterinary referral centres and a university veterinary teaching hospital in Australia and the USA were reviewed to identify dogs with a diagnosis of distal gastrocnemius musculotendinous junction rupture (DGMJR) that were treated without surgery between 2007 and 2020. CLINICAL AND IMAGING FINDINGS: All dogs (n = 11) presented with unilateral, pelvic limb lameness and bruising, swelling or pain on palpation at the distal musculotendinous junction. The diagnosis was confirmed with ultrasound or MRI in six dogs; radiographs were used to excluded stifle and tarsus pathology in four dogs; and five dogs were diagnosed on physical examination findings. TREATMENT AND OUTCOME: All dogs were managed conservatively, either with complete confinement alone (n = 10; median 9 weeks), external coaptation alone (n = 1), or a combination of both (n = 4). Sporting dogs (n = 7) were completely confined (median 22 weeks) for longer periods than companion dogs (n = 3; median 5 weeks).A good to excellent outcome was achieved for all cases in this cohort. The seven sporting dogs achieved an excellent outcome; returning to their previous level of sport, with complete resolution of lameness and recovery of a normal tibiotarsal stance. The four companion dogs achieved a good outcome; returning to their previous level of activity but with persistently increased tibiotarsal standing angle compared to the contralateral limb. CLINICAL RELEVANCE: Conservative treatment represents a viable treatment option for dogs with a rupture of the gastrocnemius muscle at its distal musculotendinous junction.


Subject(s)
Dog Diseases , Myotendinous Junction , Dogs , Animals , Lameness, Animal/surgery , Conservative Treatment/veterinary , Hospitals, Animal , Hospitals, Teaching , Muscle, Skeletal , Treatment Outcome , Dog Diseases/diagnostic imaging , Dog Diseases/therapy
3.
Front Bioeng Biotechnol ; 9: 660453, 2021.
Article in English | MEDLINE | ID: mdl-34150728

ABSTRACT

There is a clinical need for novel graft materials for the repair of peripheral nerve defects. A decellularisation process has been developed for porcine peripheral nerves, yielding a material with potentially significant advantages over other devices currently being used clinically (such as autografts and nerve guidance conduits). Grafts derived from xenogeneic tissues should undergo sterilisation prior to clinical use. It has been reported that sterilisation methods may adversely affect the properties of decellularised tissues, and therefore potentially negatively impact on the ability to promote tissue regeneration. In this study, decellularised nerves were produced and sterilised by treatment with 0.1% (v/v) PAA, gamma radiation (25-28 kGy) or E Beam (33-37 kGy). The effect of sterilisation on the decellularised nerves was determined by cytotoxicity testing, histological staining, hydroxyproline assays, uniaxial tensile testing, antibody labelling for collagen type IV, laminin and fibronectin in the basal lamina, and differential scanning calorimetry. This study concluded that decellularised nerves retained biocompatibility following sterilisation. However, sterilisation affected the mechanical properties (PAA, gamma radiation), endoneurial structure and basement membrane composition (PAA) of decellularised nerves. No such alterations were observed following E Beam treatment, suggesting that this method may be preferable for the sterilisation of decellularised porcine peripheral nerves.

4.
Nature ; 595(7865): 120-124, 2021 07.
Article in English | MEDLINE | ID: mdl-34079125

ABSTRACT

Compartmentalization is a defining characteristic of eukaryotic cells, and partitions distinct biochemical processes into discrete subcellular locations. Microscopy1 and biochemical fractionation coupled with mass spectrometry2-4 have defined the proteomes of a variety of different organelles, but many intracellular compartments have remained refractory to such approaches. Proximity-dependent biotinylation techniques such as BioID provide an alternative approach to define the composition of cellular compartments in living cells5-7. Here we present a BioID-based map of a human cell on the basis of 192 subcellular markers, and define the intracellular locations of 4,145 unique proteins in HEK293 cells. Our localization predictions exceed the specificity of previous approaches, and enabled the discovery of proteins at the interface between the mitochondrial outer membrane and the endoplasmic reticulum that are crucial for mitochondrial homeostasis. On the basis of this dataset, we created humancellmap.org as a community resource that provides online tools for localization analysis of user BioID data, and demonstrate how this resource can be used to understand BioID results better.


Subject(s)
Biotinylation , Cell Compartmentation , Protein Transport , Proteome/analysis , Proteome/chemistry , Cells, Cultured , Datasets as Topic , Endoplasmic Reticulum/chemistry , Endoplasmic Reticulum/metabolism , HEK293 Cells , HeLa Cells , Homeostasis , Humans , Mass Spectrometry , Mitochondria/chemistry , Mitochondria/metabolism , Organelles/chemistry , Organelles/metabolism , Proteome/metabolism , Reproducibility of Results
5.
Science ; 370(6514): 351-356, 2020 10 16.
Article in English | MEDLINE | ID: mdl-33060361

ABSTRACT

The mechanistic target of rapamycin complex 1 (mTORC1) couples nutrient sufficiency to cell growth. mTORC1 is activated by exogenously acquired amino acids sensed through the GATOR-Rag guanosine triphosphatase (GTPase) pathway, or by amino acids derived through lysosomal degradation of protein by a poorly defined mechanism. Here, we revealed that amino acids derived from the degradation of protein (acquired through oncogenic Ras-driven macropinocytosis) activate mTORC1 by a Rag GTPase-independent mechanism. mTORC1 stimulation through this pathway required the HOPS complex and was negatively regulated by activation of the GATOR-Rag GTPase pathway. Therefore, distinct but functionally coordinated pathways control mTORC1 activity on late endocytic organelles in response to distinct sources of amino acids.


Subject(s)
Amino Acids/metabolism , GTP Phosphohydrolases/metabolism , Lysosomes/enzymology , Mechanistic Target of Rapamycin Complex 1/metabolism , R-SNARE Proteins/metabolism , Enzyme Activation , HEK293 Cells , Humans , Pinocytosis , Proteolysis
6.
Preprint in English | bioRxiv | ID: ppbiorxiv-282103

ABSTRACT

Viral replication is dependent on interactions between viral polypeptides and host proteins. Identifying virus-host protein interactions can thus uncover unique opportunities for interfering with the virus life cycle via novel drug compounds or drug repurposing. Importantly, many viral-host protein interactions take place at intracellular membranes and poorly soluble organelles, which are difficult to profile using classical biochemical purification approaches. Applying proximity-dependent biotinylation (BioID) with the fast-acting miniTurbo enzyme to 27 SARS-CoV-2 proteins in a lung adenocarcinoma cell line (A549), we detected 7810 proximity interactions (7382 of which are new for SARS-CoV-2) with 2242 host proteins (results available at covid19interactome.org). These results complement and dramatically expand upon recent affinity purification-based studies identifying stable host-virus protein complexes, and offer an unparalleled view of membrane-associated processes critical for viral production. Host cell organellar markers were also subjected to BioID in parallel, allowing us to propose modes of action for several viral proteins in the context of host proteome remodelling. In summary, our dataset identifies numerous high confidence proximity partners for SARS-CoV-2 viral proteins, and describes potential mechanisms for their effects on specific host cell functions.

7.
Mol Cell ; 76(2): 286-294, 2019 10 17.
Article in English | MEDLINE | ID: mdl-31626750

ABSTRACT

Stress granules and P-bodies are cytosolic biomolecular condensates that dynamically form by the phase separation of RNAs and proteins. They participate in translational control and buffer the proteome. Upon stress, global translation halts and mRNAs bound to the translational machinery and other proteins coalesce to form stress granules (SGs). Similarly, translationally stalled mRNAs devoid of translation initiation factors shuttle to P-bodies (PBs). Here, we review the cumulative progress made in defining the protein components that associate with mammalian SGs and PBs. We discuss the composition of SG and PB proteomes, supported by a new user-friendly database (http://rnagranuledb.lunenfeld.ca/) that curates current literature evidence for genes or proteins associated with SGs or PBs. As previously observed, the SG and PB proteomes are biased toward intrinsically disordered regions and have a high propensity to contain primary sequence features favoring phase separation. We also provide an outlook on how the various components of SGs and PBs may cooperate to organize and form membraneless organelles.


Subject(s)
Cytoplasmic Granules/metabolism , Proteome/metabolism , RNA, Messenger/metabolism , Animals , Humans
9.
Mol Cell ; 73(3): 621-638.e17, 2019 02 07.
Article in English | MEDLINE | ID: mdl-30554943

ABSTRACT

Targeting bromodomains (BRDs) of the bromo-and-extra-terminal (BET) family offers opportunities for therapeutic intervention in cancer and other diseases. Here, we profile the interactomes of BRD2, BRD3, BRD4, and BRDT following treatment with the pan-BET BRD inhibitor JQ1, revealing broad rewiring of the interaction landscape, with three distinct classes of behavior for the 603 unique interactors identified. A group of proteins associate in a JQ1-sensitive manner with BET BRDs through canonical and new binding modes, while two classes of extra-terminal (ET)-domain binding motifs mediate acetylation-independent interactions. Last, we identify an unexpected increase in several interactions following JQ1 treatment that define negative functions for BRD3 in the regulation of rRNA synthesis and potentially RNAPII-dependent gene expression that result in decreased cell proliferation. Together, our data highlight the contributions of BET protein modules to their interactomes allowing for a better understanding of pharmacological rewiring in response to JQ1.


Subject(s)
Antineoplastic Agents/pharmacology , Azepines/pharmacology , Molecular Targeted Therapy/methods , Neoplasms/drug therapy , Nuclear Proteins/antagonists & inhibitors , Protein Interaction Maps/drug effects , Protein Serine-Threonine Kinases/antagonists & inhibitors , RNA-Binding Proteins/antagonists & inhibitors , Transcription Factors/antagonists & inhibitors , Triazoles/pharmacology , Antineoplastic Agents/chemistry , Azepines/chemistry , Cell Cycle Proteins , Cell Proliferation/drug effects , Gene Expression Regulation, Neoplastic , HEK293 Cells , HeLa Cells , Humans , K562 Cells , Models, Molecular , Neoplasms/genetics , Neoplasms/metabolism , Neoplasms/pathology , Nuclear Proteins/genetics , Nuclear Proteins/metabolism , Protein Binding , Protein Conformation , Protein Interaction Domains and Motifs , Protein Serine-Threonine Kinases/genetics , Protein Serine-Threonine Kinases/metabolism , Proteomics/methods , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism , Signal Transduction/drug effects , Structure-Activity Relationship , Transcription Factors/genetics , Transcription Factors/metabolism , Triazoles/chemistry
10.
Mol Cell ; 69(3): 517-532.e11, 2018 02 01.
Article in English | MEDLINE | ID: mdl-29395067

ABSTRACT

mRNA processing, transport, translation, and ultimately degradation involve a series of dedicated protein complexes that often assemble into large membraneless structures such as stress granules (SGs) and processing bodies (PBs). Here, systematic in vivo proximity-dependent biotinylation (BioID) analysis of 119 human proteins associated with different aspects of mRNA biology uncovers 7424 unique proximity interactions with 1,792 proteins. Classical bait-prey analysis reveals connections of hundreds of proteins to distinct mRNA-associated processes or complexes, including the splicing and transcriptional elongation machineries (protein phosphatase 4) and the CCR4-NOT deadenylase complex (CEP85, RNF219, and KIAA0355). Analysis of correlated patterns between endogenous preys uncovers the spatial organization of RNA regulatory structures and enables the definition of 144 core components of SGs and PBs. We report preexisting contacts between most core SG proteins under normal growth conditions and demonstrate that several core SG proteins (UBAP2L, CSDE1, and PRRC2C) are critical for the formation of microscopically visible SGs.


Subject(s)
Cytoplasm/ultrastructure , Cytoplasmic Granules/metabolism , RNA, Messenger/metabolism , Carrier Proteins/metabolism , Cytoplasm/metabolism , DNA-Binding Proteins/metabolism , Humans , Intracellular Space , Proteins/metabolism , RNA/metabolism , RNA-Binding Proteins/metabolism , Stress, Physiological
13.
N Z Vet J ; 65(5): 270-276, 2017 Sep.
Article in English | MEDLINE | ID: mdl-28637394

ABSTRACT

AIMS: To objectively compare measures of bone healing, using computed tomography (CT) in dogs following bilateral tibial tuberosity advancement (TTA), between tibiae treated with and without autogenous cancellous bone grafts. METHODS: Ten dogs with bilateral cranial cruciate ligament disease requiring surgical stabilisation were prospectively recruited to undergo single-session bilateral TTA, with only one, randomly assigned, tibia receiving bone graft in the osteotomy deficit. Bone healing at the osteotomy site was assessed using CT performed 38-70 days post-operatively. CT images were evaluated using both objective measurements of osseous bridging and subjective evaluation by six radiologists. Repeated measures ANOVA was used to compare the objective outcomes between the grafted and non-grafted tibiae. RESULTS: The mean percentage of the osteotomy deficit bridged at the lateral cortex was greater in grafted (77.6, SD 35.2%) compared to non-grafted (63.0, SD 36.5%) tibiae (p=0.001), but did not differ at the medial cortex (p=0.1). The mean minimum callus width was greater in grafted (7.2, SD 3.3 mm) compared to non-grafted (3.6, SD 2.9 mm) tibiae (p<0.001). There was no difference in mean attenuation (measured in Hounsfield units) of the callus between grafted and non-grafted tibiae (p=0.5). The grafted tibia was deemed to have superior bone healing in 50/60 subjective assessments made by radiologists. CONCLUSIONS: Superior osseous bridging was detected by CT analysis following TTA using autogenous cancellous bone grafts compared with no graft. This was shown by greater bridging percentage at the lateral cortex and formation of a broader callus. Qualitative assessments made by six radiologists also supported the conclusion that bone healing was improved by use of autogenous cancellous bone graft. CT was a useful method for assessing evidence of bone healing following TTA. CLINICAL RELEVANCE: These findings justify the application of autogenous cancellous bone graft to augment healing following TTA in dogs.


Subject(s)
Osteotomy/veterinary , Stifle/surgery , Tibia/surgery , Tomography, X-Ray Computed/veterinary , Wound Healing , Animals , Anterior Cruciate Ligament , Bone Transplantation/veterinary , Cancellous Bone , Dogs , Osteotomy/methods
15.
Mol Cell Proteomics ; 16(6): 1098-1110, 2017 06.
Article in English | MEDLINE | ID: mdl-28373298

ABSTRACT

The Hippo tumor suppressor pathway regulates organ size and tissue homoeostasis in response to diverse signaling inputs. The core of the pathway consists of a short kinase cascade: MST1 and MST2 phosphorylate and activate LATS1 and LATS2, which in turn phosphorylate and inactivate key transcriptional coactivators, YAP1 and TAZ (gene WWTR1). The MOB1 adapter protein regulates both phosphorylation reactions firstly by concurrently binding to the upstream MST and downstream LATS kinases to enable the trans phosphorylation reaction, and secondly by allosterically activating the catalytic function of LATS1 and LATS2 to directly stimulate phosphorylation of YAP and TAZ. Studies of yeast Mob1 and human MOB1 revealed that the ability to recognize phosphopeptide sequences in their interactors, Nud1 and MST2 respectively, was critical to their roles in regulating the Mitotic Exit Network in yeast and the Hippo pathway in metazoans. However, the underlying rules of phosphopeptide recognition by human MOB1, the implications of binding specificity for Hippo pathway signaling, and the generality of phosphopeptide binding function to other human MOB family members remained elusive.Employing proteomics, peptide arrays and biochemical analyses, we systematically examine the phosphopeptide binding specificity of MOB1 and find it to be highly complementary to the substrate phosphorylation specificity of MST1 and MST2. We demonstrate that autophosphorylation of MST1 and MST2 on several threonine residues provides multiple MOB1 binding sites with varying binding affinities which in turn contribute to a redundancy of MST1-MOB1 protein interactions in cells. The crystal structures of MOB1A in complex with two favored phosphopeptide sites in MST1 allow for a full description of the MOB1A phosphopeptide-binding consensus. Lastly, we show that the phosphopeptide binding properties of MOB1A are conserved in all but one of the seven MOB family members in humans, thus providing a starting point for uncovering their elusive cellular functions.


Subject(s)
Adaptor Proteins, Signal Transducing/metabolism , Protein Serine-Threonine Kinases/metabolism , Adaptor Proteins, Signal Transducing/chemistry , HeLa Cells , Humans , Intracellular Signaling Peptides and Proteins , Phosphopeptides/metabolism , Phosphorylation , Protein Binding , Protein Serine-Threonine Kinases/chemistry , Protein Serine-Threonine Kinases/genetics , Recombinant Proteins/metabolism , Serine-Threonine Kinase 3 , Signal Transduction
16.
Aust Vet J ; 95(1-2): 19-25, 2017 Jan.
Article in English | MEDLINE | ID: mdl-28124423

ABSTRACT

BACKGROUND: Brucellosis caused by Brucella suis is a notifiable disease that has recently emerged in dogs in New South Wales (NSW). Given the potential for zoonotic transmission, euthanasia of affected dogs is recommended, but this action is not mandatory. We report the clinical management of three dogs that underwent treatment at their owners' request. CASE REPORTS: A 14-month-old spayed female crossbreed originally obtained from an urban animal shelter underwent extensive investigations in 2011-12 for lameness and back pain, culminating in decompressive laminectomy. Diagnosis of multifocal discospondylitis and spinal empyema was made, with B. suis cultured from surgical biopsy specimens. The dog responded to long-term treatment using rifampicin and doxycycline. A second case of B. suis infection was diagnosed in January 2016 in a 3-year-old crossbreed pig-hunting dog with unilateral testicular enlargement. Following serological diagnosis the dog was given preliminary therapy using rifampicin and doxycycline, the affected testis was resected and the patient given a further month of combination therapy. In March 2016 a 7-year-old crossbreed pig-hunting dog with brucellosis was handled similarly, although both testes were removed. CONCLUSION: Brucellosis should be considered in the differential diagnosis of back pain, discospondylitis, lameness, abortion, prostatic abscessation and testicular/epididymal enlargement in dogs, especially if there is exposure to feral pigs or consumption of uncooked feral pig meat. Euthanasia is the only guarantee of reducing the public health risk to zero. However, where treatment is desired by the owner, combination therapy using rifampicin and doxycycline appears to be effective, when combined with surgical resection of infected tissues. Further monitoring of dogs during and after treatment is required to document cure.


Subject(s)
Brucella suis , Brucellosis/veterinary , Dog Diseases/diagnosis , Dog Diseases/microbiology , Animals , Anti-Bacterial Agents/therapeutic use , Antibiotics, Antitubercular/therapeutic use , Brucella suis/isolation & purification , Brucellosis/diagnosis , Brucellosis/drug therapy , Brucellosis/transmission , Diagnosis, Differential , Dog Diseases/drug therapy , Dog Diseases/transmission , Dogs , Doxycycline/therapeutic use , Female , Lameness, Animal/diagnosis , Lameness, Animal/microbiology , Male , New South Wales , Public Health , Rifampin/therapeutic use , Swine/microbiology , Testis/surgery
17.
Cell Rep ; 17(9): 2488-2501, 2016 11 22.
Article in English | MEDLINE | ID: mdl-27880917

ABSTRACT

Reversible phosphorylation is a fundamental regulatory mechanism, intricately coordinated by kinases and phosphatases, two classes of enzymes widely disrupted in human disease. To better understand the functions of the relatively understudied phosphatases, we have used complementary affinity purification and proximity-based interaction proteomics approaches to generate a physical interactome for 140 human proteins harboring phosphatase catalytic domains. We identified 1,335 high-confidence interactions (1,104 previously unreported), implicating these phosphatases in the regulation of a variety of cellular processes. Systematic phenotypic profiling of phosphatase catalytic and regulatory subunits revealed that phosphatases from every evolutionary family impinge on mitosis. Using clues from the interactome, we have uncovered unsuspected roles for DUSP19 in mitotic exit, CDC14A in regulating microtubule integrity, PTPRF in mitotic retraction fiber integrity, and DUSP23 in centriole duplication. The functional phosphatase interactome further provides a rich resource for ascribing functions for this important class of enzymes.


Subject(s)
Mitosis , Phosphoric Monoester Hydrolases/metabolism , Protein Interaction Maps , Biological Evolution , Centrioles/metabolism , Dual-Specificity Phosphatases/metabolism , HeLa Cells , Humans , Phenotype , Protein Binding , Protein Serine-Threonine Kinases/metabolism , Protein Subunits/metabolism , Receptor-Like Protein Tyrosine Phosphatases, Class 2/metabolism , Reproducibility of Results
18.
Colorectal Dis ; 18(11): O397-O404, 2016 Nov.
Article in English | MEDLINE | ID: mdl-27313145

ABSTRACT

AIM: Outcomes following treatment for low rectal cancer still remain inferior to those for upper rectal cancer. A clear definition of 'low' rectal cancer is lacking and consensus is more likely using a definition based on MRI criteria. This study aimed to determine disease presentation and treatment outcome of low rectal cancer based on a strict anatomical definition. METHOD: A low rectal cancer was defined as one with a lower border below the pelvic attachment of the levator muscles on sagittal MRI. One hundred and eighty consecutive patients with tumours defined by this criterion between 2006 and 2011 were identified from a prospectively managed departmental database. RESULTS: One hundred and eighteen patients (66%) underwent curative resection and 12 (7%) palliative resection. Eleven patients (6%) were entered into a 'watch and wait' (W&W) protocol; 10 others (5%) were not fit to undergo any operation. Some 26 patients (14%) had nonresectable local or metastatic disease. An R0 resection was the most important factor influencing survival after curative surgery. R+ resections occurred in 12% of non-abdominoperineal excisions, 11% of abdominoperineal excisions and 47% of extended resections. Overall survival was similar in the curative resections compared with the W&W patients. In 23 of the 96 (24%) treated with neoadjuvant chemoradiotherapy there was a persistent clinical or a pathological complete response. CONCLUSION: In curative resections, a clear margin is the most important determinant of survival. In 24% of the patients treated with neoadjuvant chemoradiotherapy, surgery could potentially have been avoided. There is scope for improvement in the treatment of locally advanced rectal cancers.


Subject(s)
Chemoradiotherapy/mortality , Magnetic Resonance Imaging , Neoadjuvant Therapy/mortality , Rectal Neoplasms/therapy , Transanal Endoscopic Surgery/mortality , Adult , Aged , Aged, 80 and over , Disease-Free Survival , Female , Humans , Male , Middle Aged , Prospective Studies , Rectal Neoplasms/diagnostic imaging , Rectal Neoplasms/pathology , Rectum/diagnostic imaging , Rectum/pathology , Rectum/surgery , Survival Rate , Treatment Outcome
19.
J Proteomics ; 149: 64-68, 2016 10 21.
Article in English | MEDLINE | ID: mdl-27132685

ABSTRACT

Affinity purification coupled with mass spectrometry (AP-MS) is a powerful technique for the identification and quantification of physical interactions. AP-MS requires careful experimental design, appropriate control selection and quantitative workflows to successfully identify bona fide interactors amongst a large background of contaminants. We previously introduced ProHits, a Laboratory Information Management System for interaction proteomics, which tracks all samples in a mass spectrometry facility, initiates database searches and provides visualization tools for spectral counting-based AP-MS approaches. More recently, we implemented Significance Analysis of INTeractome (SAINT) within ProHits to provide scoring of interactions based on spectral counts. Here, we provide an update to ProHits to support Data Independent Acquisition (DIA) with identification software (DIA-Umpire and MSPLIT-DIA), quantification tools (through DIA-Umpire, or externally via targeted extraction), and assessment of quantitative enrichment (through mapDIA) and scoring of interactions (through SAINT-intensity). With additional improvements, notably support of the iProphet pipeline, facilitated deposition into ProteomeXchange repositories and enhanced export and viewing functions, ProHits 4.0 offers a comprehensive suite of tools to facilitate affinity proteomics studies. SIGNIFICANCE: It remains challenging to score, annotate and analyze proteomics data in a transparent manner. ProHits was previously introduced as a LIMS to enable storing, tracking and analysis of standard AP-MS data. In this revised version, we expand ProHits to include integration with a number of identification and quantification tools based on Data-Independent Acquisition (DIA). ProHits 4.0 also facilitates data deposition into public repositories, and the transfer of data to new visualization tools.


Subject(s)
Databases, Protein , Proteomics/methods , Software , Chromatography, Affinity/methods , Mass Spectrometry/methods , Peptides/analysis , Peptides/metabolism , Protein Interaction Mapping , Proteins/analysis , Proteins/metabolism
20.
Proteomics ; 16(15-16): 2238-45, 2016 08.
Article in English | MEDLINE | ID: mdl-27119218

ABSTRACT

SAINT (Significance Analysis of INTeractome) is a probabilistic method for scoring bait-prey interactions against negative controls in affinity purification - mass spectrometry (AP-MS) experiments. Our published SAINT algorithms use spectral counts or protein intensities as the input for calculating the probability of true interaction, which enables objective selection of high-confidence interactions with false discovery control. With the advent of new protein quantification methods such as Data Independent Acquisition (DIA), we redeveloped the scoring method to utilize the reproducibility information embedded in the peptide or fragment intensity data as a key scoring criterion, bypassing protein intensity summarization required in the previous SAINT workflow. The new software package, SAINTq, addresses key issues in the interaction scoring based on intensity data, including treatment of missing values and selection of peptides and fragments for scoring each prey protein. We applied SAINTq to two independent DIA AP-MS data sets profiling the interactome of MEPCE and EIF4A2 and that of 14-3-3ß, and benchmarked the performance in terms of recovering previously reported literature interactions in the iRefIndex database. In both data sets, the SAINTq analysis using the fragment-level intensity data led to the most sensitive detection of literature interactions at the same level of specificity. This analysis outperforms the analysis using protein intensity data summed from fragment intensity data that is equivalent to the model in SAINTexpress.


Subject(s)
Chromatography, Affinity/methods , Mass Spectrometry/methods , Peptides/analysis , Computational Biology , Protein Binding
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