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Park, E.

Publications and source records attributed to Park, E..

At least 55 records · Page 3Linked to original sources
bioRxiv2022

ACCELERATING ANTIBODY DESIGN WITH ACTIVE LEARNING

Discovering therapeutic antibody starts by screening antibody library of phage-displayed, transgenic mouse or human B cells. The coverage of those kinds of libraries in the entire antibody sequence space is small; thus, the result highly depends on the quality of the library. Exploring sequence space by mutating a template antibody is also impossible to even with the state-of-the-art screening methods because of the cost. Deep learning helped with its pattern recognition nature to predict target binding, which is only applied to HCDR3 because the number of data deep learning needs increases exponentially. We construct a sequence generation model with transfer learning and active learning to leverage deep learning even in data deficiency. With only six thousands data, the generative model finds nine binding antibody sequences at least per antigen with novel HCDR3.

bioengineering↗
bioRxiv2022

Circadian Gene Expression in Mouse Renal Proximal Tubule

Circadian variability in kidney function has long been recognized but is often ignored as a potential confounding variable in in vivo physiological experiments. To provide a guide for physiological studies on the kidney proximal tubule, we have now created a data resource consisting of expression levels for all measurable mRNA transcripts in microdissected proximal tubule segments from mice as a function of the time of day. This approach employs small-sample RNA-sequencing (RNA-seq) applied to microdissected renal proximal tubules including both S1 proximal convoluted tubules (PCTs) and S2 proximal straight tubules (PSTs). The data were analyzed using JTK-Cycle to detect periodicity. The data are provided as a user-friendly web page at https://esbl.nhlbi.nih.gov/Databases/Circadian-Prox/. In PCTs, 234 transcripts were found to vary in a circadian manner (3.7 % of total quantified). In PSTs, 334 transcripts were found to vary in a circadian manner (5.3 % of total quantified). Transcripts previously known to be associated with corticosteroid action and transcripts associated with increased flow were found to be overrepresented among circadian transcripts peaking during the "dark" portion of the day (Zeitgeber 14-22), corresponding to the peak levels of corticosterone and glomerular filtration rate in mice. BlurbCircadian variation in gene expression can be an important determinant in the regulation of kidney function. The authors used RNA-seq in microdissected proximal S1 and S2 segments to identify transcripts that vary in a circadian manner. The data were used to construct a user-friendly web resource.

systems biology↗
bioRxiv2022

A common mechanism of Sec61 translocon inhibition by small molecules

The Sec61 complex forms a protein-conducting channel in the endoplasmic reticulum (ER) membrane that is required for secretion of soluble proteins and production of many membrane proteins. Several natural and synthetic small molecules specifically inhibit the Sec61 channel, generating cellular effects that are potentially useful for therapeutic purposes, but their inhibitory mechanisms remain unclear. Here we present near-atomic-resolution structures of the human Sec61 channel inhibited by a comprehensive panel of structurally distinct small molecules-- cotransin, decatransin, apratoxin F, ipomoeassin F, mycolactone, cyclotriazadisulfonamide (CADA) and eeyarestatin I (ESI). Remarkably, all inhibitors bind to a common lipid-exposed pocket formed by the partially open lateral gate and plug domain of the channel. Mutations conferring resistance to the inhibitors are clustered at this binding pocket. The structures indicate that Sec61 inhibitors stabilize the plug domain of Sec61 in a closed state, thereby preventing the protein-translocation pore from opening. Our study reveals molecular interactions between Sec61 and its inhibitors in atomic detail and offers the structural framework for further pharmacological studies and drug design.

biochemistry↗
bioRxiv2022

Cryo-EM structure of a RAS/RAF recruitment complex

Cryo-EM structures of a KRAS/BRAF/MEK1/14-3-3 complex reveal KRAS bound to the flexible Ras-binding domain of BRAF, captured in two orientations. Autoinhibitory interactions are unperturbed by binding of KRAS and in vitro activation studies confirm that KRAS binding is insufficient to activate BRAF, absent membrane recruitment. These structures illustrate the separability of binding and activation of BRAF by Ras and suggest stabilization of this pre-activation intermediate as an alternative to blocking binding of KRAS.

biochemistry↗
bioRxiv2022

PH Domain-Mediated Autoinhibition and Oncogenic Activation of Akt

Previously, we reported that the conformation of autoinhibited Akt, a Ser/Thr protein kinase that plays a central role in metabolism and cancer, may be shifted by small molecule allosteric inhibitors limiting the mechanistic insights from existing X-ray structures that have relied on such compounds (Chu, Viennet, et al, 2020). Here we discover unexpectedly that a single mutation, R86A, in Akts PH domain exhibits intensified autoinhibitory features with enhanced PH domain-kinase domain affinity. Structural and biochemical analysis uncovers the importance of a key interaction network involving Arg86, Glu17, and Tyr18 that controls Akt conformation and activity. Our studies also shed light on the molecular basis for E17K Akt activation as an oncogenic driver.

biochemistry↗
bioRxiv2022

Structure-guided synthesis of FK506 and FK520 analogs with increased selectivity exhibit in vivo therapeutic efficacy against C. neoformans

Calcineurin is an essential virulence factor that is conserved across human fungal pathogens including Cryptococcus neoformans, Aspergillus fumigatus, and Candida albicans. Although an excellent target for antifungal drug development, the serine-threonine phosphatase activity of calcineurin is conserved in mammals and inhibition of this activity results in immunosuppression. FK506 (tacrolimus) is a naturally produced macrocyclic compound that inhibits calcineurin by binding to the immunophilin FKBP12. Previously, our fungal calcineurin-FK506-FKBP12 structure-based approaches identified a non-conserved region of FKBP12 that can be exploited for fungal-specific targeting. These studies led to the design of an FK506 analog, APX879, modified at the C22 position that was less immunosuppressive yet maintained antifungal activity. We now report high resolution protein crystal structures of fungal FKBP12 and a human truncated calcineurin-FKBP12 bound to a natural FK506 analog, FK520 (ascomycin). Based on information from these structures and the success of APX879, we synthesized and screened a novel panel of C22-modified compounds derived from both FK506 and FK520. One compound, JH-FK-05 demonstrates broad-spectrum antifungal activity in vitro and is non-immunosuppressive in vivo. In murine models of pulmonary and disseminated C. neoformans infection, JH-FK-05 treatment significantly reduced fungal burden and extended animal survival alone and in combination with fluconazole. Furthermore, molecular dynamic simulations performed with JH-FK-05 binding to fungal and human FKBP12 identified additional residues outside of the C22 and C21 positions that could be modified to generate novel FK506 analogs with improved antifungal activity. SignificanceDue to rising rates of antifungal drug resistance and a limited armamentarium of antifungal treatments, there is a paramount need for novel antifungal drugs to treat systemic fungal infections. Calcineurin has been established as an essential and conserved virulence factor in several fungi, making it an attractive antifungal target. However, due to the immunosuppressive action of calcineurin inhibitors, they have not been successfully utilized clinically for antifungal treatment in humans. Recent availability of crystal structures of fungal calcineurin bound inhibitor complexes have enabled the structure-guided design of FK506 analogs and led to a breakthrough in the development of a compound increased for fungal specificity. The development of a calcineurin inhibitor with reduced immunosuppressive activity and therapeutic antifungal activity would add a significant tool to the treatment options for these invasive fungal infections with exceedingly high rates of mortality.

microbiology↗
bioRxiv2022

EpiBERTope: a sequence-based pre-trained BERT model improves linear and structural epitope prediction by learning long-distance protein interactions effectively

MotivationEpitopes are the immunogenic regions of antigen that are recognized by antibodies in a highly specific manner to trigger an immune response. Predicting such regions is extremely difficult yet contains profound implications for complex mechanisms of humoral immunogenicity. ResultsHere, we present a BERT-based epitope prediction model called EpiBERTope, a pre-trained model on the Swiss-Prot protein database, which can predict both linear and structural epitopes using protein sequences only. The model achieves an AUC of 0.922 and 0.667 for linear and structural epitope datasets respectively, outperforming all benchmark classification models including random forest, gradient boosting, naive Bayesian, and support vector machine models. In conclusion, EpiBERTope is a sequence-based model that captures content-based global interactions of antigen sequences, which will be transformative in epitope discovery with high specificity. Contactminjun.park@standigm.com

bioinformatics↗
bioRxiv2021

Structural basis of mitochondrial protein import by the TIM complex

Mitochondria import nearly all their [~]1,000-2,000 constituent proteins from the cytosol across their double membrane envelope. Genetic and biochemical studies have shown that the conserved protein translocase, termed the TIM complex (also known as TIM23 complex), mediates import of presequence-containing proteins into the mitochondrial matrix and inner membrane. Among [~]10 different subunits of the complex, the essential multi-pass membrane protein Tim23, together with the evolutionarily related protein Tim17, has long been postulated to form a protein-conducting channel. However, the mechanism of TIM-mediated protein import remains uncertain due to a lack of structural information on the complex. Here, we have determined the cryo-EM structure of the core TIM complex (Tim17-Tim23-Tim44) from Saccharomyces cerevisiae. We show that, contrary to the prevailing model, Tim23 and Tim17 do not form a water-filled channel, but instead have separate, lipid-exposed concave cavities that face in opposite directions. Remarkably, our data suggest that the cavity of Tim17 itself forms the protein translocation path whereas Tim23 plays a structural role. We also show how the Tim17-Tim23 heterodimer associates with the scaffold protein Tim44 and J-domain proteins to mediate Hsp70-driven polypeptide transport into the matrix. Our work provides the structural foundation to understand the mechanism of TIM-mediated protein import and sorting, a central pathway in mitochondrial biogenesis.

biochemistry↗
bioRxiv2021

Cryo-ET of a human GBP coatomer governing cell-autonomous innate immunity to infection

All living organisms deploy cell-autonomous defenses to combat infection. In plants and animals, these activities generate large supramolecular complexes that recruit immune proteins for protection. Here, we solve the native structure of a massive antimicrobial complex generated by polymerization of 30,000 human guanylate-binding proteins (GBPs) over the entire surface of virulent bacteria. Construction of this giant nanomachine takes [~]1-3 minutes, remains stable for hours, and acts as a cytokine and cell death signaling platform atop the coated bacterium. Cryo-ET of this "coatomer" revealed thousands of human GBP1 molecules undergo [~]260 [A] insertion into the bacterial outer membrane, triggering lipopolysaccharide release that activates co-assembled caspase-4. Together, our results provide a quasi-atomic view of how the GBP coatomer mobilizes cytosolic immunity to combat infection in humans. One-Sentence SummaryThousands of GBPs coat cytosolic bacteria to engineer an antimicrobial signaling platform inside human cells.

immunology↗
bioRxiv2021

A hierarchical GBP network promotes cytosolic LPS recognition and sepsis

Bacterial lipopolysaccharide (LPS) is one of the most bioactive substances known. Trace amounts trigger robust immunity to infection but also life-threatening sepsis causing millions of deaths each year. LPS contamination of the cytosol elicits a caspase-dependent inflammasome pathway promoting cytokine release and host cell death. Here, we report an immune GTPase network controls multiple steps in this pathway by genome-engineering mice to lack 7 different guanylate-binding proteins (GBPs). Gbp2-/- and Gbp3-/- mice had severe caspase-11-driven defects that protected them from septic shock. Gbp2 recruited caspase-11 for LPS recognition whereas Gbp3 assembled and trafficked the pyroptotic pore-forming protein, gasdermin D, after caspase-11 cleavage. Together, our results identify a new functional hierarchy wherein different GBPs choreograph sequential steps in the non-canonical inflammasome pathway to control Gram-negative sepsis. One-Sentence SummaryImmune GTPase network orchestrates hierarchical immunity to bacterial products in vivo

immunology↗
bioRxiv2021

Pooled screening of CAR T cells identifies non-native signaling domains for next- generation immunotherapies

Chimeric antigen receptors (CARs) repurpose natural signaling components to retarget T cells to refractory cancers, but have shown limited efficacy against solid tumors. Here, we introduce CAR Pooling, a multiplexed approach to rapidly identify CAR designs with clinical potential. Forty CARs with diverse immune costimulatory domains were assessed in pooled assays for their ability to stimulate critical T cell effector functions during repetitive stimulation that mimics long-term tumor antigen exposure. Several non-native domains from the TNF receptor family exhibited enhanced proliferation (CD40) or cytotoxicity (BAFF-R and TACI) relative to clinical benchmarks, and fell into distinct states of memory, cytotoxicity, and metabolism. BAFF-R CAR T cells were enriched for a highly cytotoxic and NK-cell-like innate phenotype previously associated with positive clinical outcomes. CAR Pooling enables efficient exploration of how CAR design affects cell activity and can be applied to optimize receptors across a range of applications and cell types.

immunology↗
bioRxiv2021

Structural basis of polyamine transport by human ATP13A2 (PARK9)

Polyamines are small, organic polycations that are ubiquitous and essential to all forms of life. Currently, how polyamines are transported across membranes is not understood. Recent studies have suggested that ATP13A2 and its close homologs, collectively known as P5B-ATPases, are polyamine transporters at endo-/lysosomes. Loss-of-function mutations of ATP13A2 in humans cause hereditary early-onset Parkinsons disease. To understand the polyamine transport mechanism of ATP13A2, we determined high-resolution cryo-EM structures of human ATP13A2 in five distinct conformational intermediates, which together represent a near-complete transport cycle of ATP13A2. The structural basis of the polyamine specificity was revealed by an endogenous polyamine molecule bound to a narrow, elongated cavity within the transmembrane domain. The structures show an atypical transport path for a water-soluble substrate, where polyamines may exit within the cytosolic leaflet of the membrane. Our study provides important mechanistic insights into polyamine transport and a framework to understand functions and mechanisms of P5B-ATPases. HighlightsCryo-EM structures of human ATP13A2 in five distinct conformations at 2.5-3.7 [A] resolutions. Unique features of ATP13A2 in comparison to other P-type ATPases. Structure of the substrate-binding pocket of ATP13A2 and the molecular basis of polyamine binding. Conformational changes along the transport cycle and proposed model for polyamine transport.

biochemistry↗
bioRxiv2021

NK cell metabolic adaptation to infection promotes survival and viral clearance.

Natural killer (NK) cells are essential for early protection against virus infection, and must metabolically adapt to the energy demands of activation. Here, we found upregulation of the metabolic adaptor hypoxia inducible factor-1 (HIF-1) is a feature of NK cells during murine cytomegalovirus (MCMV) infection in vivo. HIF-1-deficient NK cells failed to control viral load, causing increased morbidity. No defects were found in effector functions of HIF-1 KO NK cells however, their numbers were significantly reduced. Loss of HIF-1 did not affect NK cell proliferation during in vivo infection and in vitro cytokine stimulation. Instead, we found HIF1-deficient NK cells showed increased expression of the pro-apoptotic protein Bim and glucose metabolism was impaired during cytokine stimulation in vitro. Similarly, during MCMV infection HIF1-deficient NK cells upregulated Bim and had increased caspase activity. Thus, NK cells require HIF-1-dependent metabolic functions to repress Bim expression and sustain cell numbers for an optimal virus response.

immunology↗
bioRxiv2020

Stepwise gating of the Sec61 protein-conducting channel by Sec63 and Sec62

The universally conserved Sec61/SecY channel mediates transport of many newly synthesized polypeptides across membranes, an essential step in protein secretion and membrane protein integration1-5. The channel has two gating mechanisms--a lipid-facing lateral gate, through which hydrophobic signal sequences or transmembrane helices (TMs) are released into the membrane, and a vertical gate, called the plug, which regulates the water-filled pore required for translocation of hydrophilic polypeptide segments6. Currently, how these gates are controlled and how they regulate the translocation process remain poorly understood. Here, by analyzing cryo-electron microscopy (cryo-EM) structures of several variants of the eukaryotic post-translational translocation complex Sec61-Sec62-Sec63, we reveal discrete gating steps of Sec61 and the mechanism by which Sec62 and Sec63 induce these gating events. We show that Sec62 forms a V-shaped structure in front of the lateral gate to fully open both gates of Sec61. Without Sec62, the lateral gate opening narrows, and the vertical pore becomes closed by the plug, rendering the channel inactive. We further show that the lateral gate is opened first by interactions between Sec61 and Sec63 in both cytosolic and luminal domains, a simultaneous disruption of which fully closes the channel. Our study defines the function of Sec62 and illuminates how Sec63 and Sec62 work together in a hierarchical manner to activate the Sec61 channel for post-translational translocation.

biochemistry↗
bioRxiv2020

Enriching neural stem cell and pro-healing glial phenotypes with electrical stimulation after traumatic brain injury in male rats

Traumatic Brain Injury (TBI) by an external physical impact results in compromised brain function via undesired neuronal death. Following the injury, resident and peripheral immune cells, astrocytes, and neural stem cells (NSCs) cooperatively contribute to the recovery of the neuronal function after TBI. However, excessive pro-inflammatory responses of immune cells, and the disappearance of endogenous NSCs at the injury site during the acute phase of TBI, can exacerbate TBI progression leading to incomplete healing. Therefore, positive outcomes may depend on early interventions to control the injury-associated cellular milieu in the early phase of injury. Here, we explore electrical stimulation (ES) of the injury site in a rodent model (male Sprague-Dawley rats) to investigate its overall effect on the constituent brain cell phenotype and composition during the acute phase of TBI. Our data showed that a brief ES for 1h on day 2 of TBI promoted pro-healing phenotypes of microglia as assessed by CD206 expression and increased the population of NSCs and Nestin+ astrocytes at 7 days post-TBI. Also, ES effectively increased the number of viable neurons when compared to the unstimulated control group. Given the salience of microglia and neural stem cells for healing after TBI, our results strongly support the potential benefit of the therapeutic use of ES during the acute phase of TBI to regulate neuroinflammation and to enhance neuroregeneration. Significance StatementTraumatic brain injury (TBI) occurs when a head injury leads to a disruption of normal function in the brain and is a major cause of death and disability, worldwide. The authors used electrical stimulation during the acute phase of TBI, which promoted pro-healing phenotypes of microglia and increased the number of neural stem cells and Nestin+ astrocytes, thereby enhancing neuronal viability. These findings support further study of electrical stimulation to regulate neuroinflammation and to enhance neuroregeneration after TBI. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=157 SRC="FIGDIR/small/372979v1_ufig1.gif" ALT="Figure 1"> View larger version (38K): org.highwire.dtl.DTLVardef@1bdc466org.highwire.dtl.DTLVardef@1a912c4org.highwire.dtl.DTLVardef@10f269dorg.highwire.dtl.DTLVardef@1b02487_HPS_FORMAT_FIGEXP M_FIG O_FLOATNOFIGURE 1.C_FLOATNO C_FIG

bioengineering↗
bioRxiv2020

Protein kinase A catalytic-α and catalytic-β proteins have non-redundant functions

Vasopressin regulates osmotic water transport in the renal collecting duct by PKA-mediated control of the water channel aquaporin-2 (AQP2). Collecting duct principal cells express two seemingly redundant PKA catalytic subunits, PKA catalytic (PKA-C) and PKA catalytic {beta} (PKA-C{beta}). To identify the roles of these two protein kinases, we carried out deep phosphoproteomic analysis in cultured mpkCCD cells in which either PKA-C or PKA-C{beta} was deleted using CRISPR-Cas9-based genome editing. Controls were cells carried through the genome editing procedure, but without deletion of PKA. TMT mass tagging was used for protein mass spectrometric quantification. Of the 4635 phosphopeptides that were quantified 67 were significantly altered in abundance with PKA-C deletion, while 21 were significantly altered in abundance with PKA-C{beta} deletion. However, only four sites were changed in both. The target proteins identified in PKA-C-null cells were largely associated with cell membranes and membrane vesicles, while target proteins in the PKA-C{beta}-null cells were largely associated with the actin cytoskeleton and cell junctions. In contrast, in vitro incubation of mpkCCD proteins with recombinant PKA-C and PKA-C{beta} resulted in virtually identical phosphorylation changes. In addition, analysis of total protein abundances in the in vivo samples showed that PKA-C deletion resulted in a near disappearance of AQP2 protein, while PKA-C{beta} deletion did not decrease AQP2 abundance. We conclude that PKA-C and PKA-C{beta} serve substantially different functions in renal collecting duct cells and that differences in phosphorylation targets may be due to differences in protein interactions, e.g. mediated by AKAP, C-KAP or PDZ binding.

systems biology↗
bioRxiv2020

Torix group Rickettsia are widespread in New Zealand freshwater amphipods: using blocking primers to rescue host COI sequences

Endosymbionts and intracellular parasites are common in arthropods and other invertebrate hosts. As a consequence, (co)amplification of untargeted bacterial sequences has been occasionally reported as a common problem in DNA barcoding. The bacterial genus Rickettsia belongs to the order Rickettsiales and consists of two lineages: one including diverse pathogens infecting arthropod hosts, the other consisting of non-pathogenic species with a broader host taxonomic range. While discriminating among amphipod species with universal primers for the COI region, we unexpectedly detected rickettsial endosymbionts belonging to the Torix group. To map the distribution and diversity of Rickettsia among amphipods hosts, we conducted a nationwide molecular screening of seven families of freshwater amphipods collected throughout New Zealand. In addition to uncovering a diversity of Torix group Rickettsia across multiple amphipod populations from three different families, our research indicates that 1) detecting Torix Rickettsia with universal primers is not uncommon, 2) obtaining Rickettsia COI sequences from many host individuals is highly likely when a population is infected, and 3) obtaining host COI may not be possible with a conventional PCR if an individual is infected. Because Rickettsia COI is highly conserved across diverse host taxa, we were able to design blocking primers that can be used in a wide range of host species infected with Torix Rickettsia. We propose the use of blocking primers to circumvent problems caused by unwanted amplification of Rickettsia and to obtain targeted host COI sequences for DNA barcoding, population genetics, and phylogeographic studies.

evolutionary biology↗