1. Using imaging techniques, as well as electron microscopy, X-ray crystallography, NMR spectroscopy to understand the molecular mechanisms of activities of macromolecules at high-resolution level.
2. Using biophysical and biochemical techniques to investigate the interactions between the macromolecules.
3. High-throughput screening the binding of ligand-receptor and compound-drug target.
4. Structure-based rational drug design.
The research of the Gao group covers medicinal chemistry and molecular targeting, synthetic chemistry and organo catalysis, and computer-aided drug design, aimed at the discovery of functional drug delivery carriers and understanding mechanisms of molecular targeting. Specific areas include a) strategies for development of small molecular anti-cancer drugs for targeted therapy, b) design and development of actively transportable small molecule drugs or protein-drug conjugates, c) discovery and development of novel drug-delivery carriers and pharmaceutics based on supramolecular chemistry, d) computer aided molecular design and modeling for innovative drug discovery and mechanistic study of drug transporters.
The research of the Huang group encompasses the following main areas:
1) Molecular design (AIDD & Chiral Catalyst/ligand Design)
2) XDC Drug Development and Preparation (Protac/RDC...)
3) New Chemical Space Exploration
Paramagnetic NMR, Pseudocontact Shifts, MS Spectrometry.
We’re interested in solving important and interesting scientific problems with structural biology and protein engineering techniques. Currently, our research has been focused on three directions: 1) Molecular mechanism underlying the regulation of vesicle trafficking. 2) Structure based semi-rational engineering of enzymes. 3)Orthogonal system in yeast cells.
1) Molecular mechanism underlying the regulation of vesicle trafficking.
Vesicle trafficking is a fundamental cellular process by which membrane-encapsulated vesicles transport materials between different cellular compartments and between a cell and its environment. Malfunction of vesicle trafficking will cause a broad spectrum of severe diseases, such as cancer, diabetes, immune deficiency and neuropathy. Vesicle trafficking occurs in four steps including vesicle biogenesis, transport, docking and fusion with the target membrane, each of which is mediated by a specific concert of protein families. Membrane fusion is mediated by the SNAREs and docking is manly mediated by the MTCs (Multi-subunit tethering complexes). MTCs not only mediate vesicle docking via tethering the trafficking vesicles to the target membrane, but also interact with the SNAREs to promote membrane fusion between them (Figure 1). However, the molecular mechanisms underlying these cellular processes are largely unknown.
Figure 1. MTCs and SNAREs in different stages of vesicle trafficking. MTCs are shown in light blue boxes, and SNAREs in white boxes.
With multidisciplinary strategies including structural biology, biochemistry, cell biology and yeast genetics, we have uncovered the molecular mechanism of exocyst-assembly (Figure 2, ref 1). We continue to work on the functional mechanism of other MTCs, as well as the interaction between MTCs and SNAREs.
Figure 2. The hierarchical assembly of the exocyst complex. The eight exocyst subunits share similar structural folds, with an N-terminal CorEx motif (the blue coiled-coil) followed by a long helical rod to the C-terminus (top left). Sec3 and Sec5, Sec6 and Sec8, Sec10 and Sec15, Ex70 and Exo84 form heterodimers through the pairing of their CorEx motifs (down left). Then Sec3, Sec5, Sec6 and Sec8 form the Subcomplex I via four helix bundle formation of their CorEx motifs; Sec10, Sec15, Exo70 and Exo84 form the Subcomplex II in the same manner (down right). Finally, Subcomplex I and Subcomplex II clap into each other to form the fully assembled exocyst complex (top right).
2) Structure based semi-rational engineering of enzymes.
The biosynthesis of many important nature products, e.g. ginsenoside, is mediated by plant enzymes. Since the production of these nature products from native plants are often quite low, it is necessary to improve their biosynthesis via bio-techniques. Structure based semi-rational design is a good way to achieve it. Key residues of the enzymes involved in catalysis of substrates could be analyzed based on the structure or predicted structure and known knowledge. And improved enzymes may be obtained via a series of mutations of these residues. In this field, our research includes both structure determination and structure-based engineering of interested enzymes (Figure 3, ref 2).
Figure 3. Semi-rational design of Pq3-O-UGT2. A) The structure model of Pq3-O-UGT2 is superimposed onto crystal structure of UGT74AC1. Mutant residues of engineered UGT74AC1 that highly improved its activities and corresponding residues of Pq3-O-UGT2 are indicated. B) Catalytic conformations of Pq3-O-UGT2 (WT)-UDPG-Rh2 (top) and Pq3-O-UGT2 (S49R/I50M/H85Y, Mutant)-UDPG-Rh2 (bottom) after MD simulations. The mutations improve the interaction between Rh2 and Pq3-O-UGT2.
3) Orthogonal system in yeast cells.
Recently, a group has reported application of linear plasmids in budding yeast to obtain autonomous hypermutation of interested proteins, including nanobodies and enzymes (Figure 4, ref 3). We are very interested in this powerful and cost-effective system. Thus, right now, we are trying to set up this system in our lab and using it to obtain desired mutations of proteins we are interested in.
Figure 4. An orthogonal replication system based on the p1/2 replication system. The replication of p1/2 linear plasmids is mediated by TP-DNAP1 and TP-DNAP2, which is independent of host DNA polymerases. Thus, mutations could be introduced to p1/2 via TP-DNAP1 during proliferation of the host cells.
Reference
1. Mei K, Li Y, Wang S, Shao G, Wang J, Ding Y, Luo G, Yue P, Liu JJ, Wang X, Dong MQ, Wang HW, Guo W. Cryo-EM structure of the exocyst complex. Nat Struct Mol Biol. 2018 Feb;25(2):139-146.
2. Yao L, Zhang H, Liu Y, Ji Q, Xie J, Zhang R, Huang L, Mei K, Wang J, Gao W. Engineering of triterpene metabolism and overexpression of the lignin biosynthesis gene PAL promotes ginsenoside Rg3 accumulation in ginseng plant chassis. J Integr Plant Biol. 2022 Jun 22. doi: 10.1111/jipb.13315. Epub ahead of print.
3. Ravikumar A, Arrieta A, Liu CC. An orthogonal DNA replication system in yeast. Nat Chem Biol. 2014 Mar;10(3):175-7.
The Nakamura group focuses on the regulation of the cellular actin cytoskeleton and in particular on the molecular mechanisms of chemical and mechanical signal transduction (mechanotransduction), a conversion of mechanical forces into cellular biochemical signals. Mechanotransduction is essential for many physiological processes in diverse organisms during development and maintenance of all tissues. Defects in mechanotransduction, often caused by mutations or deregulation of proteins that disturb cellular or extracellular mechanics, are implicated in the development of various diseases, ranging from muscular dystrophies and hypertension-induced vascular and cardiac hypertrophy to cancer progression and metastasis. Despite its importance, little is known about the underlying mechanisms of mechanotransduction. The group uses a wide range of techniques including proteomics, microscopy, molecular biology, and cell biology, and appreciate collaboration with expertises in structural biology, mechanical engineering, single molecular analysis, computer simulation, and drug design.
The research in the group of Srinivasan encompasses two main areas, 1) Developing new reaction methodologies: The research topics under this area include bioorthogonal reactions, late-stage modification of advanced chemical entities, C-H activation, and high-throughput amenable synthesis – aiming at advancing the way organic molecules are made for drug discovery and chemical biology applications. 2) Inhibitor discovery based on fragment-based approaches: Design and synthesis of ‘unconventional’ fragments with rich structural diversity. These fragments will be used as a starting point towards novel inhibitors for unexplored biological targets such as the AurB-INCENP interaction.
Wei’s research addresses mechanisms of drug activity with associated drug design. Computational approaches (e.g., molecular docking, pharmacophore modeling, quantitative structure-activity relationship (QSAR), molecular dynamics) are used to identify and characterize putative ligand binding sites, elucidate binding mechanisms, and guide rational design of potentially new drugs.
The Zhang lab identifies and characterizes new enzymes and new metabolic pathways in nature using a combination of bioinformatics, genetic, biochemical and biophysical methods. In particular, the Zhang lab has a long term interest in metal trafficking, metalloenzymes. and their catalytic mechanisms. Other projects in the Zhang lab include synthetic biology, and immuno-based human disease diagnosis.
For more information about the Zhang Lab, please visit
The research of Yuchi’s group centers on the structure and function of ion channels. Ion channels are the second largest target class for approved drugs. Drugs targeting ion channels are used to treat arrhythmia, neuropathic pain, epilepsy, anxiety and more. The ultimate goal of our group is to understand the physiological and pathological roles of ion channels at the molecular level. The specific questions we are tackling include: 1) the interaction network and regulation of ion channels involved in heart and muscle diseases; 2) how disease-causing mutations perturb the structure and function of critical ion channels; 3) how to target insect ion channels to develop novel biopesticides. To answer these questions, our lab combines a variety of complementary techniques, including X-ray crystallography, electrophysiology, calorimetry, in-silico drug screening, as well as many other biochemical, biophysical and computational methods.
For detailed information, check our lab website @ www.yuchilab.com
Channel Regulation at High Resolution
Disease-causing Mutations in Ion Channel
The research in the group of Zhang is encompassed in the areas of chiral separation and proteomics analysis.
1. Using imaging techniques, as well as electron microscopy, X-ray crystallography, NMR spectroscopy to understand the molecular mechanisms of activities of macromolecules at high-resolution level.
2. Using biophysical and biochemical techniques to investigate the interactions between the macromolecules.
3. High-throughput screening the binding of ligand-receptor and compound-drug target.
4. Structure-based rational drug design.
The research of the Gao group covers medicinal chemistry and molecular targeting, synthetic chemistry and organo catalysis, and computer-aided drug design, aimed at the discovery of functional drug delivery carriers and understanding mechanisms of molecular targeting. Specific areas include a) strategies for development of small molecular anti-cancer drugs for targeted therapy, b) design and development of actively transportable small molecule drugs or protein-drug conjugates, c) discovery and development of novel drug-delivery carriers and pharmaceutics based on supramolecular chemistry, d) computer aided molecular design and modeling for innovative drug discovery and mechanistic study of drug transporters.
The research of the Huang group encompasses the following main areas:
1) Molecular design (AIDD & Chiral Catalyst/ligand Design)
2) XDC Drug Development and Preparation (Protac/RDC...)
3) New Chemical Space Exploration
Paramagnetic NMR, Pseudocontact Shifts, MS Spectrometry.
We’re interested in solving important and interesting scientific problems with structural biology and protein engineering techniques. Currently, our research has been focused on three directions: 1) Molecular mechanism underlying the regulation of vesicle trafficking. 2) Structure based semi-rational engineering of enzymes. 3)Orthogonal system in yeast cells.
1) Molecular mechanism underlying the regulation of vesicle trafficking.
Vesicle trafficking is a fundamental cellular process by which membrane-encapsulated vesicles transport materials between different cellular compartments and between a cell and its environment. Malfunction of vesicle trafficking will cause a broad spectrum of severe diseases, such as cancer, diabetes, immune deficiency and neuropathy. Vesicle trafficking occurs in four steps including vesicle biogenesis, transport, docking and fusion with the target membrane, each of which is mediated by a specific concert of protein families. Membrane fusion is mediated by the SNAREs and docking is manly mediated by the MTCs (Multi-subunit tethering complexes). MTCs not only mediate vesicle docking via tethering the trafficking vesicles to the target membrane, but also interact with the SNAREs to promote membrane fusion between them (Figure 1). However, the molecular mechanisms underlying these cellular processes are largely unknown.
Figure 1. MTCs and SNAREs in different stages of vesicle trafficking. MTCs are shown in light blue boxes, and SNAREs in white boxes.
With multidisciplinary strategies including structural biology, biochemistry, cell biology and yeast genetics, we have uncovered the molecular mechanism of exocyst-assembly (Figure 2, ref 1). We continue to work on the functional mechanism of other MTCs, as well as the interaction between MTCs and SNAREs.
Figure 2. The hierarchical assembly of the exocyst complex. The eight exocyst subunits share similar structural folds, with an N-terminal CorEx motif (the blue coiled-coil) followed by a long helical rod to the C-terminus (top left). Sec3 and Sec5, Sec6 and Sec8, Sec10 and Sec15, Ex70 and Exo84 form heterodimers through the pairing of their CorEx motifs (down left). Then Sec3, Sec5, Sec6 and Sec8 form the Subcomplex I via four helix bundle formation of their CorEx motifs; Sec10, Sec15, Exo70 and Exo84 form the Subcomplex II in the same manner (down right). Finally, Subcomplex I and Subcomplex II clap into each other to form the fully assembled exocyst complex (top right).
2) Structure based semi-rational engineering of enzymes.
The biosynthesis of many important nature products, e.g. ginsenoside, is mediated by plant enzymes. Since the production of these nature products from native plants are often quite low, it is necessary to improve their biosynthesis via bio-techniques. Structure based semi-rational design is a good way to achieve it. Key residues of the enzymes involved in catalysis of substrates could be analyzed based on the structure or predicted structure and known knowledge. And improved enzymes may be obtained via a series of mutations of these residues. In this field, our research includes both structure determination and structure-based engineering of interested enzymes (Figure 3, ref 2).
Figure 3. Semi-rational design of Pq3-O-UGT2. A) The structure model of Pq3-O-UGT2 is superimposed onto crystal structure of UGT74AC1. Mutant residues of engineered UGT74AC1 that highly improved its activities and corresponding residues of Pq3-O-UGT2 are indicated. B) Catalytic conformations of Pq3-O-UGT2 (WT)-UDPG-Rh2 (top) and Pq3-O-UGT2 (S49R/I50M/H85Y, Mutant)-UDPG-Rh2 (bottom) after MD simulations. The mutations improve the interaction between Rh2 and Pq3-O-UGT2.
3) Orthogonal system in yeast cells.
Recently, a group has reported application of linear plasmids in budding yeast to obtain autonomous hypermutation of interested proteins, including nanobodies and enzymes (Figure 4, ref 3). We are very interested in this powerful and cost-effective system. Thus, right now, we are trying to set up this system in our lab and using it to obtain desired mutations of proteins we are interested in.
Figure 4. An orthogonal replication system based on the p1/2 replication system. The replication of p1/2 linear plasmids is mediated by TP-DNAP1 and TP-DNAP2, which is independent of host DNA polymerases. Thus, mutations could be introduced to p1/2 via TP-DNAP1 during proliferation of the host cells.
Reference
1. Mei K, Li Y, Wang S, Shao G, Wang J, Ding Y, Luo G, Yue P, Liu JJ, Wang X, Dong MQ, Wang HW, Guo W. Cryo-EM structure of the exocyst complex. Nat Struct Mol Biol. 2018 Feb;25(2):139-146.
2. Yao L, Zhang H, Liu Y, Ji Q, Xie J, Zhang R, Huang L, Mei K, Wang J, Gao W. Engineering of triterpene metabolism and overexpression of the lignin biosynthesis gene PAL promotes ginsenoside Rg3 accumulation in ginseng plant chassis. J Integr Plant Biol. 2022 Jun 22. doi: 10.1111/jipb.13315. Epub ahead of print.
3. Ravikumar A, Arrieta A, Liu CC. An orthogonal DNA replication system in yeast. Nat Chem Biol. 2014 Mar;10(3):175-7.
The Nakamura group focuses on the regulation of the cellular actin cytoskeleton and in particular on the molecular mechanisms of chemical and mechanical signal transduction (mechanotransduction), a conversion of mechanical forces into cellular biochemical signals. Mechanotransduction is essential for many physiological processes in diverse organisms during development and maintenance of all tissues. Defects in mechanotransduction, often caused by mutations or deregulation of proteins that disturb cellular or extracellular mechanics, are implicated in the development of various diseases, ranging from muscular dystrophies and hypertension-induced vascular and cardiac hypertrophy to cancer progression and metastasis. Despite its importance, little is known about the underlying mechanisms of mechanotransduction. The group uses a wide range of techniques including proteomics, microscopy, molecular biology, and cell biology, and appreciate collaboration with expertises in structural biology, mechanical engineering, single molecular analysis, computer simulation, and drug design.
The research in the group of Srinivasan encompasses two main areas, 1) Developing new reaction methodologies: The research topics under this area include bioorthogonal reactions, late-stage modification of advanced chemical entities, C-H activation, and high-throughput amenable synthesis – aiming at advancing the way organic molecules are made for drug discovery and chemical biology applications. 2) Inhibitor discovery based on fragment-based approaches: Design and synthesis of ‘unconventional’ fragments with rich structural diversity. These fragments will be used as a starting point towards novel inhibitors for unexplored biological targets such as the AurB-INCENP interaction.
Wei’s research addresses mechanisms of drug activity with associated drug design. Computational approaches (e.g., molecular docking, pharmacophore modeling, quantitative structure-activity relationship (QSAR), molecular dynamics) are used to identify and characterize putative ligand binding sites, elucidate binding mechanisms, and guide rational design of potentially new drugs.
The Zhang lab identifies and characterizes new enzymes and new metabolic pathways in nature using a combination of bioinformatics, genetic, biochemical and biophysical methods. In particular, the Zhang lab has a long term interest in metal trafficking, metalloenzymes. and their catalytic mechanisms. Other projects in the Zhang lab include synthetic biology, and immuno-based human disease diagnosis.
For more information about the Zhang Lab, please visit
The research of Yuchi’s group centers on the structure and function of ion channels. Ion channels are the second largest target class for approved drugs. Drugs targeting ion channels are used to treat arrhythmia, neuropathic pain, epilepsy, anxiety and more. The ultimate goal of our group is to understand the physiological and pathological roles of ion channels at the molecular level. The specific questions we are tackling include: 1) the interaction network and regulation of ion channels involved in heart and muscle diseases; 2) how disease-causing mutations perturb the structure and function of critical ion channels; 3) how to target insect ion channels to develop novel biopesticides. To answer these questions, our lab combines a variety of complementary techniques, including X-ray crystallography, electrophysiology, calorimetry, in-silico drug screening, as well as many other biochemical, biophysical and computational methods.
For detailed information, check our lab website @ www.yuchilab.com
Channel Regulation at High Resolution
Disease-causing Mutations in Ion Channel
The research in the group of Zhang is encompassed in the areas of chiral separation and proteomics analysis.
