Abstract
Leishmaniasis is a neglected disease that affects around two million people every year. Current treatments are often highly toxic or prone to resistance, underscoring the urgent need for new therapeutic strategies. PROTACs may offer a promising alternative, as they can potentially mitigate both toxicity and resistance. However, very little is known about the ubiquitin–proteasome system (UPS) in Leishmania. Notably, only two E3 ligases containing a CULT domain have been identified so far, and none carrying a von Hippel–Lindau (VHL) domainthe classical E3 ligase used by clinically advanced PROTACs. In this work, we take an important step toward understanding the UPS in Leishmania, and we propose that in this organism the UbC4 E2 enzyme, rather than an E3, may be directly exploited to develop a PROTAC able to engage a protein of interest. Here, we report the biochemical and structural characterization of the Leishmania major ubiquitin-conjugating enzyme 4 (UbC4). Through a fragment screening campaign, we identified 10 fragments binding to distinct cavities on UbC4. Among these, five interact with the same noncatalytic pocket that is poorly conserved in humans, while one fragment binds near the catalytic cysteine. Using DeepFrag predictions and molecular docking, we explored fragment elongation strategies to enhance affinity for their respective binding sites, with the goal of guiding the development of E2-recruiting PROTACs or UPS inhibitors for the treatment of leishmaniasis.


Introduction
An estimated 700 thousands to 1 million new cases of leishmaniasis are reported by the World Health Organization each year (www.who.int). Leishmaniases belong to the class of neglected tropical diseases caused by protozoan parasites of the genus Leishmania, comprising over 20 different species associated with distinct disease phenotypes. Leishmania parasites are transmitted to the human host during the blood meal of female phlebotomine sandflies. While their primary habitat includes tropical and subtropical regions, their range is increasingly expanding toward more temperate regions.
Leishmaniasis manifests in three primary clinical forms: (i) cutaneous leishmaniasis (CL), characterized by skin lesions leaving life-long scars; (ii) mucocutaneous leishmaniasis (MCL), which causes the partial or total destruction of mucous membranes of the nose, mouth, and throat; and (iii) visceral leishmaniasis (VL), also known as kala-azar, the most severe form, whose symptoms include fever, anemia, and enlargement of internal organs (splenomegaly and hepatomegaly). If left untreated, VL is frequently fatal. −
Current chemotherapeutic options for leishmaniasis include amphotericin B, antimonials (e.g., meglumine antimonate), paromomycin, and pentamidine, as well as newer agents such as miltefosine and sitamaquine. However, these treatments remain suboptimal due to limited efficacy, adverse side effects, and the increasing emergence of drug-resistant parasite strains. , Moreover, the precise mechanisms of action of several of these compounds are still not fully elucidated. −
Recently, efforts have been put into the development of novel therapeutic solutions, such as nanovaccines, endochin-like quinolones that affect the electron transport chain, benzophenone-derived bisphosphonium salts that target complex II of the parasite respiratory chain, and tafenoquine that leads to mitochondrial dysfunction; however, none of these solutions have reached the market to date. ,
Targeting the ubiquitin–proteasome system (UPS) has emerged as a promising therapeutic strategy against cancer and autoimmune diseases, with recent proposals suggesting its utility in tackling infectious diseases, including parasitic infections. , Ubiquitination is a post-translational modification known to target proteins toward proteasomal degradation; it also regulates DNA damage repair and cell cycle progression, and more. In Trypanosomatids, proteolysis is crucial for regulating various cellular processes throughout the parasite’s life cycle, especially in carefully controlling the morphological changes during differentiation. This underscores the vital role of the UPS in Leishmania.
The UPS utilizes a cascade of enzymes to covalently attach ubiquitin (Ub) to the lysine residues of a protein substrate. Ubiquitin itself contains seven lysine residues (K6, K11, K27, K29, K33, K48, and K63) and an N-terminal methionine (M1) that can also be ubiquitinated, enabling the formation of different linear or branched chains of Ub.
However, very little is known about the Leishmania UPS yet. Of note, genomic analysis of Leishmania mexicana has identified 2 ubiquitin-activating enzymes (E1s/UbAs), 13 ubiquitin-conjugating enzymes (E2s/UbCs), 79 ubiquitin ligases (E3s) including 12 HECT E3s, 1 RBR E3, 5 U-box RING E3s, 57 RING and 4 RING-CH-type E3s, and 20 deubiquitinating cysteine peptidases (DUBs).
According to the state-of-the-art knowledge about the human UPS, the E1 activates ubiquitin (Ub) through an ATP-dependent adenylation of its C-terminal carboxyl group, enabling the formation of a thioester bond between the E1 and Ub. Ub is then transferred to the catalytic cysteine of an E2 through a trans-thioesterification. From there, HECT E3 ligases form a thioester intermediate with Ub before the ubiquitination of the substrate, whereas RING E3 ligases promote the direct transfer of Ub from an E2-Ub to the ε-amino group of a substrate lysine (Figure S1). It is worth mentioning that, in the human genome, 600 genes encoding for RING E3 ligases (57 in L. mexicana ) against 30 gene of HECT E3 ligases (12 in L. mexicana ) were identified, suggesting that the most common ubiquitination scheme might concern Ub direct transfer from the E2 to the substrate, the RING E3 ligase serving more as an intermediate that bridges the E2 and the protein substrate together. The ubiquitination is repeated several times to polyubiquitinate the substrate, yielding a signal for degradation by the proteasome.
Previous studies have shed light on the importance of the parasite proteasome and of the DUBs in the Leishmania life cycle; recently, GNF6702 and LXE408 proteasome inhibitors have shown promising efficiency on Leishmania. , Previous investigations also underlined the key role of E1s, E2s, and E3s in the differentiation of Leishmania: among others, ubc1/cdc34, ubc2, uev1, and hect2 genes appear essential for the transformation from the promastigote to the amastigote stage. ,
Recently, PROTACs (proteolysis targeting chimeras) have emerged as a potential leishmanicidal strategy. PROTACs are heterobifunctional compounds recruiting E3 ligases and binding a chosen target protein. PROTACs allow the forced ubiquitination and subsequent degradation of the target via the UPS. Notably, several PROTAC candidates targeting proteins involved mainly in cancers, such as breast cancers and lymphomas, are currently being evaluated in clinical trials. Although most PROTACs recruit E3 ligases, they can also be designed to recruit E2s directly, and some evidence already proved E2-PROTACs efficiency. ,
However, the current lack of structural data on the UPS of Leishmania makes it difficult to comprehend such a crucial cellular process and slows the rational design of chemotherapeutics specifically targeting ubiquitination in Leishmania. In this work, we recombinantly produced LiUbA1a (E1), LmUbC4 (E2), and LiUb (ubiquitin). We provide the structural and functional characterization of LmUbC4 (an orthologue of human UbE2H) from Leishmania major. Furthermore, we performed a crystallographic fragment screening, a powerful technique previously successful in identifying inhibitors for Leishmania infantum trypanothione reductase, leading to the identification of 10 low-affinity ligands for this E2. − Finally, we utilized these results in a pipeline combining deep-learning elongation prediction and molecular docking to pave the way toward the design of PROTACs capable of specifically recruiting Leishmania E2s to target essential parasite proteins that are otherwise challenging to drug, such as trypanothione reductase (TR). Indeed, TR is indispensable for the parasite’s survival within the host. However, the discovery of effective inhibitors remains challenging because the enzyme is highly expressed in the amastigote parasite stage and features a large catalytic cavity that is partially exposed to solvent. These characteristics complicate the identification of compounds capable of achieving high-affinity binding and potent inhibition while maintaining favorable drug-like properties.
Materials and Methods
Recombinant Expression
UbA1a
The gene for UbA1a from L. infantum (Uniprot A4I0A5) was synthesized by Optiprime Diagnostic and subcloned into a pGEX4T1 vector. Escherichia coli BL21(DE3) cells, previously transformed, were incubated at 37 °C in LB until the optical density reached 0.9. Overexpression was induced upon the addition of 0.5 mM isopropyl β-d-thiogalactoside (IPTG), and cells were further incubated at 16 °C for 20 h.
UbC4
The gene for UbC4 from L. major (Uniprot Q4Q5L3), lacking the last C-terminal 67 residues was purchased from Unimed Scientifica and subcloned into a pET14b vector. E. coli BL21(DE3) cells, previously transformed, were incubated at 37 °C in LB until the optical density reached 0.6. Overexpression was induced upon the addition of 1 mM IPTG, and cells were further incubated at 25 °C for 20 h.
Ub
The gene for ubiquitin from L. infantum (Uniprot E9AHX6) was synthesized by Optiprime Diagnostic and subcloned into a pET28b vector. E. coli BL21(DE3) cells, previously transformed, were incubated at 37 °C in LB until the optical density reached 0.6. Overexpression was induced upon the addition of 0.5 mM IPTG and further incubated at 18 °C for 20 h.
Purification
UbA1
Cells were resuspended in lysis buffer (50 mM Tris pH 8.0, 300 mM NaCl, 5 mM dithiothreitol (DTT), 0.1% Tween20, 5% glycerol, 1 mM ATP, 2.5 mM MgCl2) supplemented with one tablet of Pierce cocktail of protease inhibitors (ThermoScientific), 0.1 mM phenylmethylsulfonyl fluoride, and 2 μL of deoxyribonuclease I (Invitrogen). Cells were sonicated twice for 15 min (2 s ON, 10 s OFF), separated for 5 min on ice, and centrifuged to discard cell debris. The soluble fraction was loaded on a previously equilibrated 5 mL GSTrap column (Cytiva). After loading, the column was washed with 5 column volumes (cv) of cleavage buffer (50 mM Tris pH 8.0, 200 mM NaCl, 5 mM CaCl2, 1 mM DTT, 5% glycerol). The cleavage of the GST tag was carried out directly on the column using 4 units of thrombin per estimated milligrams of UbA1a bound to the column at 4 °C overnight. The next day, the column was washed with 5 cv of cleavage buffer to recover the tag-free UbA1a. Residual UbA1a-GST and post-cleavage GST were eluted using 50 mM reduced glutathione in lysis buffer. Thrombin was removed upon incubation of the tag-free UbA1a with the benzamidine resin for 30 min on ice. The tag-free protein was then concentrated to be injected on a Superdex 200 Increase 10/300 GL at 0.5 mL/min (running buffer: 20 mM Tris pH 8.0, 150 mM NaCl, 1 mM DTT, 1% glycerol). The peak corresponding to the UbA1a monomer was recovered and concentrated. The tag-free UbA1a monomer was kept at 4 °C overnight and used the next day for the ubiquitination assays.
UbC4
Cells were resuspended in lysis buffer 2 (50 mM Tris pH 8.0, 300 mM NaCl, 5 mM β-mercaptoethanol and 5 mM imidazole), supplemented with one tablet of Pierce cocktail of protease inhibitors (ThermoScientific), 0.1 mM phenylmethylsulfonyl fluoride and 2 μL of deoxyribonuclease I (Invitrogen). Cells were sonicated for 40 min (3 s ON, 10 s OFF) and centrifuged to discard cell debris. The soluble fraction was loaded onto a previously equilibrated 5 mL HiTrap column (Cytiva) mounted on a Knauer Azura FPLC instrument. His-tagged UbC4 was eluted using a 5–500 mM imidazole gradient. UbC4 was further purified using size exclusion chromatography (Superdex 200 Increase 10/300 GL) in 20 mM (4-(2-hydroxyethyl)-1-piperazineethanesulfonic acid) (HEPES) pH 7.5, 50 mM NaCl, 1 mM DTT. The protein was concentrated and kept at −80 °C. For ubiquitination assays, UbC4 was cleaved using 4 units of thrombin per mg of protein overnight at 4 °C. Thrombin was removed upon loading of the cleavage mix onto a benzamidine resin for 30 min at 4 °C. Tag-free UbC4 was recovered by reverse immobilized metal affinity chromatography (Protino Ni-TED resin, Macherey-Nagel). The final tag-free UbC4 sample was further concentrated and stored at −80 °C.
Ub
Cells were resuspended in lysis buffer 3 (50 mM Tris pH 8.0, 300 mM NaCl, 5 mM β-mercaptoethanol and 5 mM imidazole), supplemented with one tablet of Pierce cocktail of protease inhibitors (ThermoScientific), 0.1 mM phenylmethylsulfonyl fluoride and 2 μL of deoxyribonuclease I (Invitrogen). Cells were sonicated for 40 min (3 s ON, 10 s OFF) and centrifuged to discard cell debris. The soluble fraction was loaded onto a previously equilibrated 5 mL HiTrap column (Cytiva) mounted on a Knauer Azura FPLC instrument. His-tagged Ub was eluted using a 5–500 mM imidazole gradient. Ub was further purified using size exclusion chromatography (Superdex 200 Increase 10/300 GL) in 20 mM Tris pH 8, 100 mM NaCl, 2 mM DTT. The protein was concentrated and kept at −80 °C.
The purity of the protein samples was assessed by sodium dodecyl sulfate-polyacrylamide gel electrophoresis (SDS-PAGE) electrophoresis.
Ubiquitination Assays
The Ub thioester bond formation with UbC4 was carried out at 37 °C for 15 min to 4 h, and the reaction contained 1.3 μM UbA1a, 10 μM UbC4 and 20 μM Ub. Different purification batches of UbA1a, were used owing to the low purification yield and to ensure reproducibility. Samples were diluted with LDS sample buffer 4× (Genscript) and immediately stored at −20 °C prior to SDS-PAGE electrophoresis. Reaction samples were then loaded onto a 4–12% Bis–Tris SDS-PAGE gel (Genscript) that ran in Tris–MES–SDS running buffer at 200 V (80 mA). The SDS-PAGE gel was stained with Brilliant Blue Coomassie R250. With the first Coomassie-stained SDS-PAGE, a second SDS-PAGE gel ran at the same time in the same exact experimental conditions to proceed with Western blot analysis. Briefly, proteins were transferred to an Immobilon PVDF membrane (Millipore) using a semidry transblot apparatus for 1 h 15 min at 25 V (200 mA). The membrane was blocked with 5% milk in TBS-T buffer for 1 h at 4 °C and then incubated with a 1/1000 dilution of mouse anti-His tag antibody (MCA1396GA, Biorad) overnight at 4 °C. The next day, the membrane was washed and incubated with a 1/5000 dilution of a horseradish peroxidase-conjugated goat anti-mouse IgG antibody (A90-516P Bethyl) for 4 h at 4 °C. Chemiluminescent signal was obtained using the Westar Nova 2.0 kit, and images were collected using a Chemidoc MP imager.
Crystallization and X-ray Diffraction
H32 crystals of UbC4 (6.5 mg/mL) grew in 3 M NaCl, 0.1 M MES/imidazole pH 6.5, and 20% glycerol using the sitting drop vapor diffusion method. Crystallization plates were prepared with the Oryx8 high-throughput crystallization robot (Douglas Instruments). UbC4 crystals were flash-frozen in liquid nitrogen and mounted onto cryoloops. Diffraction experiments were carried out at the Elettra-XRD2 beamline. The structure of UbC4 was solved by molecular replacement using the 1YF9 pdb entry (UbC4, space group: P43212,) as a model in MolRep 11.9.02 from the CCP4 9.0.010 program suite. Iteration cycles of refinement and model building were carried out using Refmac5 5.8.0430 and Coot 0.9.8.96. Figures were prepared with ICSF Chimera 1.18 and ChimeraX-1.9. Data collection and refinement statistics are reported in Table S1. Root-mean-square deviations (rmsd) between structures have been determined using the SUPERPOSE program in the CCP4 suite. The analysis of the protein cavities was performed using CastPFold (https://cfold.bme.uic.edu/castpfold/, Table S2).
Structure-Based Fragment Screening
Crystallization plates were set up in our home laboratory using the Oryx4 robot from Douglas Instruments. UbC4 crystallized at 6.5 mg/mL in 3.1 M NaCl, 0.1 M MES/imidazole pH 6.5, 20% glycerol. At the XCHEM facility of Diamond Light Source, an ECHO acoustic liquid dispenser was first used to screen the maximum dimethyl sulfoxide (DMSO) concentration suitable for soaking. Then the ECHO instrument dispensed 733 fragments from the commercial DSi-Poised library (Enamine, provided by the XCHEM facility) onto the crystallization drops, resulting in a maximum concentration of 75 mM fragment and 15% DMSO. Soaked crystals were then incubated for 1 h at 20 °C. Crystals were rapidly mounted on cryoloops thanks to the OLT shifter and directly flash-frozen in liquid nitrogen prior to the diffraction experiments, which were carried out at the I04-1 beamline. Data processing was carried out using the XCHEM Explorer (XCE) pipeline. , Hits were identified using Pan-Data set Density Analysis (PanDDA), the refinement was performed by Buster, implemented on XCE. Table S3 reports the data collection and refinement statistics for the fragment screening experiment.
Molecular Docking of Elongated Fragments
Crystallographic structures of UbC4 bound to fragments were used to predict promising elongated fragments using DeepFrag. Starting points for growing were set for the atoms of each fragment that lie the deepest in the cavities of interest (cavities 3 and 15). Candidates with a DeepFrag score higher than 0.6 were selected and used for molecular docking. AutoDock Vina 1.1.2 , implemented in UCSF Chimera 1.18 was used to perform molecular docking on two distinct sites: cavity 15 for elongated fragments based on fragment 274 with coordinates x = −2, y = −24, and z = −41, size x = 12, size y = 12 and size z = 12 and cavity 3 for elongated fragments based on fragments 331, 360, 466, 637, and 733 with coordinates x = 10, y = −22, and z = −54, size x = 12, size y = 12 and size z = 12. Fragments identified by crystallographic fragment screening were also docked to evaluate the gain in predicted binding affinity of elongated fragments.
Results and Discussion
UbC4 Construct
In this study, we aimed to characterize a first set of enzymes belonging to the ubiquitin–proteasome system of Leishmania parasites and investigate their druggability: we utilized a truncated construct of UbC4 from L. major for several reasons. First, the crystallographic structure of the truncated UbC4 from L. major was already deposited in the Protein Data Bank (PDB: 1YF9) by the Structural Genomics of Pathogenic Protozoa Consortium (SGPP) in 2004. These structural data demonstrated that this construct is amenable to X-ray crystallography, a crucial prerequisite for reproducible crystallization and therefore high-throughput fragment screening. Second, attempts to express and purify the full-length UbC4 were unsuccessful, as it formed insoluble inclusion bodies. AlphaFold2 predictions (AF-Q4Q5L3-F1-v4,) suggest that the full-length protein contains a long, unfolded C-terminal sequence (Figure S2), notably corresponding to the portion truncated off our construct. Such disordered regions often impede soluble expression, purification, and crystallization. More broadly, the structural characterization of proteins displaying substantial conformational flexibility remains a major challenge in X-ray crystallography, as conformational heterogeneity often prevents the formation of well-ordered crystals. This limitation is particularly relevant for proteins whose three-dimensional architecture and molecular mechanism have yet to be experimentally established, thereby slowing their functional characterization and the development of structure-guided approaches.
Finally, it is worth mentioning that sequence alignments show 98.2% sequence identity between UbC4 from L. major and that of L. infantum, i.e., the causative agent of Kala-azar (the most severe form of leishmaniasis), with only four substitutions, only two of which involve residues of different chemical nature (Figure S3).
UbC4 Forms Thioester Complexes with Ub In vitro
We assessed the in vitro formation of the UbC4-Ub thioester bond at 37 °C in the presence of the putative E1 (UbA1a), Ub, and ATP over 4 h (Figure ). Nonreducing SDS-PAGE (Figure A) revealed several additional bands of higher molecular weight compared to the UbA1a, UbC4, and Ub bands alone, which intensity vary over 4 h. Western blot analysis, exploiting the polyhistidine tag on Ub, clarified the nature of the observed bands (Figure B). The more intense band corresponds to the monoubiquitinated UbC4 complex (∼30 kDa). Additionally, a ∼22 kDa band, whose intensity increases overtime, corresponds to diubiquitin, Figure B, suggesting that UbC4 can facilitate uncontrolled Ub chain formation, a not so uncommon characteristic of E2s in the absence of an E3 ligase. , Higher molecular weight bands likely represent polyubiquitinated UbC4 species, resulting from potential self-ubiquitination at surface-exposed lysine residues (e.g., K30, K45, K70, or K159, Figure S4). Of note, self-ubiquitination of E2s is a known mechanism involved in the regulation of E2s expression and activity. Among the polyubiquitinated UbC4 species, we can surmise that the bands account for the formation of UbC4-Ub2 (∼40 kDa), UbC4-Ub3 (∼50 kDa), and UbC4-Ub4 (∼60 kDa), while we can guess the presence of UbC4-Ub5 (∼70 kDa) and UbC4-Ub6 (∼80 kDa) based on the presence of some faint bands (Figure B,D).
1.

In vitro UbC4-Ub thioester bond formation in the presence of UbA1a and ATP. The UbC4-Ub thioester bond formation was carried out in the presence of UbA1a, UbC4, Ub and ATP at 37 °C and followed up to 4 h to track the enrichment of UbC4-Ub by SDS-PAGE (A) and Western blot (B), exploiting the purification His-tag attached to the recombinant Ub to identify Ub, diUb, mono- and polyubiquitinated species. The importance of UbA1a and the ATP-dependent nature of the thioester bond formation between UbC4 and Ub have been assessed by SDS-PAGE (C) and Western blot (D).
Interestingly, the band at ∼40 kDa, which corresponds to UbC4-Ub2, displays an increasing intensity over time (Figure B,D), suggesting the accumulation of this intermediate.
Additionally, the lack of bands corresponding to ubiquitinated species in the absence of UbA1a or ATP (Figure C,D) indicates that the process is ATP-dependent and requires E1 activation, supporting the functional role of the putative UbA1a, UbC4, and Ub in the Leishmania UPS.
UbC4 Displays the Canonical E2 Ubiquitin-Conjugating Enzyme Fold
We solved the crystal structure of L. major UbC4 (LmUbC4) by molecular replacement at 2.16 Å resolution (Figure A). In this work, the reported residue numbering corresponds to that of the deposited structures of LmUbC4 (PDB: 1YF9 and 28HT). We observed two UbC4 monomers in the asymmetric unit. Although our truncated UbC4 construct contains 171 residues, we were able to reconstruct the polypeptidic chains only from Ser13 to Pro170 due to the poor electronic density describing the N- and C-terminal extremities, in agreement with the AlphaFold prediction that suggests that the N-terminal 10-residue segment is rather unstructured. Hereafter, we will describe the UbC4 monomer A, since both UbC4 in the asymmetric unit are nearly identical (rmsd = 0.352 Å, calculated with superpose, CCP4 software suite).
2.

LmUbC4 displays the conserved Ubc fold. (A) Crystal structure of LmUbC4 with chloride ions and the imidazole belonging to the crystallization condition. Cys93 and the HPN triad located in the catalytic cleft are displayed in the close-up view (inset). (B) Analysis of the secondary structures of LmUbC4; α-helices are displayed as light green pipes while β-strands are shown as orange arrows. (C) Overall representation of LmUbC4 regions interacting with E1s, RING E3s, and Ub. These regions have been inferred for LmUbC4 based on previously deposited structures of the UbcH5b-Ub conjugate (3A33 pdb entry), the Ubc13 and TRAF6 (RING E3) complex (3HCT pdb entry), and Ubc12-NEDD8 E1 complex (2NVU pdb entry). , (D) UbC4 cavities were identified using CastPFold (https://cfold.bme.uic.edu/castpfold/) (cavities 1, 2, 3, 5, 6 and 7 are the largest). For clarity, we also reported smaller pockets (14, 15 and 16) close to the catalytic cysteine. Secondary structures are represented as cartoons, except in panel (B), where α-helices and β-strands are shown as pipes and planks. Residues and imidazole molecules are displayed as sticks, and chloride atoms as large green spheres.
It is worth mentioning that the addition of glycerol in the crystallization conditions had an effect on crystal packing, as LmUbC4 in this study crystallized in the H32 space group, whereas the previously reported UbC4 from the Structural Genomics of Pathogenic Protozoa Consortium (SGPP, PDB: 1YF9) crystallized in the P43212 space group, where the structure revealed three monomers in the asymmetric unit.
UbC4 is composed of six α-helices, a short 310 helix (α2-bis), close to the putative catalytic cysteine, and four β-strands, forming a tertiary structure that resembles the canonical Ubc fold (Figure B), conserved among species. LmUbC4 aligns closely with HsUbE2H (PDB: 2Z5D, rmsd: 1.146 Å), its closest human homologue (Figure S5), and with HsUbE2K, a well-characterized E2 ubiquitin conjugating enzyme (Figure S6). The structure alignment with the above-mentioned human counterparts suggests that Cys93 is the catalytic cysteine. This cysteine, as expected for canonical E2s, is embedded in a groove between the β4-strand, the α2-helix and the short 310 helix. Crucially, the HPN triad conserved among canonical E2s about 10 residues upstream of the catalytic cysteine is present in LmUbC4 (His82, Pro83 and Asn84, Figure A inset). Whereas the histidine is known to have a structural role in the active site, the asparagine is expected to mediate the catalytic formation of the isopeptide bond between the Ub and a substrate protein by stabilizing the oxyanion intermediate during the substrate lysine attack. ,−
To identify potential binding sites for inhibitors and E2-recruiting PROTACs with leishmanicidal properties, we first mapped potential surface cavities and pockets where organic compounds may accommodate using CastPFold (Figure D, Table S2).
The catalytic cleft (cavity 15) represents a natural target for the design of inhibitors, as well as any cavity whose occupation could allosterically affect catalytic activity. In contrast, noncatalytic cavities are more suitable targets for the development of PROTACs, as the E2 ubiquitination activity should not be hampered. In fact, the binding of a PROTAC ligand should not prevent the formation of the thioester bond between UbC4 and Ub or the access of Ub to Cys93. Additionally, the binding of a potential PROTAC should also not obstruct the interactions with either E1s or E3 ligases, as it would hamper Ub transfer to/from UbC4. Consistent with the conserved fold of canonical E2, our analysis indicates that E1/E3 interaction interfaces appear to be conserved: E1s typically engage the N-terminal region of E2s, whereas E3 ligases interact with the α1-helix and L1/L2 loops (Figure C). ,
Notably, cavity 3 (the third largest pocket) shows great potential for PROTAC recruitment, for several reasons (Figure D): (i) selectivity: it is only partially conserved in human HsUbE2H but strictly conserved across the Leishmania genus (Figures S5 and S7), enabling the design of PROTACs specifically recruiting Leishmania UPS enzymes; and (ii) functional autonomy: it is far from key interactions sites with E1s, E3 ligases or Ub, suggesting that the binding of potential PROTACs would not interfere with the Ub transfer to the E2 and its ubiquitination activity. Indeed, cavity 3 is formed by the α3 and α4 helices, the α2–α3 loop, the C-terminal extremity of the β4–α2bis loop and the β2–β3 loop. Of note, in our crystal structure of apo-UbC4, cavity 3 hosts an imidazole molecule from the crystallization condition.
Fragments Were Identified in Different Cavities of UbC4
We performed a crystallographic fragment screening campaign at the Diamond Light Source XCHEM facility, and we identified 10 fragments bound to different pockets of UbC4 (Figure and Table ). The fragments exhibited rather high real-space correlation coefficients (RSCC), except for fragment 116. The RSCC measures how well the electron density of a modeled fragment matches the experimentally observed electron density, and although fragment 116 fell slightly below the typical 0.7 RSCC threshold, the PanDDA maps were sufficiently clear and unambiguous to support the inclusion of this fragment in the present analysis (Table S4). Interestingly, the most populated site was cavity 3, validating our initial computational mapping. In our UbC4 structure, this region hosts an imidazole molecule that arises from the crystallization conditions. Upon fragment binding, the resident imidazole is displaced and the pocket undergoes a localized induced-fit rearrangement at its entrance, with Arg140 and Asp144 moving aside to allow the full opening of the cavity to accommodate the ligands.
3.

Crystallographic screening of the DSIpoised library on LmUbC4 crystals. Fragments are shown as colored sticks with their name in the corresponding color.
1. Fragment Details and Overall Data Quality.

Notably, all five fragments identified in cavity 3, namely, 331, 360, 466, 637, and 733, share a common binding fingerprint (Figure ). In all cases, binding is driven by a planar aromatic or heteroaromatic moiety that inserts into a hydrophobic cleft defined by Tyr52, Leu136, Arg140, Phe143, and Leu147 (Table S5). This aromatic anchoring element is consistently coupled to a short polar linker, typically an amide or sulfonamide group, which establishes a conserved hydrogen bond with Asp144. The recurrence of this interaction across all fragments identifies Asp144 as a key hydrogen-bonding hotspot within the pocket. Within this shared binding mode, fragment 733 displays the most extensive polar interaction network, forming two H bonds with Asp144 through its diamide group, thereby reinforcing the central role of this residue in ligand recognition. An additional hydrogen bond with symmetry-related Asn26 is observed in the crystal lattice (Figure S8), although the conserved binding mode is primarily defined by direct interactions within the pocket.
4.

Fragments binding to cavities 3 and 15. The interactions between UbC4 and fragments 331 (A), 360 (B), 466 (C), 637 (D), 733 (E), and 274 (F) were identified using the Protein–Ligand Interaction Profiler (PLIP) Web server (https://plip-tool.biotec.tu-dresden.de/ ) and they are displayed as dotted lines for hydrophobic interactions, as dashed lines with end points for π–π interactions, as strong dashed lines for H-bonds and electrostatic interactions, and as mixed dashed-dotted lines for halogen bonds. UbC4 residues are shown in dark gray except H82 belonging to the HPN motif colored in lighter gray. Residues and fragments are represented as sticks. The displacement of Arg140 and Asp144 in cavity 3 with respect to UbC4 in the absence of fragments is indicated by a colored arrow.
However, the depth reached by the aromatic moieties slightly differs among the fragments, depending on the presence of additional chemical substituents that affect steric hindrance, indicating that peripheral groups modulate the extent of pocket occupancy without altering the core binding mode. For example, the bulky methyl ester substituent on fragment 360 restricts the deeper penetration of the aromatic ring observed for the other fragments. Taken together, these data identify cavity 3 as a ligand-responsive noncatalytic pocket with a well-defined recognition pattern, providing a promising starting point for the design of compounds capable of recruiting this E2 from Leishmania. As expected for fragment hits, the identified ligands are likely endowed with low affinity; however, the structural data suggest promising opportunities for fragment growth, particularly by elaborating the moieties projecting into the deepest region of cavity 3, with the aim of improving both affinity and specificity for UbC4.
Interestingly, we identified fragment 274 in cavity 15, i.e., the shallow cavity containing the catalytic Cys93 (Figure F). Although cavity 15 lies near symmetry-related copies of UbC4, the closest group is the terminal guanidinium of symmetry-related Arg79, located more than 4 Å from the C8 atom of fragment 274 aromatic ring, therefore not participating to strong interactions and suggesting that crystal contacts do not significantly contribute to the stabilization of 274 in this pocket. Instead, fragment 274 is stabilized by a combination of an electrostatic interaction with Leu94, a water bridge to Asp126, and a hydrophobic interaction with Leu128 (Figure F). Its proximity to Cys93 makes fragment 274 an ideal starting point for the design of inhibitors to potentially hamper the UbC4-Ub thioester formation.
Some small-molecule inhibitors of human E2s were already reported in the scientific literature. For example, the 2α,6α-diacetoxy-4β-hydroxy-11(13)-pseudoguaien-12,8α-olide (DHPO) compound was predicted to form H-bonds with Leu86 and Arg90 of UbcH5c, in the close vicinity of the catalytic Cys85. A surprising example is the CC0651 inhibitor designed for the human Cdc34 ubiquitin conjugating enzyme. This inhibitor does not directly hamper the activity of the cysteine but triggers a large deleterious structural rearrangement upon binding of CC0651 through its accommodation into a cavity, 19 Å away from the catalytic cysteine and newly formed in the presence of CC0651, that probably alters the ubiquitin transfer reaction.
The fragments 96, 116, and 231 were found in cavity 2, while fragment 496 was found in cavity 14. These fragments, although identified in interesting nonenzymatic cavities, are to be considered with caution, since their presence inside these grooves seems to be due partly to interactions with crystal symmetric copies of UbC4, suggesting that in solution such fragments may not display the same binding propensity as in the crystalline state, aided by the crystal symmetry contacts (Figure S9).
Structure-Guided Fragment Elongation
To transition from low-affinity fragments to higher-affinity leads, we employed DeepFrag, a deep-learning tool designed to suggest chemically feasible modifications for fragment growth. We focused on fragments 331, 360, 466, 637, and 733 in cavity 3 that represent suitable starting points for the design of E2-recruiting PROTACs, and fragment 274, binding to cavity 15, which could be grown into inhibitors by masking the catalytic cysteine. In line with the structural analysis of the binding pockets, we focus on the fragment atoms located deeper in the cavities as potential growing points. The resulting compounds were then docked into the cavities of interest of UbC4 using AutoDock vina 1.1.2. , For comparison, we also docked the starting fragments identified during the crystallographic fragment screening campaign. The modifications proposed by DeepFrag and the corresponding docking scores are reported in Figure . It is worth mentioning that, at the exception of 360, 637, and 733, fragments are endowed with rather low scores (>6 kcal/mol) and limited improvement upon elongation, while maintaining physicochemical properties compatible with further optimization (Table S6).
5.

Molecular docking of fragments predicted by DeepFrag. The initial fragments identified by crystallographic fragment screening are shown on the left. The letters A, B, C, and D indicate the growing points for the functional groups predicted by DeepFrag, and the DeepFrag confidence score is reported in the first column of the table. The last column reports the results of the molecular docking campaign carried out with AutoDock vina 1.1.2 implemented in UCSF Chimera 1.18. Improvement of the docking score of elongated fragments compared to the original ones is highlighted in green. Non-reliable poses (nrp) indicate docking calculations providing only incoherent poses compared to those of the crystallography-identified fragments. SMILES strings and a preliminary in silico absorption, distribution, metabolism, excretion, and toxicity (ADMET) analysis for each DeepFrag prediction are reported in Table S6.
Fragment 733 displays the highest binding free energy, and its derivative CE074, featuring a hydroxyl group on one of the carbons of the fluoro-phenyl ring, results in a further improvement of the binding energy by ∼1.5 kcal/mol. This modification allows the fragment to extend slightly deeper into cavity 3, forming new electrostatic interactions with His82 and Arg120 (Figure A).
6.

Molecular docking of CE043, CE062, CE063, and CE074 into cavity 3. The interactions between UbC4 and elongated fragments were identified using the Protein–Ligand Interaction Profiler (PLIP) Web server (https://plip-tool.biotec.tu-dresden.de/ ), and they are displayed as dotted lines for hydrophobic interactions, as dashed lines with end points for π-stacking, and as strong dashed lines for H-bonds and electrostatic interactions. The displacement of compounds is indicated by a black arrow. Residues and compounds are displayed as sticks. UbC4 residues are shown in dark gray.
Similarly, fragments 360 and 637 show slight improvements in the docking score (0.5 kcal/mol) upon elongation. CE062 and CE063, derived from fragment 637 by the addition of an aldehyde and a hydroxymethyl group, respectively (Figure ), retain binding poses of 637 observed by X-ray crystallography, while showing modest improvement in docking scores (Figure C,D).
Interestingly, the addition of a methyl group on the carbonyl carbon of 360, yielding compound CE043, increases steric bulk and appears to hinder the deep accommodation of the phenyl ring into cavity 3 (Figure B).
Conclusion
Leishmaniases remain neglected diseases that affect around 1 million people each year. Most available treatments are either highly toxic or prone to resistance, highlighting the urgent need for new therapeutic options that overcome these limitations. In this context, PROTACs could represent a viable strategy, as they have the potential to reduce both toxicity and resistance issues. However, very little is known about the ubiquitin–proteasome system (UPS) in Leishmania. More particularly, only two E3 ligases bearing a CULT domain have been identified, and none with a von Hippel–Lindau (VHL) domain, which is the classical E3 ligase recruited by clinically advanced PROTACs.
Our work provides an important step forward in understanding the UPS of Leishmania that we identify as a viable target, specifically proposing the E2 ubiquitin-conjugating enzyme, LmUbC4, as a novel PROTAC recruitment module. This contrasts with traditional PROTACs that typically recruit E3 ligases such as VHL or CRBN, which appear to be absent or uncharacterized in Leishmania.
By characterizing the structural landscape of LmUbC4 and identifying druggable pockets, we provided a roadmap for the development of both specific E2 inhibitors and E2-recruiting PROTACs. The identification of cavity 3 as a selective, ligand-responsive site offers a unique opportunity to engage the Leishmania UPS with high specificity.
In more detail, we demonstrated the role of LmUbC4 as an E2 ubiquitin-conjugating enzyme following the formation of thioester bonds with ubiquitin (Ub), and we observed that it can be mono- and self-polyubiquitinated in the presence of UbA1a (E1) and Ub from L. infantum. The conserved fold of UbC4, as evidenced by X-ray crystallography, support its role and implication in the Leishmania ubiquitin proteasome system (UPS). UbC4 displays several druggable cavities, which we partially mapped with a crystallographic fragment screening campaign that yielded the identification of 10 fragments binding to different cavities of the E2. Interestingly, 5 of them were observed in a partially conserved noncatalytic cavity (cavity 3). Such fragments could be optimized into ligands to design PROTACs against Leishmania essential enzymes like trypanothione reductase, paving the way toward the design of E2-recruiting PROTACs.
Additionally, we identified a fragment binding in a cavity close to the catalytic Cys93 that is competent for the formation of the covalent bond with Ub. Optimization efforts on this fragment could lead to the design of a potent E2 inhibitor by masking the cysteine and hampering the formation of the thioester bond with Ub.
We also provide the first attempts at fragment optimization using DeepFrag, a computational tool to provide inputs for the elongation of small molecules compatible with the protein of interest, i.e. UbC4 in the present work. Elongated fragments were docked, and improved binding energies were predicted compared to those of initial fragments. Overall, these results highlight chemically plausible growth vectors consistent with the structural features of cavity 3, supporting the feasibility of structure-guided optimization, while underscoring the need for experimental validation.
Supplementary Material
Acknowledgments
The authors are grateful to Elettra Synchrotron Trieste (Italy) for providing access to synchrotron radiation facilities, and to Nicola Demitri for providing assistance in using beamline XRD2. The authors would like to acknowledge the Diamond Light Source for access to the fragment screening facility XChem, for usage of the DSi-Poised library, and for beamtime on beamline I04-1 under proposal LB36570, and the authors are grateful to Blake Balcomb from Diamond Light Source for providing assistance at XCHEM and during data analysis. The authors acknowledge the Biocrystal Facility and the support from the project “Potentiating the Italian Capacity for Structural Biology Services in Instruct Eric (ITACA.SB)” (Project No. IR0000009) within the call MUR 3264/2021 PNRR M4/C2/L3.1.1, funded by the European Union NextGenerationEU.
Glossary
Abbreviations
- PROTACs
proteolysis targeting chimeras
- Ub
ubiquitin
- UbA1a
ubiquitin activating enzyme 1a (E1)
- UbC4
ubiquitin conjugating enzyme 4 (E2)
- UPS
ubiquitin proteasome system
The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acsomega.6c05158.
Scheme of the ubiquitination pathway (Figure S1); the AlphaFold prediction of full length UbC4 structure (Figure S2); the sequence alignments between Ubc4 from L. major and homologues from the Leishmania genus (Figure S3); the crystallographic statistics for the structure of UbC4 (Table S1); the mapping of UbC4-exposed lysines (Figure S4); the sequence alignment between Ubc4 from L. major and the closest homologue from human (Figure S5); the superimposition of LmUbC4 and HsUbE2K (5DFL(2)) structures (Figure S6); information on the mapped cavities of UbC4 (Table S2); the mapping of the imidazole cavity in UbC4 (Figure S7); the crystallographic statistics regarding the fragment screening experiment (Table S3); the PanDDA map analysis of the fragment screening experiment (Table S4); the physicochemical classification of amino acid residues interacting with each selected fragment (Table S5); the analysis of the involvement of the symmetric Asn26 in the stabilization of fragments from cavity 3 (Figure S8); a figure showing the analysis of stabilizing interactions of fragments 96, 116, 231, and 496 (Figure S9); the in silico ADMET analysis of predicted elongated fragments (Table S6) (PDF)
A.I. and A.F. conceived the project. C.E., A.L., and M.R. carried out the recombinant expression and purification. C.E. performed the structural characterization of UbC4. C.E., L.A., and A.F. carried out the fragment screening experiments and their analysis. C.E., V.B., M.R., and G.C. performed the ubiquitination assays. C.E., L.A., and M.R. carried out the molecular docking. C.E., A.F., and A.I. wrote and revised the manuscript. All the coauthors reviewed the manuscript.
This work benefited from access to the Diamond Light Source, an Instruct-ERIC center. Financial support was provided by Instruct-ERIC (iNEXT-Discovery PID 32193); Sapienza University of Rome is gratefully acknowledged for grant RM123188F763A9D5 to A.F.; CNCCS (Collezione di Composti Chimici ed attività di screening) CNR/FOE 24 (DSB.AD011.013.001) to A.I.; “Potentiating the Italian Capacity for Structural Biology Services in Instruct Eric (ITACA.SB)” (Project No. IR0000009) within the call MUR 3264/2021 PNRR M4/C2/L3.1.1, to A.I.
The authors declare no competing financial interest.
References
- Aronson, N. E. ; Magill, A. J. . Leishmaniasis: General Principles; Elsevier, 2020; pp 776–798. [Google Scholar]
- Sasidharan S., Saudagar P.. Leishmaniasis: where are we and where are we heading? Parasitol. Res. 2021;120(5):1541–1554. doi: 10.1007/s00436-021-07139-2. [DOI] [PubMed] [Google Scholar]
- Leishmaniasis (WHO), 2022. https://www.who.int/news-room/fact-sheets/detail/leishmaniasis.
- Burza S., Croft S. L., Boelaert M.. Leishmaniasis. Lancet. 2018;392(10151):951–970. doi: 10.1016/S0140-6736(18)31204-2. [DOI] [PubMed] [Google Scholar]
- Battista T., Colotti G., Ilari A., Fiorillo A.. Targeting Trypanothione Reductase, a Key Enzyme in the Redox Trypanosomatid Metabolism, to Develop New Drugs against Leishmaniasis and Trypanosomiases. Molecules. 2020;25(8):1924. doi: 10.3390/molecules25081924. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pradhan S., Schwartz R. A., Patil A., Grabbe S., Goldust M.. Treatment options for leishmaniasis. Clin. Exp. Dermatol. 2022;47(3):516–21. doi: 10.1111/ced.14919. [DOI] [PubMed] [Google Scholar]
- Baiocco P., Colotti G., Franceschini S., Ilari A.. Molecular Basis of Antimony Treatment in Leishmaniasis. J. Med. Chem. 2009;52(8):2603–12. doi: 10.1021/jm900185q. [DOI] [PubMed] [Google Scholar]
- Singh R., Kashif M., Srivastava P., Manna P. P.. Recent Advances in Chemotherapeutics for Leishmaniasis: Importance of the Cellular Biochemistry of the Parasite and Its Molecular Interaction with the Host. Pathogens. 2023;12(5):706. doi: 10.3390/pathogens12050706. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rakotomanga M., Blanc S., Gaudin K., Chaminade P., Loiseau P. M.. Miltefosine Affects Lipid Metabolism in Leishmania donovani Promastigotes. Antimicrob. Agents Chemother. 2007;51(4):1425–30. doi: 10.1128/AAC.01123-06. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Brindha J., Balamurali M. M., Chanda K.. An Overview on the Therapeutics of Neglected Infectious DiseasesLeishmaniasis and Chagas Diseases. Front. Chem. 2021;9:622286. doi: 10.3389/fchem.2021.622286. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chawla B., Jhingran A., Panigrahi A., Stuart K. D., Madhubala R.. Paromomycin Affects Translation and Vesicle-Mediated Trafficking as Revealed by Proteomics of Paromomycin – Susceptible – Resistant Leishmania donovani. PLoS One. 2011;6(10):e26660. doi: 10.1371/journal.pone.0026660. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tambe S., Nag S., Pandya S. R., Kumar R., Balakrishnan K., Kumar R.. et al. Revolutionizing Leishmaniasis Treatment with Cutting Edge Drug Delivery Systems and Nanovaccines: An Updated Review. ACS Infect. Dis. 2024;10(6):1871–1889. doi: 10.1021/acsinfecdis.4c00010. [DOI] [PubMed] [Google Scholar]
- Espinoza-Chávez R. M., Salerno A., Liuzzi A., Ilari A., Milelli A., Uliassi E., Bolognesi M. L.. Targeted Protein Degradation for Infectious Diseases: from Basic Biology to Drug Discovery. ACS Bio Med Chem Au. 2023;3(1):32–45. doi: 10.1021/acsbiomedchemau.2c00063. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gupta I., Aggarwal S., Singh K., Yadav A., Khan S.. Ubiquitin Proteasome pathway proteins as potential drug targets in parasite Trypanosoma cruzi. Sci. Rep. 2018;8(1):8399. doi: 10.1038/s41598-018-26532-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Muñoz C., San Francisco J., Gutiérrez B., González J.. Role of the Ubiquitin-Proteasome Systems in the Biology and Virulence of Protozoan Parasites. Biomed. Res. Int. 2015;2015:1–13. doi: 10.1155/2015/141526. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Agrata R., Komander D.. UbiquitinA structural perspective. Mol. Cell. 2025;85(2):323–346. doi: 10.1016/j.molcel.2024.12.015. [DOI] [PubMed] [Google Scholar]
- Burge R. J., Damianou A., Wilkinson A. J., Rodenko B., Mottram J. C.. Leishmania differentiation requires ubiquitin conjugation mediated by a UBC2-UEV1 E2 complex. PLoS Pathog. 2020;16(10):e1008784. doi: 10.1371/journal.ppat.1008784. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Metzger M. B., Hristova V. A., Weissman A. M.. HECT and RING finger families of E3 ubiquitin ligases at a glance. J. Cell Sci. 2012;125(3):531–537. doi: 10.1242/jcs.091777. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Toma-Fukai S., Shimizu T.. Structural Diversity of Ubiquitin E3 Ligase. Molecules. 2021;26(21):6682. doi: 10.3390/molecules26216682. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Khare S., Nagle A. S., Biggart A., Lai Y. H., Liang F., Davis L. C.. et al. Proteasome inhibition for treatment of leishmaniasis, Chagas disease and sleeping sickness. Nature. 2016;537(7619):229–233. doi: 10.1038/nature19339. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nagle A., Biggart A., Be C., Srinivas H., Hein A., Caridha D.. et al. Discovery and Characterization of Clinical Candidate LXE408 as a Kinetoplastid-Selective Proteasome Inhibitor for the Treatment of Leishmaniases. J. Med. Chem. 2020;63(19):10773–10781. doi: 10.1021/acs.jmedchem.0c00499. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Burge R. J., Jameson K. H., Geoghegan V., Dowle A. A., Mottram J. C., Wilkinson A. J.. Formation of functional E3 ligase complexes with UBC2 and UEV1 of Leishmania mexicana. Mol. Biochem. Parasitol. 2024;258:111619. doi: 10.1016/j.molbiopara.2024.111619. [DOI] [PubMed] [Google Scholar]
- Zhong G., Chang X., Xie W., Zhou X.. Targeted protein degradation: advances in drug discovery and clinical practice. Signal Transduction Targeted Ther. 2024;9(1):308. doi: 10.1038/s41392-024-02004-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Taylor J. D., Barrett N., Martinez Cuesta S., Cassidy K., Pachl F., Dodgson J.. et al. Targeted protein degradation using chimeric human E2 ubiquitin-conjugating enzymes. Commun. Biol. 2024;7(1):1179. doi: 10.1038/s42003-024-06803-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Forte N., Dovala D., Hesse M. J., McKenna J. M., Tallarico J. A., Schirle M., Nomura D. K.. Targeted Protein Degradation through E2 Recruitment. ACS Chem. Biol. 2023;18(4):897–904. doi: 10.1021/acschembio.3c00040. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Exertier C., Antonelli L., Brufani V., Colotti G., Ilari A., Fiorillo A.. Expanding the molecular landscape of fragments binding to trypanothione reductase, a legitimate target for drug design against human African trypanosomiasis. Front. Chem. Biol. 2025;4:1605579. doi: 10.3389/fchbi.2025.1605579. [DOI] [Google Scholar]
- Fiorillo A., Colotti G., Exertier C., Liuzzi A., Seghetti F., Salerno A.. et al. Innovative Approach for a Classic Target: Fragment Screening on Trypanothione Reductase Reveals New Opportunities for Drug Design. Front. Mol. Biosci. 2022;9:900882. doi: 10.3389/fmolb.2022.900882. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Exertier C., Salerno A., Antonelli L., Fiorillo A., Ocello R., Seghetti F.. et al. Fragment Merging, Growing, and Linking Identify New Trypanothione Reductase Inhibitors for Leishmaniasis. J. Med. Chem. 2024;67(1):402–419. doi: 10.1021/acs.jmedchem.3c01439. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fan E., Baker D., Fields S., Gelb M. H., Buckner F. S., Voorhis W. C.. et al. Structural Genomics of Pathogenic Protozoa: an Overview. Methods Mol. Biol. 2008;426:497–513. doi: 10.1007/978-1-60327-058-8_33. [DOI] [PubMed] [Google Scholar]
- Collins P. M., Ng J. T., Talon R., Nekrosiute K., Krojer T., Douangamath A.. et al. Gentle, fast and effective crystal soaking by acoustic dispensing. Acta Crystallogr., Sect. D: Struct. Biol. 2017;73(3):246–255. doi: 10.1107/S205979831700331X. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wright N. D., Collins P., Koekemoer L., Krojer T., Talon R., Nelson E.. et al. The low-cost Shifter microscope stage transforms the speed and robustness of protein crystal harvesting. Acta Crystallogr., Sect. D: Struct. Biol. 2021;77(1):62–74. doi: 10.1107/S2059798320014114. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Douangamath A., Powell A., Fearon D., Collins P. M., Talon R., Krojer T.. et al. Achieving Efficient Fragment Screening at XChem Facility at Diamond Light Source. J. Visualized Exp. 2021;(171):e62414. doi: 10.3791/62414. [DOI] [PubMed] [Google Scholar]
- Krojer T., Talon R., Pearce N., Collins P., Douangamath A., Brandao-Neto J.. et al. The XChemExplorer graphical workflow tool for routine or large-scale protein–ligand structure determination. Acta Crystallogr., Sect. D: Struct. Biol. 2017;73(3):267–278. doi: 10.1107/S2059798316020234. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pearce N. M., Bradley A. R., Krojer T., Marsden B. D., Deane C. M., von Delft F.. Partial-occupancy binders identified by the Pan-Dataset Density Analysis method offer new chemical opportunities and reveal cryptic binding sites. Struct. Dyn. 2017;4(3):032104. doi: 10.1063/1.4974176. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Smart O. S., Womack T. O., Flensburg C., Keller P., Paciorek W., Sharff A.. et al. Exploiting structure similarity in refinement: automated NCS and target-structure restraints in BUSTER . Acta Crystallogr., Sect. D: Biol. Crystallogr. 2012;68(4):368–80. doi: 10.1107/S0907444911056058. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Green H., Durrant J. D.. DeepFrag: An Open-Source Browser App for Deep-Learning Lead Optimization. J. Chem. Inf. Model. 2021;61(6):2523–2529. doi: 10.1021/acs.jcim.1c00103. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Trott O., Olson A. J.. AutoDock Vina: Improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. J. Comput. Chem. 2010;31(2):455–461. doi: 10.1002/jcc.21334. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Eberhardt J., Santos-Martins D., Tillack A. F., Forli S.. AutoDock Vina 1.2.0: New Docking Methods, Expanded Force Field, and Python Bindings. J. Chem. Inf. Model. 2021;61(8):3891–8. doi: 10.1021/acs.jcim.1c00203. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pettersen E. F., Goddard T. D., Huang C. C., Couch G. S., Greenblatt D. M., Meng E. C., Ferrin T. E.. UCSF ChimeraA Visualization System for Exploratory Research and Analysis. J. Comput. Chem. 2004;25:1605–1612. doi: 10.1002/jcc.20084. [DOI] [PubMed] [Google Scholar]
- Varadi M., Bertoni D., Magana P., Paramval U., Pidruchna I., Radhakrishnan M.. et al. AlphaFold Protein Structure Database in 2024: providing structure coverage for over 214 million protein sequences. Nucleic Acids Res. 2024;52(D1):D368–D375. doi: 10.1093/nar/gkad1011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stewart M. D., Ritterhoff T., Klevit R. E., Brzovic P. S.. E2 enzymes: more than just middle men. Cell Res. 2016;26(4):423–440. doi: 10.1038/cr.2016.35. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cook B. W., Lacoursiere R. E., Shaw G. S.. Recruitment of Ubiquitin within an E2 Chain Elongation Complex. Biophys. J. 2020;118(7):1679–1689. doi: 10.1016/j.bpj.2020.02.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cappadocia L., Lima C. D.. Ubiquitin-like Protein Conjugation: Structures, Chemistry, and Mechanism. Chem. Rev. 2018;118(3):889–918. doi: 10.1021/acs.chemrev.6b00737. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wenzel D. M., Stoll K. E., Klevit R. E.. E2s: structurally economical and functionally replete. Biochem. J. 2011;433(1):31–42. doi: 10.1042/BJ20100985. [DOI] [PMC free article] [PubMed] [Google Scholar]
- van Wijk S. J. L., Timmers H. T. M.. The family of ubiquitin-conjugating enzymes (E2s): deciding between life and death of proteins. FASEB J. 2010;24(4):981–93. doi: 10.1096/fj.09-136259. [DOI] [PubMed] [Google Scholar]
- Ye B., Tian W., Wang B., Liang J.. CASTpFold: Computed Atlas of Surface Topography of the universe of protein Folds. Nucleic Acids Res. 2024;52(W1):W194–9. doi: 10.1093/nar/gkae415. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Middleton A. J., Day C. L.. The molecular basis of lysine 48 ubiquitin chain synthesis by Ube2K. Sci. Rep. 2015;5(1):16793. doi: 10.1038/srep16793. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sheng Y., Hong J. H., Doherty R., Srikumar T., Shloush J., Avvakumov G. V.. et al. A Human Ubiquitin Conjugating Enzyme (E2)-HECT E3 Ligase Structure-function Screen. Mol. Cell. Proteomics. 2012;11(8):329–341. doi: 10.1074/mcp.O111.013706. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wu P. Y., Hanlon M., Eddins M.. et al. A conserved catalytic residue in the ubiquitin-conjugating enzyme family. EMBO J. 2003;22(19):5241–5250. doi: 10.1093/emboj/cdg501. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ceccarelli D. F., Tang X., Pelletier B., Orlicky S., Xie W., Plantevin V.. et al. An Allosteric Inhibitor of the Human Cdc34 Ubiquitin-Conjugating Enzyme. Cell. 2011;145(7):1075–1087. doi: 10.1016/j.cell.2011.05.039. [DOI] [PubMed] [Google Scholar]
- Qi S., Guan X., Zhang J., Yu D., Yu X., Li Q.. et al. Targeting E2 ubiquitin-conjugating enzyme UbcH5c by small molecule inhibitor suppresses pancreatic cancer growth and metastasis. Mol. Cancer. 2022;21(1):70. doi: 10.1186/s12943-022-01538-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schake P., Bolz S. N., Linnemann K., Schroeder M.. PLIP 2025: introducing protein–protein interactions to the protein–ligand interaction profiler. Nucleic Acids Res. 2025;53(W1):W463–W465. doi: 10.1093/nar/gkaf361. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
