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1.
Nucleic Acids Res ; 51(11): e61, 2023 06 23.
Article in English | MEDLINE | ID: mdl-37014016

ABSTRACT

Deep parallel sequencing (NGS) is a viable tool for monitoring scFv and Fab library dynamics in many antibody engineering high-throughput screening efforts. Although very useful, the commonly used Illumina NGS platform cannot handle the entire sequence of scFv or Fab in a single read, usually focusing on specific CDRs or resorting to sequencing VH and VL variable domains separately, thus limiting its utility in comprehensive monitoring of selection dynamics. Here we present a simple and robust method for deep sequencing repertoires of full length scFv, Fab and Fv antibody sequences. This process utilizes standard molecular procedures and unique molecular identifiers (UMI) to pair separately sequenced VH and VL. We show that UMI assisted VH-VL matching allows for a comprehensive and highly accurate mapping of full length Fv clonal dynamics in large highly homologous antibody libraries, as well as identification of rare variants. In addition to its utility in synthetic antibody discovery processes, our method can be instrumental in generating large datasets for machine learning (ML) applications, which in the field of antibody engineering has been hampered by conspicuous paucity of large scale full length Fv data.


Subject(s)
Gene Library , Single-Chain Antibodies , Immunoglobulin Heavy Chains/genetics , Single-Chain Antibodies/genetics , High-Throughput Nucleotide Sequencing , Machine Learning
2.
Nucleic Acids Res ; 46(10): 4919-4932, 2018 06 01.
Article in English | MEDLINE | ID: mdl-29554358

ABSTRACT

Plasmodium falciparum, the causative agent of the deadliest form of human malaria, alternates expression of variable antigens, encoded by members of a multi-copy gene family named var. In var2csa, the var gene implicated in pregnancy-associated malaria, translational repression is regulated by a unique upstream open reading frame (uORF) found only in its 5' UTR. Here, we report that this translated uORF significantly alters both transcription and posttranslational protein trafficking. The parasite can alter a protein's destination without any modifications to the protein itself, but instead by an element within the 5' UTR of the transcript. This uORF-dependent localization was confirmed by single molecule STORM imaging, followed by fusion of the uORF to a reporter gene which changes its cellular localization from cytoplasmic to ER-associated. These data point towards a novel regulatory role of uORF in protein trafficking, with important implications for the pathology of pregnancy-associated malaria.


Subject(s)
Antigens, Protozoan/genetics , Host-Parasite Interactions/genetics , Malaria, Falciparum/parasitology , Open Reading Frames/genetics , Pregnancy Complications, Infectious/parasitology , 5' Untranslated Regions , Antigens, Protozoan/metabolism , Female , Humans , Plasmodium falciparum/genetics , Plasmodium falciparum/pathogenicity , Pregnancy , Promoter Regions, Genetic , Protein Transport , Single Molecule Imaging/methods , Virulence Factors/genetics , Virulence Factors/metabolism
3.
Proc Natl Acad Sci U S A ; 112(9): E982-91, 2015 Mar 03.
Article in English | MEDLINE | ID: mdl-25691743

ABSTRACT

The virulence of Plasmodium falciparum, the causative agent of the deadliest form of human malaria, is attributed to its ability to evade human immunity through antigenic variation. These parasites alternate between expression of variable antigens, encoded by members of a multicopy gene family named var. Immune evasion through antigenic variation depends on tight regulation of var gene expression, ensuring that only a single var gene is expressed at a time while the rest of the family is maintained transcriptionally silent. Understanding how a single gene is chosen for activation is critical for understanding mutually exclusive expression but remains a mystery. Here, we show that antisense long noncoding RNAs (lncRNAs) initiating from var introns are associated with the single active var gene at the time in the cell cycle when the single var upstream promoter is active. We demonstrate that these antisense transcripts are incorporated into chromatin, and that expression of these antisense lncRNAs in trans triggers activation of a silent var gene in a sequence- and dose-dependent manner. On the other hand, interference with these lncRNAs using complement peptide nucleic acid molecules down-regulated the active var gene, erased the epigenetic memory, and induced expression switching. Altogether, our data provide evidence that these antisense lncRNAs play a key role in regulating var gene activation and mutually exclusive expression.


Subject(s)
Gene Expression Regulation/physiology , Promoter Regions, Genetic/physiology , Protozoan Proteins/biosynthesis , RNA, Long Noncoding/biosynthesis , RNA, Protozoan/biosynthesis , Gene Expression Regulation/drug effects , Humans , Peptide Nucleic Acids/pharmacology , Plasmodium falciparum , Protozoan Proteins/genetics , RNA, Long Noncoding/genetics , RNA, Protozoan/genetics
4.
Mol Microbiol ; 96(6): 1283-97, 2015 Jun.
Article in English | MEDLINE | ID: mdl-25807998

ABSTRACT

Plasmodium species have evolved complex biology to adapt to different hosts and changing environments throughout their life cycle. Remarkably, these adaptations are achieved by a relatively small genome. One way by which the parasite expands its proteome is through alternative splicing (AS). We recently identified PfSR1 as a bona fide Ser/Arg-rich (SR) protein that shuttles between the nucleus and cytoplasm and regulates AS in Plasmodium falciparum. Here we show that PfSR1 is localized adjacent to the Nuclear Pore Complex (NPC) clusters in the nucleus of early stage parasites. To identify the endogenous RNA targets of PfSR1, we adapted an inducible overexpression system for tagged PfSR1 and performed RNA immunoprecipitation followed by microarray analysis (RIP-chip) to recover and identify the endogenous RNA targets that bind PfSR1. Bioinformatic analysis of these RNAs revealed common sequence motifs potentially recognized by PfSR1. RNA-EMSAs show that PfSR1 preferentially binds RNA molecules containing these motifs. Interestingly, we find that PfSR1 not only regulates AS but also the steady-state levels of mRNAs containing these motifs in vivo.


Subject(s)
Nucleotide Motifs , Plasmodium falciparum/genetics , RNA, Protozoan/genetics , Serine-Arginine Splicing Factors/genetics , Alternative Splicing , Base Sequence , Cytoplasm/metabolism , Molecular Sequence Data , Nuclear Pore/metabolism , Nuclear Proteins/genetics , Plasmodium falciparum/metabolism , Protozoan Proteins/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA, Protozoan/metabolism , RNA-Binding Proteins/metabolism , Serine-Arginine Splicing Factors/metabolism
5.
Commun Biol ; 6(1): 997, 2023 09 29.
Article in English | MEDLINE | ID: mdl-37773269

ABSTRACT

Antibody engineering technology is at the forefront of therapeutic antibody development. The primary goal for engineering a therapeutic antibody is the generation of an antibody with a desired specificity, affinity, function, and developability profile. Mature antibodies are considered antigen specific, which may preclude their use as a starting point for antibody engineering. Here, we explore the plasticity of mature antibodies by engineering novel specificity and function to a pre-selected antibody template. Using a small, focused library, we engineered AAL160, an anti-IL-1ß antibody, to bind the unrelated antigen IL-17A, with the introduction of seven mutations. The final redesigned antibody, 11.003, retains favorable biophysical properties, binds IL-17A with sub-nanomolar affinity, inhibits IL-17A binding to its cognate receptor and is functional in a cell-based assay. The epitope of the engineered antibody can be computationally predicted based on the sequence of the template antibody, as is confirmed by the crystal structure of the 11.003/IL-17A complex. The structures of the 11.003/IL-17A and the AAL160/IL-1ß complexes highlight the contribution of germline residues to the paratopes of both the template and re-designed antibody. This case study suggests that the inherent plasticity of antibodies allows for re-engineering of mature antibodies to new targets, while maintaining desirable developability profiles.


Subject(s)
Antibodies , Interleukin-17 , Epitopes/chemistry , Antigens , Binding Sites, Antibody
6.
ACS Sens ; 7(1): 50-59, 2022 01 28.
Article in English | MEDLINE | ID: mdl-34985283

ABSTRACT

Detecting RNA at single-nucleotide resolution is a formidable task. Plasmodium falciparum is the deadliest form of malaria in humans and has shown to gain resistance to essentially all antimalarial drugs including artemisinin and chloroquine. Some of these drug resistances are associated with single-nucleotide polymorphisms (SNPs). Forced-intercalation peptide nucleic acids (FIT-PNAs) are DNA mimics that are designed as RNA-sensing molecules that fluoresce upon hybridization to their complementary (RNA) targets. We have previously designed and synthesized FIT-PNAs that target the C580Y SNP in the K13 gene of P. falciparum. In addition, we have now prepared FIT-PNAs that target the K76T SNP in the CRT gene of P. falciparum. Both SNPs are common ones associated with artemisinin and chloroquine drug resistance, respectively. Our FIT-PNAs are conjugated to a simple cell-penetrating peptide (CPP) that consists of eight d-lysines (dK8), which renders these FIT-PNAs cell-permeable to infected red blood cells (iRBCs). Herein, we demonstrate that FIT-PNAs clearly discriminate between wild-type (WT) strains (NF54-WT: artemisinin-sensitive or chloroquine-sensitive) and mutant strains (NF54-C580Y: artemisinin-resistant or Dd2: chloroquine-resistant) of P. falciparum parasites. Simple incubation of FIT-PNAs with live blood-stage parasites results in a substantial difference in fluorescence as corroborated by FACS analysis and confocal microscopy. We foresee FIT-PNAs as molecular probes that will provide a fast, simple, and cheap means for the assessment of drug resistance in malaria─a tool that would be highly desirable for the optimal choice of antimalarial treatment in endemic countries.


Subject(s)
Antimalarials , Malaria, Falciparum , Peptide Nucleic Acids , Antimalarials/pharmacology , Antimalarials/therapeutic use , Chloroquine/therapeutic use , Humans , Peptide Nucleic Acids/pharmacology , Plasmodium falciparum/genetics , Protozoan Proteins/genetics , Protozoan Proteins/therapeutic use , RNA , RNA Probes
7.
PLoS One ; 7(3): e34168, 2012.
Article in English | MEDLINE | ID: mdl-22461905

ABSTRACT

Antigenic variation in Plasmodium falciparum is regulated by transcriptional switches among members of the var gene family, each expressed in a mutually exclusive manner and encoding a different variant of the surface antigens collectively named PfEMP1. Antigenic switching starts when the first merozoites egress from the liver and begin their asexual proliferation within red blood cells. By erasing the epigenetic memory we created parasites with no var background, similar to merozoites that egress from the liver where no var gene is expressed. Creating a null-var background enabled us to investigate the onset of antigenic switches at the early phase of infection. At the onset of switching, var transcription pattern is heterogeneous with numerous genes transcribed at low levels including upsA vars, a subtype that was implicated in severe malaria, which are rarely activated in growing cultures. Analysis of subsequent in vitro switches shows that the probability of a gene to turn on or off is not associated with its chromosomal position or promoter type per se but on intrinsic properties of each gene. We concluded that var switching is determined by gene specific associated switch rates rather than general promoter type or locus associated switch rates. In addition, we show that fine tuned reduction in var transcription increases their switch rate, indicating that transcriptional perturbation can alter antigenic switching.


Subject(s)
Antigenic Variation/genetics , Epigenesis, Genetic , Plasmodium falciparum/genetics , Protozoan Proteins/genetics , Animals , Antigenic Variation/immunology , Antigens, Protozoan/genetics , Antigens, Protozoan/immunology , Gene Expression Profiling , Humans , Malaria, Falciparum/parasitology , Plasmodium falciparum/immunology , Promoter Regions, Genetic/genetics , Protozoan Proteins/immunology , Reverse Transcriptase Polymerase Chain Reaction , Transcriptional Activation
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