Real-time dynamic single-molecule protein sequencing on an integrated semiconductor device

Proteins are the main structural and functional components of cells, and their dynamic regulation and post-translational modifications (PTMs) underlie cellular phenotypes. Next-generation DNA sequencing technologies have revolutionized our understanding of heredity and gene regulation, but the complex and dynamic states of cells are not fully captured by the genome and transcriptome. Sensitive measurements of the proteome are needed to fully understand biological processes and changes to the proteome that occur in disease states. Studies of the proteome would benefit greatly from methods to directly sequence and digitally quantify proteins and detect PTMs with single-molecule sensitivity and precision. However current methods for studying the proteome lag behind DNA sequencing in throughput, sensitivity, and accessibility due to the complexity and dynamic range of the proteome, the chemical properties of proteins, and the inability to amplify proteins. Here, we demonstrate single-molecule protein sequencing on a compact benchtop instrument using a dynamic sequencing by stepwise degradation approach in which single surface-immobilized peptide molecules are probed in real-time by a mixture of dye-labeled N-terminal amino acid recognizers and simultaneously cleaved by aminopeptidases. By measuring fluorescence intensity, lifetime, and binding kinetics of recognizers on an integrated semiconductor chip we are able to annotate amino acids and identify the peptide sequence. We describe the expansion of the number of recognizable amino acids and demonstrate the kinetic principles that allow individual recognizers to identify multiple amino acids in a highly information-rich manner that is sensitive to adjacent residues. Furthermore, we demonstrate that our method is compatible with both synthetic and natural peptides, and capable of detecting single amino acid changes and PTMs. We anticipate that with further development our protein sequencing method will offer a sensitive, scalable, and accessible platform for studies of the proteome.

Download Full-text

A theoretical analysis of single molecule protein sequencing via weak binding spectra

10.1101/352310 ◽

2018 ◽

Cited By ~ 1

Author(s):

Samuel Rodriques ◽

Adam Marblestone ◽

Ed Boyden

Keyword(s):

Amino Acids ◽

Amino Acid ◽

Single Molecule ◽

Amino Acid Identity ◽

Peptide Sequencing ◽

Protein Sequencing ◽

Single Amino Acid ◽

Weak Binding ◽

Binding Spectra ◽

Accuracy Determination

AbstractWe propose and theoretically study an approach to massively parallel single molecule peptide sequencing, based on single molecule measurement of the kinetics of probe binding [1] to the N-termini of immobilized peptides. Unlike previous proposals, this method is robust to both weak and non-specific probe-target affinities, which we demonstrate by applying the method to a range of randomized affinity matrices consisting of relatively low-quality binders. This suggests a novel principle for proteomic measurement whereby highly non-optimized sets of low-affinity binders could be applicable for protein sequencing, thus shifting the burden of amino acid identification from biomolecular design to readout. Measurement of probe occupancy times, or of time-averaged fluorescence, should allow high-accuracy determination of N-terminal amino acid identity for realistic probe sets. The time-averaged fluorescence method scales well to extremely weak-binding probes. We argue that this method could lead to an approach with single amino acid resolution and the ability to distinguish many canonical and modified amino acids, even using highly non-optimized probe sets. This readout method should expand the design space for single molecule peptide sequencing by removing constraints on the properties of the fluorescent binding probes.Author summaryWe simplify the problem of single molecule protein sequencing by proposing and analyzing an approach that makes use of low-affinity, low-specificity binding reagents. This decouples the problem of protein sequencing from the problem of generating a high-quality library of binding reagents against each of the amino acids.

Download Full-text

Adaptive nanopores: A bioinspired label-free approach for protein sequencing and identification

Nano Research ◽

10.1007/s12274-020-3095-z ◽

2020 ◽

Vol 14 (1) ◽

pp. 328-333 ◽

Cited By ~ 2

Author(s):

Andrea Spitaleri ◽

Denis Garoli ◽

Moritz Schütte ◽

Hans Lehrach ◽

Walter Rocchia ◽

...

Keyword(s):

Amino Acids ◽

Single Molecule ◽

Dynamic Range ◽

Protein Sequencing ◽

High Fidelity ◽

Label Free ◽

Therapeutic Approaches ◽

Highly Sensitive ◽

Dynamics Simulations ◽

Structure Of Proteins

AbstractSingle molecule protein sequencing would tremendously impact in proteomics and human biology and it would promote the development of novel diagnostic and therapeutic approaches. However, its technological realization can only be envisioned, and huge challenges need to be overcome. Major difficulties are inherent to the structure of proteins, which are composed by several different amino-acids. Despite long standing efforts, only few complex techniques, such as Edman degradation, liquid chromatography and mass spectroscopy, make protein sequencing possible. Unfortunately, these techniques present significant limitations in terms of amount of sample required and dynamic range of measurement. It is known that proteins can distinguish closely similar molecules. Moreover, several proteins can work as biological nanopores in order to perform single molecule detection and sequencing. Unfortunately, while DNA sequencing by means of nanopores is demonstrated, very few examples of nanopores able to perform reliable protein-sequencing have been reported so far. Here, we investigate, by means of molecular dynamics simulations, how a re-engineered protein, acting as biological nanopore, can be used to recognize the sequence of a translocating peptide by sensing the “shape” of individual amino-acids. In our simulations we demonstrate that it is possible to discriminate with high fidelity, 9 different amino-acids in a short peptide translocating through the engineered construct. The method, here shown for fluorescence-based sequencing, does not require any labelling of the peptidic analyte. These results can pave the way for a new and highly sensitive method of sequencing.

Download Full-text

Infinite re-reading of single proteins at single-amino-acid resolution using nanopore sequencing

10.1101/2021.07.13.452225 ◽

2021 ◽

Author(s):

Henry Brinkerhoff ◽

Albert C. W. Kang ◽

Jingqian Liu ◽

Aleksei Aksimentiev ◽

Cees Dekker

Keyword(s):

Amino Acid ◽

Single Molecule ◽

Cell Biology ◽

Dna Helicase ◽

Peptide Sequence ◽

Size Exclusion ◽

Single Amino Acid ◽

Amino Acid Substitutions ◽

Protein Sequencer ◽

Dynamics Simulations

As identifying proteins is of paramount importance for cell biology and applications, it is of interest to develop a protein sequencer with the ultimate sensitivity of decoding individual proteins. Here, we demonstrate a nanopore-based single-molecule sequencing approach capable of reliably detecting single amino-acid substitutions within individual peptides. A peptide is linked to a DNA molecule that is pulled through the biological nanopore MspA by a DNA helicase in single amino-acid steps. The peptide sequence yields clear stepping ion current signals which allows to discriminate single-amino-acid substitutions in single reads. Molecular dynamics simulations show these signals to result from size exclusion and pore binding. Notably, we demonstrate the capability to 'rewind' peptide reads, obtaining indefinitely many independent reads of the same individual molecule, yielding virtually 100% read accuracy in variant identification, with an error rate less than 10-6. These proof-of-concept experiments constitute a promising basis for developing a single-molecule protein sequencer.

Download Full-text

Glycoinositol phospholipid anchor and protein C-terminus of bovine erythrocyte acetylcholinesterase: analysis by mass spectrometry and by protein and DNA sequencing

Biochemical Journal ◽

10.1042/bj3140817 ◽

1996 ◽

Vol 314 (3) ◽

pp. 817-825 ◽

Cited By ~ 15

Author(s):

Robert HAAS ◽

Brent C. JACKSON ◽

Bruce REINHOLD ◽

John D. FOSTER ◽

Terrone L. ROSENBERRY

Keyword(s):

Mass Spectrometry ◽

Amino Acid ◽

Dna Sequencing ◽

Protein Sequencing ◽

Peptide Sequence ◽

Partial Reduction ◽

Bovine Erythrocyte ◽

Gpi Anchor ◽

Amino Acid Peptide ◽

Fragmentation Patterns

Purified bovine erythrocyte acetylcholinesterase (AChE) was radiomethylated on its amine groups and incubated with bacterial phosphatidylinositol-specific phospholipase C to remove the lipid portion of the AChE glycoinositol phospholipid (GPI) anchor, and a C-terminal tryptic fragment that contained the residual GPI glycan was isolated by HPLC. Analysis by electrospray-ionization mass spectrometry revealed a parent ion of m/z 3798. The fragmentation patterns produced by collision-induced dissociation mass spectrometry of the +4 and +5 states of the parent ion indicated a 23-amino acid peptide in amide linkage to ethanolamine-PO4-Hex-Hex-Hex(PO4-ethanolamine) (HexNAc)-HexN(Me)2-inositol phosphate. The glycan structure is completely consistent with that obtained previously for the GPI anchor of human erythrocyte AChE except for the addition of the HexNAc substituent. A nearly complete peptide sequence was deduced from the fragmentation patterns, although four assignments were based only on single fragments of very low abundance. To resolve this uncertainty, a segment of bovine genomic DNA corresponding to the C-terminal AChE sequence was amplified by PCR. DNA sequencing established the 23-amino acid peptide sequence to be FLPKLLSATASEAPCTCSGPAHG, in agreement with the MS data and consistent with results from Edman protein sequencing. Dimerization of AChE polypeptides is mediated by intersubunit disulphide bonding in this C-terminal segment, but the bovine AChE contained two cysteine residues in a …CTC… motif, in contrast with human AChE which contains only a single cysteine in this segment. Although bovine AChE contained no free thiol groups reactive with iodo[14C]acetamide, partial reduction and alkylation with iodo[14C]acetamide revealed that conversion into monomers occurred with an overall incorporation of only one alkyl group per monomer. An identical level of alkylation was observed when dimeric human AChE was converted into monomers by partial reduction. The question of whether the bovine AChE contains one or two intersubunit disulphide linkages is considered.

Download Full-text

A single-molecule electrical approach for amino acid detection and chirality recognition

Science Advances ◽

10.1126/sciadv.abe4365 ◽

2021 ◽

Vol 7 (10) ◽

pp. eabe4365

Author(s):

Zihao Liu ◽

Xingxing Li ◽

Hiroshi Masai ◽

Xinyi Huang ◽

Susumu Tsuda ◽

...

Keyword(s):

Amino Acids ◽

Amino Acid ◽

Single Molecule ◽

Theoretical Calculations ◽

Protein Sequencing ◽

Current Fluctuations ◽

Point Contacts ◽

Conductance Data ◽

Single Molecule Junctions

One of the ultimate goals of analytic chemistry is to efficiently discriminate between amino acids. Here we demonstrate this ability using a single-molecule electrical methodology based on molecular nanocircuits formed from stable graphene-molecule-graphene single-molecule junctions. These molecular junctions are fabricated by covalently bonding a molecular machine featuring a permethylated-β-cyclodextrin between a pair of graphene point contacts. Using pH to vary the type and charge of the amino acids, we find distinct multimodal current fluctuations originating from the different host-guest interactions, consistent with theoretical calculations. These conductance data produce characteristic dwell times and shuttling rates for each amino acid, and allow accurate, statistical real-time, in situ measurements. Testing four amino acids and their enantiomers shows the ability to distinguish between them within a few microseconds, thus paving a facile and precise way to amino acid identification and even single-molecule protein sequencing.

Download Full-text

Single Amino Acid Based Self-Assemblies of Cysteine and Methionine

10.26434/chemrxiv.5972173.v1 ◽

2018 ◽

Author(s):

Nidhi Gour ◽

Bharti Koshti ◽

Chandra Kanth P. ◽

Dhruvi Shah ◽

Vivek Shinh Kshatriya ◽

...

Keyword(s):

Amino Acids ◽

Amino Acid ◽

Self Assembly ◽

Aromatic Amino Acids ◽

Neutral Condition ◽

Single Amino Acid ◽

Binding Assays ◽

Human Neuroblastoma ◽

Cytotoxicity Assays ◽

First Time

We report for the very first time self-assembly of Cysteine and Methionine to discrenible strucutres under neutral condition. To get insights into the structure formation, thioflavin T and Congo red binding assays were done which revealed that aggregates may not have amyloid like characteristics. The nature of interactions which lead to such self-assemblies was purported by coincubating assemblies in urea and mercaptoethanol. Further interaction of aggregates with short amyloidogenic dipeptide diphenylalanine (FF) was assessed. While cysteine aggregates completely disrupted FF fibres, methionine albeit triggered fibrillation. The cytotoxicity assays of cysteine and methionine structures were performed on Human Neuroblastoma IMR-32 cells which suggested that aggregates are not cytotoxic in nature and thus, may not have amyloid like etiology. The results presented in the manuscript are striking, since to the best of our knowledge,this is the first report which demonstrates that even non-aromatic amino acids (cysteine and methionine) can undergo spontaneous self-assembly to form ordered aggregates.

Download Full-text

Roles of the C-Terminal Amino Acids of Non-Hexameric Helicases: Insights from Escherichia coli UvrD

International Journal of Molecular Sciences ◽

10.3390/ijms22031018 ◽

2021 ◽

Vol 22 (3) ◽

pp. 1018

Author(s):

Hiroaki Yokota

Keyword(s):

Escherichia Coli ◽

Amino Acids ◽

Amino Acid ◽

Single Molecule ◽

Underlying Mechanism ◽

Amino Acid Sequences ◽

E Coli ◽

X Ray Crystallography ◽

Terminal Amino

Helicases are nucleic acid-unwinding enzymes that are involved in the maintenance of genome integrity. Several parts of the amino acid sequences of helicases are very similar, and these quite well-conserved amino acid sequences are termed “helicase motifs”. Previous studies by X-ray crystallography and single-molecule measurements have suggested a common underlying mechanism for their function. These studies indicate the role of the helicase motifs in unwinding nucleic acids. In contrast, the sequence and length of the C-terminal amino acids of helicases are highly variable. In this paper, I review past and recent studies that proposed helicase mechanisms and studies that investigated the roles of the C-terminal amino acids on helicase and dimerization activities, primarily on the non-hexermeric Escherichia coli (E. coli) UvrD helicase. Then, I center on my recent study of single-molecule direct visualization of a UvrD mutant lacking the C-terminal 40 amino acids (UvrDΔ40C) used in studies proposing the monomer helicase model. The study demonstrated that multiple UvrDΔ40C molecules jointly participated in DNA unwinding, presumably by forming an oligomer. Thus, the single-molecule observation addressed how the C-terminal amino acids affect the number of helicases bound to DNA, oligomerization, and unwinding activity, which can be applied to other helicases.

Download Full-text

Phylogenetic analysis and predicted functional effect of protein mutations of E6 and E7 HPV16 strains isolated in Indonesia

Medical Journal of Indonesia ◽

10.13181/mji.v24i4.1197 ◽

2015 ◽

Vol 24 (4) ◽

pp. 197-205

Author(s):

Dwi Wulandari ◽

Lisnawati Rachmadi ◽

Tjahjani M. Sudiro

Keyword(s):

Amino Acids ◽

Phylogenetic Analysis ◽

Amino Acid ◽

Asian American ◽

Protein Function ◽

Single Amino Acid ◽

Hpv16 E6 ◽

E6 And E7 ◽

Neutral Mutations

Background: E6 and E7 are oncoproteins of HPV16. Natural amino acid variation in HPV16 E6 can alter its carcinogenic potential. The aim of this study was to analyze phylogenetically E6 and E7 genes and proteins of HPV16 from Indonesia and predict the effects of single amino acid substitution on protein function. This analysis could be used to reduce time, effort, and research cost as initial screening in selection of protein or isolates to be tested in vitro or in vivo.Methods: In this study, E6 and E7 gene sequences were obtained from 12 samples of Indonesian isolates, which were compared with HPV16R (prototype) and 6 standard isolates in the category of European (E), Asian (As), Asian-American (AA), African-1 (Af-1), African-2 (Af-2), and North American (NA) branch from Genbank. Bioedit v.7.0.0 was used to analyze the composition and substitution of single amino acids. Phylogenetic analysis of E6 and E7 genes and proteins was performed using Clustal X (1.81) and NJPLOT softwares. Effects of single amino acid substitutions on protein function of E6 and E7 were analysed by SNAP.Results: Java variants and isolate ui66* belonged to European branch, while the others belonged to Asian and African branches. Twelve changes of amino acids were found in E6 and one in E7 proteins. SNAP analysis showed two non neutral mutations, i.e. R10I and C63G in E6 proteins. R10I mutations were found in Af-2 genotype (AF472509) and Indonesian isolates (Af2*), while C63G mutation was found only in Af2*.Conclusion: E6 proteins of HPV16 variants were more variable than E7. SNAP analysis showed that only E6 protein of African-2 branch had functional differences compared to HPV16R.

Download Full-text

Transforming growth factor alpha: mutation of aspartic acid 47 and leucine 48 results in different biological activities.

Molecular and Cellular Biology ◽

10.1128/mcb.8.3.1247 ◽

1988 ◽

Vol 8 (3) ◽

pp. 1247-1252 ◽

Cited By ~ 35

Author(s):

E Lazar ◽

S Watanabe ◽

S Dalton ◽

M B Sporn

Keyword(s):

Amino Acids ◽

Biological Activity ◽

Amino Acid ◽

Growth Factor ◽

Aspartic Acid ◽

Transforming Growth Factor ◽

Biologically Active ◽

Single Amino Acid ◽

Transforming Growth Factor Alpha ◽

Factor Alpha

To study the relationship between the primary structure of transforming growth factor alpha (TGF-alpha) and some of its functional properties (competition with epidermal growth factor (EGF) for binding to the EGF receptor and induction of anchorage-independent growth), we introduced single amino acid mutations into the sequence for the fully processed, 50-amino-acid human TGF-alpha. The wild-type and mutant proteins were expressed in a vector by using a yeast alpha mating pheromone promoter. Mutations of two amino acids that are conserved in the family of the EGF-like peptides and are located in the carboxy-terminal part of TGF-alpha resulted in different biological effects. When aspartic acid 47 was mutated to alanine or asparagine, biological activity was retained; in contrast, substitutions of this residue with serine or glutamic acid generated mutants with reduced binding and colony-forming capacities. When leucine 48 was mutated to alanine, a complete loss of binding and colony-forming abilities resulted; mutation of leucine 48 to isoleucine or methionine resulted in very low activities. Our data suggest that these two adjacent conserved amino acids in positions 47 and 48 play different roles in defining the structure and/or biological activity of TGF-alpha and that the carboxy terminus of TGF-alpha is involved in interactions with cellular TGF-alpha receptors. The side chain of leucine 48 appears to be crucial either indirectly in determining the biologically active conformation of TGF-alpha or directly in the molecular recognition of TGF-alpha by its receptor.

Download Full-text

Acquisition of NFKB1-selective DNA binding by substitution of four amino acid residues from NFKB1 into RelA

Molecular and Cellular Biology ◽

10.1128/mcb.13.7.3850-3859.1993 ◽

1993 ◽

Vol 13 (7) ◽

pp. 3850-3859

Author(s):

T A Coleman ◽

C Kunsch ◽

M Maher ◽

S M Ruben ◽

C A Rosen

Keyword(s):

Amino Acids ◽

Amino Acid ◽

Dna Binding ◽

Fusion Protein ◽

Binding Specificity ◽

Single Amino Acid ◽

Nf Kappa B ◽

Dna Binding Specificity ◽

Dna Motif ◽

Single Amino Acid Change

The subunits of NF-kappa B, NFKB1 (formerly p50) and RelA (formerly p65), belong to a growing family of transcription factors that share extensive similarity to the c-rel proto-oncogene product. The homology extends over a highly conserved stretch of approximately 300 amino acids termed the Rel homology domain (RHD). This region has been shown to be involved in both multimerization (homo- and heterodimerization) and DNA binding. It is now generally accepted that homodimers of either subunit are capable of binding DNA that contains a kappa B site originally identified in the immunoglobulin enhancer. Recent studies have demonstrated that the individual subunits of the NF-kappa B transcription factor complex can be distinguished by their ability to bind distinct DNA sequence motifs. By using NFKB1 and RelA subunit fusion proteins, different regions within the RHD were found to confer DNA-binding and multimerization functions. A fusion protein that contains 34 N-terminal amino acids of NFKB1 and 264 amino acids of RelA displayed preferential binding to an NFKB1-selective DNA motif while dimerizing with the characteristics of RelA. Within the NFKB1 portion of this fusion protein, a single amino acid change of His to Arg altered the DNA-binding specificity to favor interaction with the RelA-selective DNA motif. Furthermore, substitution of four amino acids from NFKB1 into RelA was able to alter the DNA-binding specificity of the RelA protein to favor interaction with the NFKB1-selective site. Taken together, these findings demonstrate the presence of a distinct subdomain within the RHD involved in conferring the DNA-binding specificity of the Rel family of proteins.

Download Full-text