{
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  "Title": "Generating Various Numerical Representation Schemes for Protein\nSequences",
  "Description": "Comprehensive toolkit for generating various numerical\nfeatures of protein sequences described in Xiao et al. (2015)\n<DOI:10.1093/bioinformatics/btv042>. For full functionality,\nthe software 'ncbi-blast+' is needed, see\n<https://blast.ncbi.nlm.nih.gov/doc/blast-help/downloadblastdata.html>\nfor more information.",
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  "License": "BSD_3_clause + file LICENSE",
  "URL": "https://nanx.me/protr/, https://github.com/nanxstats/protr,\nhttp://protr.org",
  "BugReports": "https://github.com/nanxstats/protr/issues",
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  "Repository": "https://nanxstats.r-universe.dev",
  "Date/Publication": "2025-08-21 01:08:23 UTC",
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  "Author": "Nan Xiao [aut, cre] (ORCID: <https://orcid.org/0000-0002-0250-5673>),\nQing-Song Xu [aut],\nDong-Sheng Cao [aut],\nSebastian Mueller [ctb] (Alva Genomics)",
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    {
      "page": "AADescAll",
      "title": "All 2D Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AADescAll"
      ]
    },
    {
      "page": "AAEdgeAdj",
      "title": "Edge Adjacency Indices Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAEdgeAdj"
      ]
    },
    {
      "page": "AAEigIdx",
      "title": "Eigenvalue-Based Indices Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAEigIdx"
      ]
    },
    {
      "page": "AAFGC",
      "title": "Functional Group Counts Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAFGC"
      ]
    },
    {
      "page": "AAGeom",
      "title": "Geometrical Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAGeom"
      ]
    },
    {
      "page": "AAGETAWAY",
      "title": "GETAWAY Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAGETAWAY"
      ]
    },
    {
      "page": "AAindex",
      "title": "AAindex Data of 544 Physicochemical and Biological Properties for 20 Amino Acids",
      "topics": [
        "AAindex"
      ]
    },
    {
      "page": "AAInfo",
      "title": "Information Indices Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAInfo"
      ]
    },
    {
      "page": "AAMetaInfo",
      "title": "Meta Information for the 20 Amino Acids",
      "topics": [
        "AAMetaInfo"
      ]
    },
    {
      "page": "AAMOE2D",
      "title": "2D Descriptors for 20 Amino Acids calculated by MOE 2011.10",
      "topics": [
        "AAMOE2D"
      ]
    },
    {
      "page": "AAMOE3D",
      "title": "3D Descriptors for 20 Amino Acids calculated by MOE 2011.10",
      "topics": [
        "AAMOE3D"
      ]
    },
    {
      "page": "AAMolProp",
      "title": "Molecular Properties Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAMolProp"
      ]
    },
    {
      "page": "AAPAM120",
      "title": "PAM120 Matrix for 20 Amino Acids",
      "topics": [
        "AAPAM120"
      ]
    },
    {
      "page": "AAPAM250",
      "title": "PAM250 Matrix for 20 Amino Acids",
      "topics": [
        "AAPAM250"
      ]
    },
    {
      "page": "AAPAM30",
      "title": "PAM30 Matrix for 20 Amino Acids",
      "topics": [
        "AAPAM30"
      ]
    },
    {
      "page": "AAPAM40",
      "title": "PAM40 Matrix for 20 Amino Acids",
      "topics": [
        "AAPAM40"
      ]
    },
    {
      "page": "AAPAM70",
      "title": "PAM70 Matrix for 20 Amino Acids",
      "topics": [
        "AAPAM70"
      ]
    },
    {
      "page": "AARandic",
      "title": "Randic Molecular Profiles Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AARandic"
      ]
    },
    {
      "page": "AARDF",
      "title": "RDF Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AARDF"
      ]
    },
    {
      "page": "AATopo",
      "title": "Topological Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AATopo"
      ]
    },
    {
      "page": "AATopoChg",
      "title": "Topological Charge Indices Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AATopoChg"
      ]
    },
    {
      "page": "AAWalk",
      "title": "Walk and Path Counts Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAWalk"
      ]
    },
    {
      "page": "AAWHIM",
      "title": "WHIM Descriptors for 20 Amino Acids calculated by Dragon",
      "topics": [
        "AAWHIM"
      ]
    },
    {
      "page": "ACC",
      "title": "Auto Cross Covariance (ACC) for Generating Scales-Based Descriptors of the Same Length",
      "topics": [
        "acc"
      ]
    },
    {
      "page": "crossSetSim",
      "title": "Parallel Protein Sequence Similarity Calculation Between Two Sets Based on Sequence Alignment (In-Memory Version)",
      "topics": [
        "crossSetSim"
      ]
    },
    {
      "page": "crossSetSimDisk",
      "title": "Parallel Protein Sequence Similarity Calculation Between Two Sets Based on Sequence Alignment (Disk-Based Version)",
      "topics": [
        "crossSetSimDisk"
      ]
    },
    {
      "page": "extractAAC",
      "title": "Amino Acid Composition Descriptor",
      "topics": [
        "extractAAC"
      ]
    },
    {
      "page": "extractAPAAC",
      "title": "Amphiphilic Pseudo Amino Acid Composition (APseAAC) Descriptor",
      "topics": [
        "extractAPAAC"
      ]
    },
    {
      "page": "extractBLOSUM",
      "title": "BLOSUM and PAM Matrix-Derived Descriptors",
      "topics": [
        "extractBLOSUM"
      ]
    },
    {
      "page": "extractCTDC",
      "title": "CTD Descriptors - Composition",
      "topics": [
        "extractCTDC"
      ]
    },
    {
      "page": "extractCTDCClass",
      "title": "CTD Descriptors - Composition (with customized amino acid classification support)",
      "topics": [
        "extractCTDCClass"
      ]
    },
    {
      "page": "extractCTDD",
      "title": "CTD Descriptors - Distribution",
      "topics": [
        "extractCTDD"
      ]
    },
    {
      "page": "extractCTDDClass",
      "title": "CTD Descriptors - Distribution (with customized amino acid classification support)",
      "topics": [
        "extractCTDDClass"
      ]
    },
    {
      "page": "extractCTDT",
      "title": "CTD Descriptors - Transition",
      "topics": [
        "extractCTDT"
      ]
    },
    {
      "page": "extractCTDTClass",
      "title": "CTD Descriptors - Transition (with customized amino acid classification support)",
      "topics": [
        "extractCTDTClass"
      ]
    },
    {
      "page": "extractCTriad",
      "title": "Conjoint Triad Descriptor",
      "topics": [
        "extractCTriad"
      ]
    },
    {
      "page": "extractCTriadClass",
      "title": "Conjoint Triad Descriptor (with customized amino acid classification support)",
      "topics": [
        "extractCTriadClass"
      ]
    },
    {
      "page": "extractDC",
      "title": "Dipeptide Composition Descriptor",
      "topics": [
        "extractDC"
      ]
    },
    {
      "page": "extractDescScales",
      "title": "Scales-Based Descriptors with 20+ classes of Molecular Descriptors",
      "topics": [
        "extractDescScales"
      ]
    },
    {
      "page": "extractFAScales",
      "title": "Scales-Based Descriptors derived by Factor Analysis",
      "topics": [
        "extractFAScales"
      ]
    },
    {
      "page": "extractGeary",
      "title": "Geary Autocorrelation Descriptor",
      "topics": [
        "extractGeary"
      ]
    },
    {
      "page": "extractMDSScales",
      "title": "Scales-Based Descriptors derived by Multidimensional Scaling",
      "topics": [
        "extractMDSScales"
      ]
    },
    {
      "page": "extractMoran",
      "title": "Moran Autocorrelation Descriptor",
      "topics": [
        "extractMoran"
      ]
    },
    {
      "page": "extractMoreauBroto",
      "title": "Normalized Moreau-Broto Autocorrelation Descriptor",
      "topics": [
        "extractMoreauBroto"
      ]
    },
    {
      "page": "extractPAAC",
      "title": "Pseudo Amino Acid Composition (PseAAC) Descriptor",
      "topics": [
        "extractPAAC"
      ]
    },
    {
      "page": "extractProtFP",
      "title": "Amino Acid Properties Based Scales Descriptors (Protein Fingerprint)",
      "topics": [
        "extractProtFP"
      ]
    },
    {
      "page": "extractProtFPGap",
      "title": "Amino Acid Properties Based Scales Descriptors (Protein Fingerprint) with Gap Support",
      "topics": [
        "extractProtFPGap"
      ]
    },
    {
      "page": "extractPSSM",
      "title": "Compute PSSM (Position-Specific Scoring Matrix) for given protein sequence",
      "topics": [
        "extractPSSM"
      ]
    },
    {
      "page": "extractPSSMAcc",
      "title": "Profile-based protein representation derived by PSSM (Position-Specific Scoring Matrix) and auto cross covariance",
      "topics": [
        "extractPSSMAcc"
      ]
    },
    {
      "page": "extractPSSMFeature",
      "title": "Profile-based protein representation derived by PSSM (Position-Specific Scoring Matrix)",
      "topics": [
        "extractPSSMFeature"
      ]
    },
    {
      "page": "extractQSO",
      "title": "Quasi-Sequence-Order (QSO) Descriptor",
      "topics": [
        "extractQSO"
      ]
    },
    {
      "page": "extractScales",
      "title": "Scales-Based Descriptors derived by Principal Components Analysis",
      "topics": [
        "extractScales"
      ]
    },
    {
      "page": "extractScalesGap",
      "title": "Scales-Based Descriptors derived by Principal Components Analysis (with Gap Support)",
      "topics": [
        "extractScalesGap"
      ]
    },
    {
      "page": "extractSOCN",
      "title": "Sequence-Order-Coupling Numbers",
      "topics": [
        "extractSOCN"
      ]
    },
    {
      "page": "extractTC",
      "title": "Tripeptide Composition Descriptor",
      "topics": [
        "extractTC"
      ]
    },
    {
      "page": "getUniProt",
      "title": "Retrieve Protein Sequences from UniProt by Protein ID",
      "topics": [
        "getUniProt"
      ]
    },
    {
      "page": "OptAA3d",
      "title": "OptAA3d.sdf - 20 Amino Acids Optimized with MOE 2011.10 (Semiempirical AM1)",
      "topics": [
        "OptAA3d"
      ]
    },
    {
      "page": "parGOSim",
      "title": "Protein Similarity Calculation based on Gene Ontology (GO) Similarity",
      "topics": [
        "parGOSim"
      ]
    },
    {
      "page": "parSeqSim",
      "title": "Parallel Protein Sequence Similarity Calculation Based on Sequence Alignment (In-Memory Version)",
      "topics": [
        "parSeqSim"
      ]
    },
    {
      "page": "parSeqSimDisk",
      "title": "Parallel Protein Sequence Similarity Calculation Based on Sequence Alignment (Disk-Based Version)",
      "topics": [
        "parSeqSimDisk"
      ]
    },
    {
      "page": "protcheck",
      "title": "Protein sequence amino acid type sanity check",
      "topics": [
        "protcheck"
      ]
    },
    {
      "page": "protseg",
      "title": "Protein Sequence Segmentation/Partition",
      "topics": [
        "protseg"
      ]
    },
    {
      "page": "readFASTA",
      "title": "Read Protein Sequences in FASTA Format",
      "topics": [
        "readFASTA"
      ]
    },
    {
      "page": "readPDB",
      "title": "Read Protein Sequences in PDB Format",
      "topics": [
        "readPDB"
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    },
    {
      "page": "removeGaps",
      "title": "Remove or replace gaps from protein sequences.",
      "topics": [
        "removeGaps"
      ]
    },
    {
      "page": "twoGOSim",
      "title": "Protein Similarity Calculation based on Gene Ontology (GO) Similarity",
      "topics": [
        "twoGOSim"
      ]
    },
    {
      "page": "twoSeqSim",
      "title": "Protein Sequence Alignment for Two Protein Sequences",
      "topics": [
        "twoSeqSim"
      ]
    }
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  "_pkglogo": "https://github.com/nanxstats/protr/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/nanxstats/protr/raw/HEAD/README.md",
  "_rundeps": [],
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    {
      "source": "protr.Rmd",
      "filename": "protr.html",
      "title": "protr: R package for generating various numerical representation schemes of protein sequences",
      "author": "Nan Xiao <https://nanx.me>",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "An example predictive modeling workflow",
        "Package overview",
        "Commonly used descriptors",
        "Amino acid composition descriptor",
        "Dipeptide composition descriptor",
        "Tripeptide composition descriptor",
        "Autocorrelation descriptors",
        "Normalized Moreau-Broto autocorrelation descriptors",
        "Moran autocorrelation descriptors",
        "Geary autocorrelation descriptors",
        "Composition/Transition/Distribution",
        "Composition",
        "Transition",
        "Distribution",
        "Conjoint triad descriptors",
        "Quasi-sequence-order descriptors",
        "Sequence-order-coupling number",
        "Pseudo-amino acid composition (PseAAC)",
        "Amphiphilic pseudo-amino acid composition (APseAAC)",
        "Profile-based descriptors",
        "Proteochemometric modeling descriptors",
        "Similarity calculation by sequence alignment",
        "Scaling up for a large number of sequences",
        "Similarity calculation by GO semantic similarity measures",
        "Miscellaneous tools",
        "Retrieve protein sequences from UniProt",
        "Read FASTA files",
        "Read PDB files",
        "Sanity check for amino acid types",
        "Remove gaps from sequences",
        "Protein sequence partition",
        "Auto cross covariance computation",
        "Pre-computed 2D and 3D descriptor sets for the 20 amino acids",
        "BLOSUM and PAM matrices for the 20 amino acids",
        "Metadata of the 20 amino acids",
        "ProtrWeb",
        "Summary",
        "References"
      ],
      "created": "2017-06-06 15:34:33",
      "modified": "2024-08-30 05:24:33",
      "commits": 26
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