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["TrainDataset and the prediction results of AAS3D-RF and seven other predictors1"]
["UniProt_AC","Gene","Structure_ID","AAS","Functional_Effect","daAAS_Ratio","SIFT_score","SIFT_prediction","PPH2_HD_score","PPH2_HD_prediction","PPH2_HV_score","PPH2_HV_prediction","PROVEAN_score","PROVEAN_prediction","FATHMM-W_score","FATHMM-W_prediction","FATHMM-U_score","FATHMM-U_prediction","PANTHER-PSEP_score","PANTHER-PSEP_prediction","AAS3D-RF_score","AAS3D-RF_prediction"]
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["P01920","HLA-DQB1","P01920_33_230","p.Y58L","neutral",0,"0.71","-1","0","-1","0","-1","0.293","-1","8.15","-1","0.31","-1","25","-1","0.00108903432964","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.A70V","neutral",0,"1.00","-1","0","-1","0.001","-1","1.367","-1","8.23","-1","0.39","-1","25","-1","0.000923432236685","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.R55L","neutral",0,"0.01","1","0.002","-1","0.008","-1","-6.054","1","8.26","-1","-2.61","-1","797","1","0.0241444516768","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.Y58G","neutral",0,"0.13","-1","0","-1","0","-1","-2.978","1","7.94","-1","-2.59","-1","25","-1","0.00519571375747","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.T109R","neutral",0,"0.17","-1","0.017","-1","0.031","-1","-3.941","1","7.88","-1","-1.43","-1","361","1","0.00235849967753","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.T121G","neutral",0,"0.03","1","0.001","-1","0","-1","-2.355","-1","8.38","-1","-1.22","-1","25","-1","0.00653462298364","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.N214S","neutral",0,"1.00","-1","0","-1","0","-1","1.736","-1","4.23","-1","-0.05","-1","25","-1","0.00437209396368","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.V99I","neutral",0,"1.00","-1","0","-1","0","-1","0.324","-1","8.16","-1","0.49","-1","25","-1","0.00424765893815","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.E106S","neutral",0,"0.34","-1","0","-1","0.021","-1","-2.828","1","8.33","-1","-1.34","-1","25","-1","0.0017750196506","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.D89A","neutral",0,"0.29","-1","0","-1","0.001","-1","-2.273","-1","8.42","-1","-0.20","-1","220","1","0.00208414495344","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.V202I","neutral",0,"0.07","-1","0.001","-1","0.018","-1","-0.653","-1","4.12","-1","-1.13","-1","176","-1","0.018111960037","-1"]
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["P01920","HLA-DQB1","P01920_33_230","p.Y69D","neutral",0,"0.14","-1","0.005","-1","0.012","-1","-5.471","1","8.26","-1","-4.01","1","176","-1","0.00220883934699","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.P197L","neutral",0,"0.01","1","1","1","1","1","-6.770","1","3.96","-1","-3.28","1","4200","1","0.0217333885121","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.P87L","neutral",0,"0.02","1","0.001","-1","0.004","-1","-0.305","-1","8.14","-1","1.24","-1","25","-1","0.00326507980071","-1"]
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["P01920","HLA-DQB1","P01920_33_230","p.R102G","neutral",0,"0.06","-1","0","-1","0","-1","-2.922","1","7.93","-1","-2.31","-1","25","-1","0.00355262712369","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.S35P","neutral",0,"0.19","-1","0.003","-1","0.001","-1","-1.476","-1","2.76","-1","-3.82","1","25","-1","0.0303854516894","-1"]
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["P01920","HLA-DQB1","P01920_33_230","p.Y62H","neutral",0,"0.23","-1","0","-1","0.012","-1","-2.119","-1","8.09","-1","-3.08","1","455","1","0.00504724314444","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.Q116E","neutral",0,"1.00","-1","0","-1","0.002","-1","-0.226","-1","8.47","-1","0.35","-1","25","-1","0.000738707924079","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.N94K","neutral",0,"0.00","1","1","1","1","1","-5.444","1","6.74","-1","-5.14","1","4200","1","0.0273202384131","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.V99D","neutral",0,"0.03","1","0.548","1","0.311","-1","-4.868","1","7.97","-1","-3.15","1","25","-1","0.0187252611693","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.Y62S","neutral",0,"0.05","1","0.001","-1","0.012","-1","-4.902","1","8.07","-1","-2.95","-1","455","1","0.00929211548775","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.L119Y","neutral",0,"0.03","1","0","-1","0.001","-1","-0.740","-1","8.36","-1","-1.86","-1","25","-1","0.00652964504799","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.A157G","neutral",0,"1.00","-1","0","-1","0","-1","1.428","-1","4.12","-1","-1.42","-1","25","-1","0.00455334403578","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.R102E","neutral",0,"0.37","-1","0","-1","0.006","-1","-0.782","-1","8.04","-1","-0.49","-1","25","-1","0.00843524107707","-1"]
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["P01920","HLA-DQB1","P01920_33_230","p.T60S","neutral",0,"0.51","-1","0","-1","0.003","-1","-1.415","-1","8.12","-1","0.20","-1","25","-1","0.00251835651246","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.P87R","neutral",0,"1.00","-1","0","-1","0.002","-1","4.931","-1","8.37","-1","3.58","-1","25","-1","0.00152290647387","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.E118A","neutral",0,"0.51","-1","0","-1","0.005","-1","-2.101","-1","8.47","-1","0.78","-1","25","-1","0.0013130081057","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.Y69I","neutral",0,"0.24","-1","0","-1","0.002","-1","-3.197","1","8.31","-1","-1.49","-1","176","-1","0.00220727473258","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.D89V","neutral",0,"0.18","-1","0","-1","0.004","-1","-3.457","1","8.45","-1","-0.04","-1","220","1","0.00300967196572","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.T103K","neutral",0,"1.00","-1","0","-1","0.005","-1","-1.420","-1","8.19","-1","0.94","-1","25","-1","0.000970945317803","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.D167G","neutral",0,"1.00","-1","0.005","-1","0.01","-1","-1.226","-1","6.78","-1","2.40","-1","25","-1","0.000809158109084","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.P87Q","neutral",0,"0.06","-1","0","-1","0.003","-1","2.249","-1","8.16","-1","1.62","-1","25","-1","0.00103755677515","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.F43L","neutral",0,"0.58","-1","0.012","-1","0.012","-1","-4.062","1","3.48","-1","1.34","-1","25","-1","0.0025833118994","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.A81V","neutral",0,"0.01","1","0.556","1","0.409","-1","-3.613","1","7.67","-1","-5.39","1","361","1","0.0169165368432","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.T103D","neutral",0,"0.12","-1","0","-1","0.008","-1","-2.447","-1","8.06","-1","-0.95","-1","25","-1","0.00280305440762","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.M46L","neutral",0,"0.25","-1","0","-1","0.001","-1","-0.681","-1","8.10","-1","-0.05","-1","25","-1","0.0059515120624","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.E194D","neutral",0,"0.00","1","0.981","1","0.99","1","-2.244","-1","4.00","-1","-2.03","-1","455","1","0.0167291129992","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.L117V","neutral",0,"1.00","-1","0","-1","0.001","-1","0.233","-1","8.22","-1","0.71","-1","25","-1","0.000818606773293","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.Q158H","neutral",0,"0.96","-1","0.064","-1","0.068","-1","-1.486","-1","6.27","-1","-0.44","-1","25","-1","0.00408281773918","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.V59L","neutral",0,"0.92","-1","0.015","-1","0.03","-1","-1.674","-1","8.10","-1","-0.03","-1","25","-1","0.00302568159899","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.T217I","neutral",0,"0.03","1","0.011","-1","0.036","-1","-3.162","1","4.07","-1","-2.27","-1","361","1","0.00221472518641","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.Y79F","neutral",0,"1.00","-1","0.001","-1","0.012","-1","-1.376","-1","8.48","-1","0.14","-1","25","-1","0.00467705584406","-1"]
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["P01920","HLA-DQB1","P01920_33_230","p.T122I","neutral",0,"0.11","-1","0","-1","0.001","-1","-2.918","1","8.44","-1","-2.32","-1","25","-1","0.008458659154","-1"]
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["P01920","HLA-DQB1","P01920_33_230","p.T172A","neutral",0,"1.00","-1","0","-1","0","-1","1.822","-1","4.16","-1","-0.38","-1","25","-1","0.00215797289143","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.V218A","neutral",0,"0.01","1","0.988","1","0.805","1","-2.886","1","6.17","-1","-1.71","-1","324","1","0.00772781101132","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.E77G","neutral",0,"1.00","-1","0","-1","0","-1","5.896","-1","9.31","-1","5.10","-1","25","-1","0.00517103836744","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.A45G","neutral",0,"1.00","-1","0","-1","0","-1","2.179","-1","8.38","-1","-0.83","-1","25","-1","0.00109282448219","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.A157S","neutral",0,"0.07","-1","0","-1","0.007","-1","-0.548","-1","4.14","-1","-0.71","-1","25","-1","0.011584800707","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.Q223H","neutral",0,"0.02","1","0.002","-1","0.003","-1","-2.910","1","6.02","-1","-1.91","-1","25","-1","0.0182231793727","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.R165Q","neutral",0,"0.03","1","0.089","-1","0.068","-1","-2.743","1","6.13","-1","-2.16","-1","176","-1","0.00209930703667","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.V78E","neutral",0,"1.00","-1","0","-1","0.002","-1","3.576","-1","8.40","-1","2.84","-1","25","-1","0.0073911370786","-1"]
["P01920","HLA-DQB1","P01920_33_230","p.S229N","neutral",0,"0.11","-1","0.001","-1","0.002","-1","-1.661","-1","5.97","-1","-1.49","-1","25","-1","0.0284813669599","-1"]
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["P01920","HLA-DQB1","P01920_33_230","p.T103A","neutral",0,"0.28","-1","0","-1","0.003","-1","-1.923","-1","8.10","-1","-0.03","-1","25","-1","0.00100868020944","-1"]
["Q29963","HLA-C","Q29963_25_300","p.V272M","neutral",0,"0.02","1","0.866","1","0.743","1","-1.978","-1","4.14","-1","-1.28","-1","176","-1","0.000530875334657","-1"]
["Q29963","HLA-C","Q29963_25_300","p.W180L","neutral",0,"0.73","-1","0","-1","0.001","-1","0.006","-1","9.55","-1","-0.14","-1","-","-","0.00242832621689","-1"]
["Q29963","HLA-C","Q29963_25_300","p.E201K","neutral",0,"0.00","1","0.941","1","0.502","1","-3.134","1","5.67","-1","-1.12","-1","176","-1","0.00207896097119","-1"]
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["Q29963","HLA-C","Q29963_25_300","p.A73E","neutral",0,"0.00","1","0.103","-1","0.08","-1","-3.892","1","5.56","-1","-1.16","-1","220","1","0.0018663203849","-1"]
["Q29963","HLA-C","Q29963_25_300","p.Y137H","neutral",0,"0.02","1","0.076","-1","0.136","-1","-4.140","1","5.40","-1","-1.66","-1","176","-1","0.00168518629851","-1"]
["Q29963","HLA-C","Q29963_25_300","p.D33Y","neutral",0,"1.00","-1","0.001","-1","0.002","-1","1.777","-1","9.69","-1","2.92","-1","-","-","0.00328589303567","-1"]
["Q29963","HLA-C","Q29963_25_300","p.S48A","neutral",0,"1.00","-1","0","-1","0.002","-1","0.349","-1","9.65","-1","1.81","-1","-","-","0.00210499641764","-1"]
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["O95714","HERC2","O95714_417_790","p.P594L","disease",1,"-","-","0.945","1","0.197","-1","-9.433","1","-6.61","1","-14.50","1","1156","1","0.916514399715","1"]
["Q9BX66","SORBS1","Q9BX66_1228_1292","p.K1277R","neutral",0,"-","-","0","-1","0.002","-1","2.329","-1","0.86","-1","0.44","-1","-","-","0.0717454808809","-1"]
["P29317","EPHA2","P29317_596_900","p.R721Q","disease",0.375,"0.01","1","1","1","0.908","1","-3.565","1","-0.01","-1","-1.76","-1","-","-","0.657694558033","1"]
["P29317","EPHA2","P29317_596_900","p.R876H","neutral",0.375,"0.02","1","1","1","0.87","1","-4.448","1","0.03","-1","-2.88","-1","-","-","0.434890560825","-1"]
["P29317","EPHA2","P29317_596_900","p.M631T","neutral",0.375,"0.16","-1","0","-1","0","-1","1.420","-1","0.16","-1","1.40","-1","-","-","0.109766590767","-1"]
["Q9NQU5","PAK6","Q9NQU5_383_681","p.E475K","neutral",0,"0.00","1","0.992","1","0.633","1","-3.370","1","2.58","-1","-0.65","-1","220","1","0.533176200282","1"]
["O75015","FCGR3B","O75015_18_193","p.S65N","neutral",0,"0.33","-1","0.215","-1","0.057","-1","-0.479","-1","2.67","-1","-1.45","-1","85","-1","0.0379788178822","-1"]
["O75015","FCGR3B","O75015_18_193","p.A78D","neutral",0,"0.20","-1","0.002","-1","0.003","-1","-1.177","-1","3.21","-1","-0.92","-1","85","-1","0.0649914588779","-1"]
["O75015","FCGR3B","O75015_18_193","p.I106V","neutral",0,"0.17","-1","0","-1","0","-1","0.432","-1","5.01","-1","-0.25","-1","85","-1","0.0308792241456","-1"]
["O75015","FCGR3B","O75015_18_193","p.N82D","neutral",0,"0.06","-1","0","-1","0","-1","0.299","-1","2.71","-1","-0.88","-1","85","-1","0.106202641823","-1"]
["O75015","FCGR3B","O75015_18_193","p.S36R","neutral",0,"1.00","-1","0.001","-1","0.001","-1","4.684","-1","2.72","-1","-0.41","-1","85","-1","0.0366199129628","-1"]
["P01892","HLA-A","P01892_25_300","p.Y123F","neutral",0,"0.19","-1","0","-1","0.012","-1","-2.233","-1","9.32","-1","-1.35","-1","-","-","0.00270489735217","-1"]
["P01892","HLA-A","P01892_25_300","p.A65G","neutral",0,"0.03","1","0.994","1","0.997","1","-2.436","-1","5.70","-1","-1.92","-1","176","-1","0.0101114546519","-1"]
["P01892","HLA-A","P01892_25_300","p.W191G","neutral",0,"0.09","-1","0","-1","0.001","-1","-7.738","1","9.21","-1","-2.98","-1","-","-","0.0030361169256","-1"]
["P01892","HLA-A","P01892_25_300","p.L180W","neutral",0,"0.33","-1","0.002","-1","0.001","-1","-0.127","-1","9.41","-1","-0.92","-1","-","-","0.00307575559716","-1"]
["P01892","HLA-A","P01892_25_300","p.K90N","neutral",0,"0.67","-1","0","-1","0.002","-1","0.418","-1","9.48","-1","-0.98","-1","6","-1","0.000749757339966","-1"]
["P01892","HLA-A","P01892_25_300","p.T187E","neutral",0,"1.00","-1","0.001","-1","0.004","-1","-0.802","-1","5.88","-1","0.93","-1","6","-1","0.00829370113249","-1"]
["P01892","HLA-A","P01892_25_300","p.V176E","neutral",0,"0.55","-1","0","-1","0.001","-1","0.198","-1","9.39","-1","-1.01","-1","6","-1","0.00129391367712","-1"]
["P01892","HLA-A","P01892_25_300","p.A173T","neutral",0,"0.03","1","0.002","-1","0.008","-1","-2.851","1","9.41","-1","-0.92","-1","97","-1","0.000605952261977","-1"]
["P01892","HLA-A","P01892_25_300","p.Q67R","neutral",0,"0.03","1","0.001","-1","0.014","-1","-1.074","-1","5.81","-1","-0.28","-1","1036","1","0.0058427105464","-1"]
["P01892","HLA-A","P01892_25_300","p.E190D","neutral",0,"0.05","1","0","-1","0.006","-1","-2.320","-1","5.46","-1","-1.90","-1","-","-","0.000495588183908","-1"]
["P01892","HLA-A","P01892_25_300","p.L180Q","neutral",0,"0.38","-1","0","-1","0.002","-1","0.088","-1","9.42","-1","-0.83","-1","-","-","0.000685540028846","-1"]
["P01892","HLA-A","P01892_25_300","p.M162K","neutral",0,"0.03","1","0.215","-1","0.273","-1","-1.408","-1","9.51","-1","1.52","-1","91","-1","0.00501870760738","-1"]
["P01892","HLA-A","P01892_25_300","p.W131G","neutral",0,"1.00","-1","0","-1","0","-1","6.458","-1","9.91","-1","5.66","-1","-","-","0.0159229614957","-1"]
["P01892","HLA-A","P01892_25_300","p.V119L","neutral",0,"1.00","-1","0","-1","0","-1","0.939","-1","6.14","-1","1.65","-1","-","-","0.00160522594823","-1"]
["P01892","HLA-A","P01892_25_300","p.T97I","neutral",0,"0.08","-1","0.001","-1","0.013","-1","-3.104","1","9.46","-1","-0.49","-1","176","-1","0.00118496936394","-1"]
["P01892","HLA-A","P01892_25_300","p.A260E","neutral",0,"0.01","1","0.989","1","0.967","1","-2.739","1","2.59","-1","-0.91","-1","176","-1","0.00551150650236","-1"]
["P01892","HLA-A","P01892_25_300","p.R121M","neutral",0,"0.12","-1","0.001","-1","0.001","-1","-0.746","-1","9.35","-1","-2.25","-1","-","-","0.00553150052923","-1"]
["P01892","HLA-A","P01892_25_300","p.H94Q","neutral",0,"0.33","-1","0","-1","0.001","-1","-0.491","-1","5.89","-1","1.14","-1","6","-1","0.00131223359656","-1"]
["P01892","HLA-A","P01892_25_300","p.R89G","neutral",0,"0.03","1","0","-1","0.001","-1","-4.002","1","9.45","-1","-1.43","-1","-","-","0.00110376799481","-1"]
["P01892","HLA-A","P01892_25_300","p.Y123C","neutral",0,"0.08","-1","0.989","1","0.946","1","-5.459","1","9.24","-1","-3.32","1","-","-","0.00366154354012","-1"]
["P01892","HLA-A","P01892_25_300","p.F33Y","neutral",0,"1.00","-1","0","-1","0.001","-1","1.186","-1","9.61","-1","1.13","-1","-","-","0.0024607001473","-1"]
["P01892","HLA-A","P01892_25_300","p.H98D","neutral",0,"0.40","-1","0","-1","0.001","-1","0.347","-1","9.50","-1","0.23","-1","-","-","0.00148636807911","-1"]
["P01892","HLA-A","P01892_25_300","p.D54N","neutral",0,"0.01","1","0.006","-1","0.024","-1","-3.896","1","9.17","-1","-1.97","-1","85","-1","0.0093200841603","-1"]
["Q9UI42","CPA4","Q9UI42_19_421","p.R183L","neutral",0,"0.00","1","1","1","0.979","1","-6.717","1","3.65","-1","-4.36","1","3806","1","0.728033169964","1"]
["Q9UI42","CPA4","Q9UI42_19_421","p.A88T","neutral",0,"0.18","-1","0.004","-1","0.006","-1","0.220","-1","2.62","-1","0.62","-1","91","-1","0.0661680203118","-1"]
["Q9UI42","CPA4","Q9UI42_19_421","p.G303C","neutral",0,"0.19","-1","0","-1","0.002","-1","2.216","-1","2.81","-1","-2.65","-1","6","-1","0.0903977820923","-1"]
["Q9UI42","CPA4","Q9UI42_19_421","p.L27F","neutral",0,"0.39","-1","0.002","-1","0.023","-1","0.033","-1","2.47","-1","-0.90","-1","6","-1","0.28635426573","-1"]
["Q9UI42","CPA4","Q9UI42_19_421","p.P157T","neutral",0,"0.03","1","0.531","1","0.526","1","-5.638","1","3.73","-1","-2.06","-1","1036","1","0.542800417067","1"]
["Q14999","CUL7","Q14999_360_460","p.R401Q","neutral",0,"0.16","-1","0.105","-1","0.025","-1","-2.629","1","-1.33","-1","-1.96","-1","220","1","0.224065808667","-1"]
["Q15399","TLR1","Q15399_625_785","p.L631R","neutral",0,"0.07","-1","0","-1","0.004","-1","-4.695","1","4.20","-1","-1.37","-1","324","1","0.172892627958","-1"]
["Q15399","TLR1","Q15399_625_785","p.V674A","neutral",0,"0.07","-1","0.862","1","0.816","1","-3.478","1","3.09","-1","-0.95","-1","91","-1","0.285239721581","-1"]
["Q15399","TLR1","Q15399_625_785","p.H720P","neutral",0,"0.00","1","0.449","-1","0.73","1","-7.628","1","3.15","-1","-2.33","-1","593","1","0.352821361447","-1"]
["Q15399","TLR1","Q15399_625_785","p.P733L","neutral",0,"0.00","1","0.998","1","0.995","1","-8.093","1","4.16","-1","-3.68","1","750","1","0.420947375079","-1"]
["Q15399","TLR1","Q15399_625_785","p.V651A","neutral",0,"0.00","1","1","1","0.998","1","-3.744","1","2.87","-1","-5.44","1","750","1","0.578787955323","1"]
[]
["1Column descriptions"]
["Column","Description"]
["UniProt_AC"," The UniProt accession number of each protein sequence."]
["Structure_ID"," It is the same as provided in \"List of experimental structures.xlsx\". "]
["Functional_Effect","The true classification of each AAS."]
["daAAS_Ratio","The ratio of daAAS number in its source protein."]
["Succeeding columns","The prediction results of each predictor, in the form of score and binary classification, with 1 denoting “disease” and -1 denoting “neutral”."]