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Table 5 Comparison of statistical measures between MLPR and other methods

From: Constructing multilayer PPI networks based on homologous proteins and integrating multiple PageRank to identify essential proteins

Dataset

Methods

SN

SP

PPV

NPV

F

ACC

Yeast

SIGEP

0.4002

0.7947

0.3668

0.8168

0.3828

0.7043

TS-PIN(MLPR)

0.5544

0.8406

0.5082

0.8639

0.5303

0.7750

RWEP

0.5347

0.8347

0.4902

0.8579

0.5115

0.7660

RWO(fruitfly)

0.4344

0.8049

0.3983

0.8272

0.4156

0.7200

RWO(human)

0.4216

0.8011

0.3865

0.8233

0.4033

0.7141

SESN

0.5647

0.8436

0.5177

0.8670

0.5402

0.7797

MLPR

0.5724

0.8459

0.5247

0.8694

0.5475

0.7832

Fruitfly

SIGEP

0.1724

0.9049

0.1093

0.9418

0.1338

0.8585

TS-PIN(MLPR)

0.2941

0.9132

0.1864

0.9503

0.2282

0.8740

RWEP

0.2089

0.9074

0.1324

0.9443

0.1621

0.8632

RWO(yeast)

0.2312

0.9089

0.1465

0.9459

0.1794

0.8660

RWO(human)

0.1704

0.9048

0.1080

0.9416

0.1322

0.8583

SESN

0.2982

0.9134

0.1889

0.9506

0.2313

0.8745

MLPR

0.3043

0.9139

0.1928

0.9510

0.2360

0.8752

Human

SIGEP

0.2190

0.5856

0.2063

0.6039

0.2125

0.4647

TS-PIN(MLPR)

0.6734

0.8091

0.6343

0.8343

0.6533

0.7643

RWEP

0.6772

0.8109

0.6379

0.8363

0.6569

0.7668

RWO(yeast)

0.6507

0.7979

0.6130

0.8229

0.6313

0.7494

RWO(fruitfly)

0.6565

0.8008

0.6184

0.8258

0.6369

0.7532

SESN

0.5537

0.7502

0.5216

0.7736

0.5372

0.6854

MLPR

0.6862

0.8154

0.6464

0.8409

0.6657

0.7728