{
  "method": "MOFAcell-style multicellular + proteome factor analysis (mofapy2 0.7.4)",
  "n_samples": 8,
  "groups": {
    "PE": [
      "C1",
      "C2",
      "C3",
      "C5"
    ],
    "Control": [
      "Z2",
      "Z3",
      "Z4",
      "Z5"
    ]
  },
  "views": {
    "SCT": [
      8,
      1500
    ],
    "EVT": [
      8,
      1500
    ],
    "VCT": [
      8,
      1500
    ],
    "Hofbauer": [
      8,
      1500
    ],
    "Endothelial": [
      8,
      1500
    ],
    "Fibroblast": [
      8,
      1500
    ],
    "Proteome": [
      8,
      1500
    ]
  },
  "n_factors_active": 5,
  "small_n_floor": "n=4v4 -> min two-sided MWU p = 2/C(8,4) = 0.0286; factors are exploratory",
  "factor_group_association": [
    {
      "factor": 2,
      "mwu_p": 0.1143,
      "perm_p": 0.0857,
      "abs_mean_diff": 0.557,
      "max_view_r2": null
    },
    {
      "factor": 3,
      "mwu_p": 0.4857,
      "perm_p": 0.3714,
      "abs_mean_diff": 0.328,
      "max_view_r2": null
    },
    {
      "factor": 4,
      "mwu_p": 0.3429,
      "perm_p": 0.5429,
      "abs_mean_diff": 0.091,
      "max_view_r2": null
    },
    {
      "factor": 1,
      "mwu_p": 0.6857,
      "perm_p": 0.7429,
      "abs_mean_diff": 0.692,
      "max_view_r2": null
    },
    {
      "factor": 5,
      "mwu_p": 0.6857,
      "perm_p": 0.9429,
      "abs_mean_diff": 0.073,
      "max_view_r2": null
    }
  ],
  "best_factor": {
    "factor": 2,
    "mwu_p": 0.1143,
    "perm_p": 0.0857,
    "abs_mean_diff": 0.557,
    "max_view_r2": null
  },
  "best_factor_oriented_PE_positive": true,
  "axis_recovery_on_best_factor": {
    "secretory_antiangiogenic": {
      "SCT": {
        "genes_present": [
          "CRH",
          "LEP",
          "PAPPA2",
          "HTRA4",
          "PSG1"
        ],
        "mean_pctile": 53.0,
        "signed_w": {
          "CRH": -0.274,
          "LEP": -0.593,
          "PAPPA2": 0.69,
          "HTRA4": -0.797,
          "PSG1": -0.469
        }
      },
      "EVT": {
        "genes_present": [
          "CRH",
          "LEP",
          "PSG1"
        ],
        "mean_pctile": 18.6,
        "signed_w": {
          "CRH": 0.693,
          "LEP": 0.151,
          "PSG1": -0.066
        }
      },
      "VCT": {
        "genes_present": [
          "CRH",
          "LEP",
          "PAPPA2",
          "PSG1"
        ],
        "mean_pctile": 38.0,
        "signed_w": {
          "CRH": 0.005,
          "LEP": 0.028,
          "PAPPA2": 0.016,
          "PSG1": 0.004
        }
      },
      "Hofbauer": {
        "genes_present": [
          "CRH",
          "LEP",
          "PAPPA2",
          "PSG1"
        ],
        "mean_pctile": 44.6,
        "signed_w": {
          "CRH": 0.477,
          "LEP": 0.361,
          "PAPPA2": 0.98,
          "PSG1": 0.353
        }
      },
      "Endothelial": {
        "genes_present": [
          "CRH",
          "LEP",
          "PAPPA2",
          "PSG1"
        ],
        "mean_pctile": 43.9,
        "signed_w": {
          "CRH": 0.088,
          "LEP": 0.699,
          "PAPPA2": 0.46,
          "PSG1": -0.043
        }
      },
      "Fibroblast": {
        "genes_present": [
          "CRH",
          "LEP",
          "PAPPA2",
          "HTRA4",
          "PSG1"
        ],
        "mean_pctile": 32.9,
        "signed_w": {
          "CRH": 0.318,
          "LEP": 0.489,
          "PAPPA2": 1.17,
          "HTRA4": 0.629,
          "PSG1": 0.25
        }
      },
      "Proteome": {
        "genes_present": [
          "FSTL3"
        ],
        "mean_pctile": 6.8,
        "signed_w": {
          "FSTL3": 0.036
        }
      }
    },
    "interferon_inflammation": {
      "SCT": {
        "genes_present": [
          "CXCL9",
          "CXCL11",
          "IDO1",
          "HLA-G"
        ],
        "mean_pctile": 62.2,
        "signed_w": {
          "CXCL9": 1.412,
          "CXCL11": 0.28,
          "IDO1": 1.208,
          "HLA-G": 0.365
        }
      },
      "EVT": {
        "genes_present": [
          "CXCL9",
          "CXCL10",
          "GBP5",
          "HLA-G",
          "CD74",
          "HLA-A",
          "HLA-B"
        ],
        "mean_pctile": 49.3,
        "signed_w": {
          "CXCL9": 1.02,
          "CXCL10": 0.846,
          "GBP5": -0.252,
          "HLA-G": 1.21,
          "CD74": 1.011,
          "HLA-A": -0.329,
          "HLA-B": -1.328
        }
      },
      "VCT": {
        "genes_present": [
          "CXCL9",
          "CXCL10",
          "GBP5",
          "HLA-G"
        ],
        "mean_pctile": 34.0,
        "signed_w": {
          "CXCL9": 0.01,
          "CXCL10": 0.006,
          "GBP5": 0.013,
          "HLA-G": 0.013
        }
      },
      "Hofbauer": {
        "genes_present": [
          "CXCL9",
          "CXCL11",
          "GBP5",
          "HLA-G"
        ],
        "mean_pctile": 56.5,
        "signed_w": {
          "CXCL9": 0.75,
          "CXCL11": 0.42,
          "GBP5": 0.582,
          "HLA-G": 0.969
        }
      },
      "Endothelial": {
        "genes_present": [
          "CXCL9",
          "CXCL10",
          "GBP5",
          "IDO1",
          "HLA-G"
        ],
        "mean_pctile": 67.0,
        "signed_w": {
          "CXCL9": 0.527,
          "CXCL10": 0.668,
          "GBP5": 0.503,
          "IDO1": 0.216,
          "HLA-G": 0.439
        }
      },
      "Fibroblast": {
        "genes_present": [
          "CXCL9",
          "CXCL10",
          "HLA-G",
          "CD74"
        ],
        "mean_pctile": 45.0,
        "signed_w": {
          "CXCL9": 0.107,
          "CXCL10": 0.539,
          "HLA-G": 1.359,
          "CD74": 1.153
        }
      },
      "Proteome": {
        "genes_present": [
          "CD74"
        ],
        "mean_pctile": 97.1,
        "signed_w": {
          "CD74": 1.122
        }
      }
    }
  },
  "top_loadings_best_factor": {
    "SCT": {
      "top_pos": [
        {
          "g": "EGFR-AS1",
          "w": 2.144
        },
        {
          "g": "SCGB2B2",
          "w": 2.066
        },
        {
          "g": "CENPJ",
          "w": 1.964
        },
        {
          "g": "SLC44A5",
          "w": 1.924
        },
        {
          "g": "CNTLN",
          "w": 1.904
        },
        {
          "g": "LARS2",
          "w": 1.881
        },
        {
          "g": "PLEKHM3",
          "w": 1.874
        },
        {
          "g": "RMDN2",
          "w": 1.872
        },
        {
          "g": "ECSIT",
          "w": 1.863
        },
        {
          "g": "NSMCE4A",
          "w": 1.827
        },
        {
          "g": "AC040970.1",
          "w": 1.826
        },
        {
          "g": "ASB16-AS1",
          "w": 1.823
        },
        {
          "g": "L3HYPDH",
          "w": 1.823
        },
        {
          "g": "SCRN1",
          "w": 1.804
        },
        {
          "g": "RAB38",
          "w": 1.801
        }
      ],
      "top_neg": [
        {
          "g": "ASB2",
          "w": -1.574
        },
        {
          "g": "PRX",
          "w": -1.672
        },
        {
          "g": "POU3F1",
          "w": -1.796
        },
        {
          "g": "AC010197.1",
          "w": -1.834
        },
        {
          "g": "KCNE4",
          "w": -1.843
        },
        {
          "g": "AC027237.2",
          "w": -1.872
        },
        {
          "g": "AHSP",
          "w": -1.937
        },
        {
          "g": "CNN1",
          "w": -2.129
        },
        {
          "g": "DES",
          "w": -2.165
        },
        {
          "g": "BIRC7",
          "w": -2.295
        }
      ]
    },
    "EVT": {
      "top_pos": [
        {
          "g": "GDNF",
          "w": 1.981
        },
        {
          "g": "ATP1A4",
          "w": 1.853
        },
        {
          "g": "AK5",
          "w": 1.833
        },
        {
          "g": "APOD",
          "w": 1.73
        },
        {
          "g": "LINC02428",
          "w": 1.709
        },
        {
          "g": "C8orf31",
          "w": 1.655
        },
        {
          "g": "LINC01917",
          "w": 1.64
        },
        {
          "g": "FAT2",
          "w": 1.619
        },
        {
          "g": "FBXO2",
          "w": 1.517
        },
        {
          "g": "LY6K",
          "w": 1.51
        },
        {
          "g": "NES",
          "w": 1.484
        },
        {
          "g": "PTGDS",
          "w": 1.464
        },
        {
          "g": "HPSE2",
          "w": 1.46
        },
        {
          "g": "SLC66A1L",
          "w": 1.445
        },
        {
          "g": "IL6",
          "w": 1.406
        }
      ],
      "top_neg": [
        {
          "g": "AL136040.1",
          "w": -2.216
        },
        {
          "g": "AC084871.1",
          "w": -2.225
        },
        {
          "g": "TECPR2",
          "w": -2.237
        },
        {
          "g": "ACTA2",
          "w": -2.246
        },
        {
          "g": "ZDHHC18",
          "w": -2.296
        },
        {
          "g": "AL139042.1",
          "w": -2.299
        },
        {
          "g": "AC099489.3",
          "w": -2.305
        },
        {
          "g": "PLIN5",
          "w": -2.329
        },
        {
          "g": "KCNJ15",
          "w": -2.339
        },
        {
          "g": "VPS18",
          "w": -2.389
        }
      ]
    },
    "VCT": {
      "top_pos": [
        {
          "g": "NELFB",
          "w": 0.363
        },
        {
          "g": "ECSIT",
          "w": 0.228
        },
        {
          "g": "TFPT",
          "w": 0.22
        },
        {
          "g": "FSIP2-AS2",
          "w": 0.178
        },
        {
          "g": "FZD4",
          "w": 0.178
        },
        {
          "g": "PEX19",
          "w": 0.164
        },
        {
          "g": "FDXR",
          "w": 0.148
        },
        {
          "g": "MTDH",
          "w": 0.112
        },
        {
          "g": "EMILIN2",
          "w": 0.105
        },
        {
          "g": "PEPD",
          "w": 0.101
        },
        {
          "g": "RAB11B-AS1",
          "w": 0.093
        },
        {
          "g": "AC103591.3",
          "w": 0.093
        },
        {
          "g": "DUS2",
          "w": 0.089
        },
        {
          "g": "EIF2B5",
          "w": 0.085
        },
        {
          "g": "NPIPB11",
          "w": 0.085
        }
      ],
      "top_neg": [
        {
          "g": "CDC23",
          "w": -0.18
        },
        {
          "g": "FBXL12",
          "w": -0.192
        },
        {
          "g": "CCNYL1",
          "w": -0.194
        },
        {
          "g": "SMARCAD1",
          "w": -0.226
        },
        {
          "g": "DPP8",
          "w": -0.228
        },
        {
          "g": "SPINK1",
          "w": -0.235
        },
        {
          "g": "AL442128.2",
          "w": -0.235
        },
        {
          "g": "BET1L",
          "w": -0.248
        },
        {
          "g": "LRRC57",
          "w": -0.272
        },
        {
          "g": "C3AR1",
          "w": -0.323
        }
      ]
    },
    "Hofbauer": {
      "top_pos": [
        {
          "g": "AC013652.1",
          "w": 1.885
        },
        {
          "g": "THBS1",
          "w": 1.71
        },
        {
          "g": "SIGLEC7",
          "w": 1.545
        },
        {
          "g": "ABI3",
          "w": 1.492
        },
        {
          "g": "LINC01115",
          "w": 1.445
        },
        {
          "g": "SUCLG2-AS1",
          "w": 1.444
        },
        {
          "g": "VAMP5",
          "w": 1.436
        },
        {
          "g": "FBP1",
          "w": 1.381
        },
        {
          "g": "AREG",
          "w": 1.364
        },
        {
          "g": "PLA2R1",
          "w": 1.359
        },
        {
          "g": "AL163541.1",
          "w": 1.351
        },
        {
          "g": "AC026369.3",
          "w": 1.28
        },
        {
          "g": "LGALS2",
          "w": 1.249
        },
        {
          "g": "APOD",
          "w": 1.236
        },
        {
          "g": "ALOX15B",
          "w": 1.228
        }
      ],
      "top_neg": [
        {
          "g": "FKBP4",
          "w": -1.858
        },
        {
          "g": "ACTG2",
          "w": -1.861
        },
        {
          "g": "HIGD1C",
          "w": -1.866
        },
        {
          "g": "AC017002.5",
          "w": -1.869
        },
        {
          "g": "BMP2",
          "w": -1.977
        },
        {
          "g": "COL1A1",
          "w": -2.012
        },
        {
          "g": "ARHGAP39",
          "w": -2.117
        },
        {
          "g": "COL1A2",
          "w": -2.134
        },
        {
          "g": "TAGLN",
          "w": -2.242
        },
        {
          "g": "ACTA2",
          "w": -2.25
        }
      ]
    },
    "Endothelial": {
      "top_pos": [
        {
          "g": "TAC3",
          "w": 1.338
        },
        {
          "g": "APOE",
          "w": 0.942
        },
        {
          "g": "LINC02085",
          "w": 0.846
        },
        {
          "g": "ZNF141",
          "w": 0.788
        },
        {
          "g": "ST6GALNAC1",
          "w": 0.766
        },
        {
          "g": "AC097515.1",
          "w": 0.75
        },
        {
          "g": "FOLR3",
          "w": 0.746
        },
        {
          "g": "ATP8A1",
          "w": 0.746
        },
        {
          "g": "KAZALD1",
          "w": 0.744
        },
        {
          "g": "ACSM3",
          "w": 0.712
        },
        {
          "g": "LEP",
          "w": 0.699
        },
        {
          "g": "DNAH8",
          "w": 0.68
        },
        {
          "g": "CXCL10",
          "w": 0.668
        },
        {
          "g": "KDM5D",
          "w": 0.659
        },
        {
          "g": "CX3CR1",
          "w": 0.656
        }
      ],
      "top_neg": [
        {
          "g": "GJB2",
          "w": -1.291
        },
        {
          "g": "NR2F1",
          "w": -1.297
        },
        {
          "g": "LINC00862",
          "w": -1.327
        },
        {
          "g": "AL589693.1",
          "w": -1.332
        },
        {
          "g": "ABTB2",
          "w": -1.441
        },
        {
          "g": "ACTG2",
          "w": -1.463
        },
        {
          "g": "TAGLN",
          "w": -1.479
        },
        {
          "g": "FHL1",
          "w": -1.551
        },
        {
          "g": "AC092115.3",
          "w": -1.603
        },
        {
          "g": "ACTA2",
          "w": -1.613
        }
      ]
    },
    "Fibroblast": {
      "top_pos": [
        {
          "g": "LY6K",
          "w": 2.325
        },
        {
          "g": "CHODL",
          "w": 2.218
        },
        {
          "g": "AL390957.1",
          "w": 2.164
        },
        {
          "g": "ANKRD35",
          "w": 2.121
        },
        {
          "g": "FTH1",
          "w": 2.105
        },
        {
          "g": "PDE7B",
          "w": 2.085
        },
        {
          "g": "CYP1B1",
          "w": 2.074
        },
        {
          "g": "FDCSP",
          "w": 2.071
        },
        {
          "g": "GALNT15",
          "w": 2.042
        },
        {
          "g": "ZC4H2",
          "w": 2.042
        },
        {
          "g": "HDX",
          "w": 2.029
        },
        {
          "g": "PDE1C",
          "w": 2.026
        },
        {
          "g": "CABCOCO1",
          "w": 2.015
        },
        {
          "g": "KIAA1217",
          "w": 1.973
        },
        {
          "g": "SUCLG2-AS1",
          "w": 1.969
        }
      ],
      "top_neg": [
        {
          "g": "CAP2",
          "w": -2.27
        },
        {
          "g": "FGL2",
          "w": -2.276
        },
        {
          "g": "ALDH1B1",
          "w": -2.298
        },
        {
          "g": "TSPAN18",
          "w": -2.302
        },
        {
          "g": "STK38L",
          "w": -2.303
        },
        {
          "g": "CCKBR",
          "w": -2.324
        },
        {
          "g": "TINAGL1",
          "w": -2.357
        },
        {
          "g": "BATF3",
          "w": -2.366
        },
        {
          "g": "LINC00672",
          "w": -2.395
        },
        {
          "g": "CSPG5",
          "w": -2.446
        }
      ]
    },
    "Proteome": {
      "top_pos": [
        {
          "g": "IFT81",
          "w": 1.873
        },
        {
          "g": "IGFN1",
          "w": 1.863
        },
        {
          "g": "CENPC",
          "w": 1.81
        },
        {
          "g": "ETV2",
          "w": 1.794
        },
        {
          "g": "NTMT2",
          "w": 1.772
        },
        {
          "g": "HTR3C",
          "w": 1.685
        },
        {
          "g": "WDR33",
          "w": 1.674
        },
        {
          "g": "RNF138",
          "w": 1.591
        },
        {
          "g": "FRAS1",
          "w": 1.588
        },
        {
          "g": "ASB6",
          "w": 1.502
        },
        {
          "g": "MUSTN1",
          "w": 1.486
        },
        {
          "g": "ZNF660",
          "w": 1.478
        },
        {
          "g": "SRBD1",
          "w": 1.45
        },
        {
          "g": "ZC3H12C",
          "w": 1.448
        },
        {
          "g": "BOD1L1",
          "w": 1.435
        }
      ],
      "top_neg": [
        {
          "g": "GPATCH1",
          "w": -1.209
        },
        {
          "g": "MCC",
          "w": -1.22
        },
        {
          "g": "SMAD6",
          "w": -1.232
        },
        {
          "g": "CD72",
          "w": -1.241
        },
        {
          "g": "SEMA3E",
          "w": -1.286
        },
        {
          "g": "INMT",
          "w": -1.286
        },
        {
          "g": "RILP",
          "w": -1.287
        },
        {
          "g": "ASXL1",
          "w": -1.385
        },
        {
          "g": "ZNF350",
          "w": -1.394
        },
        {
          "g": "SLC34A3",
          "w": -1.516
        }
      ]
    }
  },
  "variance_explained_per_factor_view": null,
  "stability_LOO": {
    "median_abs_loading_corr": 0.911,
    "per_drop_abs_corr": [
      0.928,
      0.748,
      0.91,
      0.911,
      0.957,
      0.93,
      0.827,
      0.755
    ],
    "sign_preserved_runs": "8/8"
  },
  "VERDICT": "SUGGESTIVE",
  "factor_scores": {
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      -0.148,
      -0.249,
      0.036,
      -0.574
    ],
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      -0.388,
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      0.047,
      0.267
    ],
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      -0.339,
      -0.238,
      0.191,
      0.098
    ],
    "C5": [
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      -0.239,
      0.144,
      -0.09,
      0.064
    ],
    "Z2": [
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      0.133,
      -0.31,
      -0.21,
      -0.032
    ],
    "Z3": [
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      -0.316,
      1.031,
      -0.103,
      0.125
    ],
    "Z4": [
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      0.528,
      -0.151,
      -0.191,
      0.034
    ],
    "Z5": [
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      0.77,
      0.083,
      0.323,
      0.02
    ]
  }
}