Name: Multi Organ Failure Prediction
Creator: Kaggle
License: https://creativecommons.org/licenses/by/4.0/

About this Dataset

Multi Organ Failure Prediction

About this dataset

The most common cause of death for patients admitted to a intensive care unit (ICU) is a clinical condition known as the multiple organ dysfunction syndrome (MODS), multi-organ failure, multiple systems organ failure, or through some of its more prominent manifestations, as the acute respiratory distress syndrome (ARDS) or disseminated intravascular coagulation (DIC), MODS is as poorly understood as it is prevalent.

This dataset contains data from 61 patients that entered the ICU due to trauma related reasons with 196 variables from physiological signals to severity scores (i.e NISS: New Injury Severity Score). The target variable (named label) is fairly balanced for outcomes of development of Multi Organ Failure or its absence.

How to use this dataset

Create a Multi Organ Failure classifier.

Explore variable importance on Multi Organ Failure outcomes.

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Acknowledgements

If you use this dataset in your research, please credit the authors

Citation

Hazeldine, J. et al. Prehospital immune responses and development of multiple organ dysfunction syndrome following traumatic injury: A prospective cohort study. PLoS Med. 14, e1002338 (2017).

Bravo-Merodio, L., Acharjee, A., Hazeldine, J. et al. Machine learning for the detection of early immunological markers as predictors of multi-organ dysfunction. Sci Data 6, 328 (2019). https://doi.org/10.1038/s41597-019-0337-6

License

CC BY 4.0

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Tables

Mods Dataset

@kaggle.andrewmvd_multi_organ_failure_prediction.mods_dataset

196.77 kB
61 rows
197 columns

CREATE TABLE mods_dataset (
  "iss" BIGINT,
  "niss" BIGINT,
  "ps14" DOUBLE,
  "age" BIGINT,
  "wbc_109_l_t1" DOUBLE  -- WBC [109/L] T1,
  "neut_109_l_t1" DOUBLE  -- NEUT [109/L] T1,
  "lymph_109_l_t1" DOUBLE  -- LYMPH [109/L] T1,
  "mono_109_l_t1" DOUBLE  -- MONO [109/L] T1,
  "ig_109_l_t1" DOUBLE  -- IG [109/L] T1,
  "neut_t1" DOUBLE  -- NEUT % T1,
  "lymph_t1" DOUBLE  -- LYMPH % T1,
  "mono_t1" DOUBLE  -- MONO % T1,
  "ig_t1" DOUBLE  -- IG % T1,
  "ros_to_pma_t1" DOUBLE  -- ROS TO PMA (%) T1,
  "ros_to_pma_mfi_t1" DOUBLE  -- ROS TO PMA (MFI) T1,
  "cd62l_medfi_t1" DOUBLE  -- CD62L (MedFI) T1,
  "cd88_medfi_t1" DOUBLE  -- CD88 (MedFI) T1,
  "cd16_medfi_23_t1" DOUBLE  -- CD16 (MedFI)...23 T1,
  "cd11b_medfi_t1" DOUBLE  -- CD11B (MedFI) T1,
  "cxcr1_medfi_t1" DOUBLE  -- CXCR1 (MedFI) T1,
  "cxcr2_medfi_t1" DOUBLE  -- CXCR2 (MedFI) T1,
  "cd11b_fmlf_medfi_t1" DOUBLE  -- CD11B + FMLF (MedFI) T1,
  "increase_cd11b_fmlf_medfi_t1" DOUBLE  -- Increase CD11b + FMLF (MedFI) T1,
  "cd63_medfi_t1" DOUBLE  -- CD63 (MedFI) T1,
  "cd62l_fmlf_medfi_t1" DOUBLE  -- CD62L + FMLF (MedFI) T1,
  "decrease_cd62l_fmlf_medfi_t1" DOUBLE  -- Decrease CD62L + FMLF (MedFI) T1,
  "n__cd16bright_cd62ldim_t1" DOUBLE  -- % CD16BRIGHT CD62LDIM T1,
  "cd16bright_cd62ldim_106_l_t1" DOUBLE  -- CD16BRIGHT CD62LDIM [106/L] T1,
  "cd16_ve_t1" DOUBLE  -- CD16 % +ve T1,
  "cd16_medfi_35_t1" DOUBLE  -- CD16 (MedFI)...35 T1,
  "n__cd14_16_t1" DOUBLE  -- % CD14+ 16- T1,
  "n__cd14_16_t1_c0e138" DOUBLE  -- % CD14+ 16+ T1,
  "cd14_16_x106_l_t1" DOUBLE  -- CD14+ 16- (x106/L) T1,
  "cd14_16_x106_l_t1_aa47f4" DOUBLE  -- CD14+ 16+ (x106/L) T1,
  "n__hla_dr_ve_t1" DOUBLE  -- % HLA-DR +ve T1,
  "hla_dr_medfi_t1" DOUBLE  -- HLA-DR (MedFI) T1,
  "n__cd14_hla_drlow_neg_t1" DOUBLE  -- % CD14+ HLA-DRLow/Neg T1,
  "cd14_hla_drlow_neg_x106_l_t1" DOUBLE  -- CD14+ HLA-DRLow/Neg (x106/L) T1,
  "n__tlr4_ve_t1" DOUBLE  -- % TLR4 +ve T1,
  "tlr4_medfi_t1" DOUBLE  -- TLR4 (MedFI) T1,
  "n__tlr2_ve_t1" DOUBLE  -- % TLR2 +ve T1,
  "tlr2_medfi_t1" DOUBLE  -- TLR2 (MedFI) T1,
  "n__cd86_ve_t1" DOUBLE  -- % CD86 +ve T1,
  "cd86_medfi_t1" DOUBLE  -- CD86 (MedFI) T1,
  "b_cells_x106_l_t1" DOUBLE  -- B Cells (x106/L) T1,
  "nk_cells_x106_l_t1" DOUBLE  -- NK Cells (x106/L) T1,
  "cd56dim_nk_cells_x106_l_t1" DOUBLE  -- CD56DIM NK Cells (x106/L) T1,
  "cd56bright_nk_cells_x106_l_t1" DOUBLE  -- CD56BRIGHT NK Cells (x106/L) T1,
  "nkt_cells_x106_l_t1" DOUBLE  -- NKT Cells (x106/L) T1,
  "cd3_106_l_t1" DOUBLE  -- CD3+ (106/L) T1,
  "cd3_4_106_l_t1" DOUBLE  -- CD3+ 4+ (106/L) T1,
  "term_helper_t1" DOUBLE,
  "naive_helper_t1" DOUBLE,
  "central_mem_helper_t1" DOUBLE,
  "eff_mem_helper_t1" DOUBLE,
  "cd3_8_106_l_t1" DOUBLE  -- CD3+ 8+ (106/L) T1,
  "term_cyto_t1" DOUBLE,
  "naive_cyto_t1" DOUBLE,
  "central_mem_cyto_t1" DOUBLE,
  "eff_mem_cyto_t1" DOUBLE,
  "il1_ra_t1" DOUBLE,
  "il_6_t1" DOUBLE,
  "il_8_t1" DOUBLE,
  "il_10_t1" DOUBLE,
  "g_csf_t1" DOUBLE,
  "mcp_1_t1" DOUBLE,
  "tnf_a_t1" DOUBLE,
  "cortisol_ng_ml_t1" DOUBLE  -- Cortisol (ng/ml) T1,
  "wbc_109_l_t2" DOUBLE  -- WBC [109/L] T2,
  "neut_109_l_t2" DOUBLE  -- NEUT [109/L] T2,
  "lymph_109_l_t2" DOUBLE  -- LYMPH [109/L] T2,
  "mono_109_l_t2" DOUBLE  -- MONO [109/L] T2,
  "ig_109_l_t2" DOUBLE  -- IG [109/L] T2,
  "neut_t2" DOUBLE  -- NEUT % T2,
  "lymph_t2" DOUBLE  -- LYMPH % T2,
  "mono_t2" DOUBLE  -- MONO % T2,
  "ig_t2" DOUBLE  -- IG % T2,
  "ros_to_pma_t2" DOUBLE  -- ROS TO PMA (%) T2,
  "ros_to_pma_mfi_t2" DOUBLE  -- ROS TO PMA (MFI) T2,
  "cd62l_medfi_t2" DOUBLE  -- CD62L (MedFI) T2,
  "cd88_medfi_t2" BIGINT  -- CD88 (MedFI) T2,
  "cd16_medfi_15_t2" BIGINT  -- CD16 (MedFI)...15 T2,
  "cd11b_medfi_t2" BIGINT  -- CD11B (MedFI) T2,
  "cxcr1_medfi_t2" BIGINT  -- CXCR1 (MedFI) T2,
  "cxcr2_medfi_t2" BIGINT  -- CXCR2 (MedFI) T2,
  "cd11b_fmlf_medfi_t2" BIGINT  -- CD11B + FMLF (MedFI) T2,
  "increase_cd11b_fmlf_medfi_t2" DOUBLE  -- Increase CD11b + FMLF (MedFI) T2,
  "cd63_medfi_t2" BIGINT  -- CD63 (MedFI) T2,
  "cd62l_fmlf_medfi_t2" DOUBLE  -- CD62L + FMLF (MedFI) T2,
  "decrease_cd62l_fmlf_medfi_t2" DOUBLE  -- Decrease CD62L + FMLF (MedFI) T2,
  "n__cd16bright_cd62ldim_t2" DOUBLE  -- % CD16BRIGHT CD62LDIM T2,
  "cd16bright_cd62ldim_106_l_t2" DOUBLE  -- CD16BRIGHT CD62LDIM [106/L] T2,
  "cd16_ve_t2" DOUBLE  -- CD16 % +ve T2,
  "cd16_medfi_27_t2" DOUBLE  -- CD16 (MedFI)...27 T2,
  "n__cd14_16_t2" DOUBLE  -- % CD14+ 16- T2,
  "n__cd14_16_t2_a5749f" DOUBLE  -- % CD14+ 16+ T2,
  "cd14_16_x106_l_t2" DOUBLE  -- CD14+ 16- (x106/L) T2,
  "cd14_16_x106_l_t2_9a5f73" DOUBLE  -- CD14+ 16+ (x106/L) T2,
  "n__hla_dr_ve_t2" DOUBLE  -- % HLA-DR +ve T2,
  "hla_dr_medfi_t2" DOUBLE  -- HLA-DR (MedFI) T2
);