{
    "cell_wise_cv": "Modality: rna\n\n| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.32  | 1.31           |\n| Pearson Correlation | 0.97  | 0.96  |\n| Spearman Correlation | 0.90 | 0.90  |\n| R\u00b2 (R-Squared) | 0.89  | 0.88      |\n\nModality: protein\n\n| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.46  | 1.42           |\n| Pearson Correlation | 0.47  | 0.48  |\n| Spearman Correlation | 0.69 | 0.69  |\n| R\u00b2 (R-Squared) | -0.62  | -0.62      |\n\n",
    "gene_wise_cv": "Modality: rna\n\n| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 3.33   |\n| Pearson Correlation | 0.74  |\n| Spearman Correlation | 0.88 |\n| R\u00b2 (R-Squared) | -0.93  |\n\nModality: protein\n\n| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 1.55   |\n| Pearson Correlation | 0.83  |\n| Spearman Correlation | 0.84 |\n| R\u00b2 (R-Squared) | -1.43  |\n\n",
    "diff_exp": "Modality: rna\n\n| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| CD14+ Mono | 0.96 | 0.17 | 0.99 | 1.00 | 0.13 | 0.02 | 21693.00 |\n| CD4+ T activated | 0.96 | 0.35 | 0.84 | 0.99 | 0.09 | 0.02 | 6966.00 |\n| CD4+ T naive | 0.97 | 0.55 | 0.69 | 0.98 | 0.10 | 0.02 | 5897.00 |\n| NK | 0.94 | 0.44 | 0.76 | 0.98 | 0.07 | 0.02 | 5434.00 |\n| Reticulocyte | 0.96 | 1.95 | 0.60 | 0.80 | 0.33 | 0.03 | 4272.00 |\n| Erythroblast | 0.96 | 0.54 | 0.86 | 0.99 | 0.20 | 0.03 | 4039.00 |\n| Naive CD20+ B IGKC+ | 0.98 | 0.68 | 0.67 | 0.98 | 0.07 | 0.02 | 3990.00 |\n| CD8+ T naive | 0.95 | 0.67 | 0.64 | 0.98 | 0.07 | 0.02 | 3107.00 |\n| CD16+ Mono | 0.91 | 0.76 | 0.66 | 0.98 | 0.05 | 0.02 | 2635.00 |\n| NK CD158e1+ | 0.95 | 1.19 | 0.61 | 0.95 | 0.08 | 0.02 | 2167.00 |\n| Naive CD20+ B IGKC- | 0.96 | 1.38 | 0.60 | 0.96 | 0.10 | 0.02 | 1979.00 |\n| G/M prog | 0.88 | 0.36 | 0.80 | 0.98 | 0.01 | 0.01 | 1881.00 |\n| pDC | 0.92 | 0.92 | 0.68 | 0.98 | 0.05 | 0.02 | 1758.00 |\n| HSC | 0.91 | 0.42 | 0.75 | 0.99 | 0.03 | 0.02 | 1703.00 |\n| cDC2 | 0.88 | 0.36 | 0.79 | 0.98 | 0.01 | 0.02 | 1702.00 |\n| Lymph prog | 0.93 | 0.49 | 0.78 | 0.99 | 0.04 | 0.02 | 1681.00 |\n| Transitional B | 0.96 | 1.40 | 0.64 | 0.96 | 0.08 | 0.02 | 1575.00 |\n| Proerythroblast | 0.87 | 0.43 | 0.85 | 0.99 | 0.07 | 0.02 | 1512.00 |\n| CD8+ T CD57+ CD45RO+ | 0.93 | 1.82 | 0.61 | 0.95 | 0.10 | 0.02 | 1470.00 |\n| Normoblast | 0.96 | 2.64 | 0.63 | 0.85 | 0.32 | 0.03 | 1435.00 |\n| CD8+ T CD57+ CD45RA+ | 0.89 | 1.55 | 0.57 | 0.93 | 0.07 | 0.02 | 1303.00 |\n| CD8+ T TIGIT+ CD45RO+ | 0.91 | 1.80 | 0.56 | 0.91 | 0.09 | 0.02 | 1160.00 |\n| CD4+ T activated integrinB7+ | 0.92 | 2.05 | 0.53 | 0.92 | 0.13 | 0.02 | 1056.00 |\n| CD8+ T TIGIT+ CD45RA+ | 0.92 | 2.34 | 0.53 | 0.90 | 0.16 | 0.02 | 1032.00 |\n| CD8+ T CD49f+ | 0.92 | 1.83 | 0.56 | 0.92 | 0.09 | 0.02 | 912.00 |\n| CD8+ T CD69+ CD45RO+ | 0.90 | 2.42 | 0.57 | 0.90 | 0.14 | 0.02 | 897.00 |\n| B1 B IGKC+ | 0.89 | 2.12 | 0.62 | 0.92 | 0.15 | 0.01 | 820.00 |\n| MAIT | 0.90 | 2.18 | 0.57 | 0.91 | 0.13 | 0.02 | 756.00 |\n| CD8+ T CD69+ CD45RA+ | 0.91 | 2.66 | 0.56 | 0.89 | 0.19 | 0.02 | 740.00 |\n| MK/E prog | 0.90 | 0.80 | 0.67 | 0.98 | 0.04 | 0.02 | 690.00 |\n| gdT CD158b+ | 0.89 | 2.06 | 0.58 | 0.90 | 0.12 | 0.02 | 674.00 |\n| B1 B IGKC- | 0.88 | 2.31 | 0.63 | 0.91 | 0.16 | 0.02 | 613.00 |\n| T reg | 0.87 | 2.33 | 0.55 | 0.87 | 0.12 | 0.01 | 609.00 |\n| ILC1 | 0.89 | 2.68 | 0.51 | 0.85 | 0.18 | 0.02 | 552.00 |\n| Plasma cell IGKC+ | 0.82 | 2.41 | 0.44 | 0.82 | 0.19 | 0.01 | 288.00 |\n| Plasma cell IGKC- | 0.88 | 3.00 | 0.50 | 0.81 | 0.20 | 0.01 | 239.00 |\n| ILC | 0.87 | 4.29 | 0.59 | 0.73 | 0.28 | 0.02 | 238.00 |\n| Plasmablast IGKC+ | 0.84 | 3.16 | 0.53 | 0.84 | 0.21 | 0.01 | 232.00 |\n| gdT TCRVD2+ | 0.84 | 3.82 | 0.56 | 0.75 | 0.22 | 0.01 | 191.00 |\n| Plasmablast IGKC- | 0.83 | 4.08 | 0.54 | 0.78 | 0.24 | 0.02 | 130.00 |\n| CD4+ T CD314+ CD45RA+ | 0.81 | 4.40 | 0.62 | 0.73 | 0.22 | 0.01 | 93.00 |\n| dnT | 0.73 | 5.84 | 0.53 | 0.52 | 0.35 | 0.02 | 56.00 |\n| CD8+ T naive CD127+ CD26- CD101- | 0.77 | 5.38 | 0.57 | 0.60 | 0.29 | 0.02 | 42.00 |\n| T prog cycling | 0.65 | 4.82 | 0.65 | 0.73 | 0.26 | 0.02 | 24.00 |\n| cDC1 | 0.65 | 5.83 | 0.58 | 0.57 | 0.28 | 0.02 | 18.00 |\n\nModality: protein\n\n| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| CD14+ Mono | 0.92 | 0.38 | 0.99 | 0.99 | 0.24 | 0.14 | 21693.00 |\n| CD4+ T activated | 0.92 | 0.23 | 0.99 | 0.98 | 0.24 | 0.14 | 6966.00 |\n| CD4+ T naive | 0.92 | 0.19 | 0.99 | 0.97 | 0.12 | 0.13 | 5897.00 |\n| NK | 0.92 | 0.21 | 0.98 | 0.98 | 0.17 | 0.14 | 5434.00 |\n| Reticulocyte | 0.46 | 0.91 | 0.95 | 0.98 | 0.29 | 0.16 | 4272.00 |\n| Erythroblast | 0.62 | 0.97 | 0.96 | 0.98 | 0.27 | 0.15 | 4039.00 |\n| Naive CD20+ B IGKC+ | 0.92 | 0.31 | 0.99 | 0.99 | 0.36 | 0.13 | 3990.00 |\n| CD8+ T naive | 0.92 | 0.24 | 0.98 | 0.98 | 0.64 | 0.24 | 3107.00 |\n| CD16+ Mono | 0.92 | 0.24 | 0.99 | 0.99 | 0.76 | 0.32 | 2635.00 |\n| NK CD158e1+ | 0.92 | 0.28 | 0.98 | 0.98 | 0.74 | 0.44 | 2167.00 |\n| Naive CD20+ B IGKC- | 0.92 | 0.35 | 0.99 | 0.99 | 0.79 | 0.38 | 1979.00 |\n| G/M prog | 0.92 | 0.33 | 0.98 | 0.96 | 0.92 | 0.92 | 1881.00 |\n| pDC | 1.00 | 0.26 | 0.98 | 0.96 | 0.92 | 0.93 | 1758.00 |\n| HSC | 0.85 | 0.35 | 0.97 | 0.95 | 0.54 | 0.57 | 1703.00 |\n| cDC2 | 0.92 | 0.31 | 0.98 | 0.98 | 1.00 | 0.95 | 1702.00 |\n| Lymph prog | 0.92 | 0.34 | 0.97 | 0.98 | 0.85 | 0.85 | 1681.00 |\n| Transitional B | 0.85 | 0.54 | 0.97 | 0.98 | 0.77 | 0.79 | 1575.00 |\n| Proerythroblast | 0.77 | 0.69 | 0.94 | 0.97 | 0.77 | 0.79 | 1512.00 |\n| CD8+ T CD57+ CD45RO+ | 0.92 | 0.49 | 0.97 | 0.97 | 0.94 | 0.52 | 1470.00 |\n| Normoblast | 0.54 | 1.01 | 0.95 | 0.97 | 0.78 | 0.64 | 1435.00 |\n| CD8+ T CD57+ CD45RA+ | 0.85 | 0.31 | 0.98 | 0.98 | 0.99 | 0.96 | 1303.00 |\n| CD8+ T TIGIT+ CD45RO+ | 0.92 | 0.25 | 0.99 | 0.97 | 0.85 | 0.86 | 1160.00 |\n| CD4+ T activated integrinB7+ | 0.92 | 0.30 | 0.98 | 0.96 | 0.99 | 0.96 | 1056.00 |\n| CD8+ T TIGIT+ CD45RA+ | 0.92 | 0.25 | 0.99 | 0.97 | 1.00 | 0.99 | 1032.00 |\n| CD8+ T CD49f+ | 0.92 | 0.22 | 0.98 | 0.96 | 0.99 | 0.96 | 912.00 |\n| CD8+ T CD69+ CD45RO+ | 0.92 | 0.25 | 0.98 | 0.98 | 1.00 | 0.99 | 897.00 |\n| B1 B IGKC+ | 0.92 | 0.34 | 0.98 | 0.97 | 1.00 | 0.99 | 820.00 |\n| MAIT | 0.92 | 0.28 | 0.98 | 0.98 | 0.99 | 0.94 | 756.00 |\n| CD8+ T CD69+ CD45RA+ | 1.00 | 0.23 | 0.98 | 0.98 | 1.00 | 1.00 | 740.00 |\n| MK/E prog | 0.85 | 0.26 | 0.96 | 0.96 | 0.53 | 0.46 | 690.00 |\n| gdT CD158b+ | 0.85 | 0.36 | 0.96 | 0.97 | 0.99 | 0.92 | 674.00 |\n| B1 B IGKC- | 1.00 | 0.37 | 0.98 | 0.97 | 1.00 | 1.00 | 613.00 |\n| T reg | 0.77 | 0.26 | 0.98 | 0.97 | 0.99 | 0.93 | 609.00 |\n| ILC1 | 0.92 | 0.23 | 0.98 | 0.96 | 1.00 | 0.98 | 552.00 |\n| Plasma cell IGKC+ | 0.77 | 0.31 | 0.96 | 0.96 | 0.91 | 0.85 | 288.00 |\n| Plasma cell IGKC- | 0.92 | 0.25 | 0.96 | 0.97 | 0.92 | 0.92 | 239.00 |\n| ILC | 0.77 | 0.35 | 0.97 | 0.96 | 0.99 | 0.92 | 238.00 |\n| Plasmablast IGKC+ | 0.92 | 0.25 | 0.96 | 0.97 | 0.77 | 0.74 | 232.00 |\n| gdT TCRVD2+ | 0.85 | 0.32 | 0.94 | 0.91 | 0.99 | 0.92 | 191.00 |\n| Plasmablast IGKC- | 0.92 | 0.28 | 0.95 | 0.93 | 0.85 | 0.85 | 130.00 |\n| CD4+ T CD314+ CD45RA+ | 0.69 | 0.77 | 0.94 | 0.93 | 0.98 | 0.86 | 93.00 |\n| dnT | 0.92 | 0.42 | 0.90 | 0.87 | 0.68 | 0.55 | 56.00 |\n| CD8+ T naive CD127+ CD26- CD101- | 0.69 | 0.55 | 0.92 | 0.88 | 0.98 | 0.80 | 42.00 |\n| T prog cycling | 0.69 | 0.63 | 0.86 | 0.79 | 0.51 | 0.60 | 24.00 |\n| cDC1 | 0.38 | 0.64 | 0.80 | 0.74 | 0.59 | 0.55 | 18.00 |\n\n"
}