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Supplemental InformationSHP2 Is Required for BCR-ABL1-Induced Hematopoietic Neoplasia
Supplementary Figure S1. SHP2 is required for BCR-ABL1-evoked initiation of CML-like MPN.(a) Scheme of experiment to assess the requirement for SHP2 in initiation of CML-like MPN. (b-d) Engraftment in recipients of WT or Ptpn11fl/fl donor cells 12 days post-transplantation in (b) peripheral blood (P < 0.05), (c) spleen (P < 0.01), and (d) bone marrow (not significant) (n = 4). (e) Engraftment in recipients of WT (n = 11) or Ptpn11fl/fl (n = 13) donor cells 46 days post-
transplantation in peripheral blood (P < 0.05). (f) Spleen weight of recipients of WT (n = 11) or Ptpn11fl/fl (n = 13) donor cells (P < 0.01). (g) Histology of peripheral blood, bone marrow, spleen, and liver in typical WT mouse or recipients of WT or Ptpn11fl/fl cells infected with p210MIGFPCre virus (400x amplification).
Supplementary Figure S2. SHP2 is required for CML maintenance.(a) Scheme of experiment to assess the requirement for SHP2 in maintenance of CML-like MPN. (b-c) Post-transplant peripheral blood leukemic cell engraftment (b) and total white blood cell count (c) was monitored for each recipient. Arrows indicate time of injections with poly I:C. (d-e) Box-plot summary of peripheral blood leukemic engraftment level (d) and white blood cell count (e) in each group on Day 9 (before poly I:C induction), Day 17 (early post-induction), or Day 22-25 (later post-induction) post-transplantation. (*P < 0.05, n.s. not significant; ANOVA with Bonferroni post-test). Note that the Mx+pI:C and Mx-fl/fl+pI:C groups had comparable peripheral blood leukemic engraftment before or early after poly I:C induction, but leukemic engraftment was significantly impaired after prolonged SHP2 depletion. WBC counts were not significantly different between Mx+pI:C and Mx-fl/fl+pI:C mice even on Day 22-25 post-transplantation, most likely because only a few mice are left in the control group at this time, which blunts the sensitivity of the assay. (f) Statistical analysis of ratio of phosphorylated to total signaling protein levels from ≥5 biological replicates of the experiment shown in Figure 2c (*P < 0.05, n.s., not significant; 2-sided t tests with Benjamini-Hochberg adjustment for multiple comparisons).
Supplementary Figure S3. Progression of CML in recipients of MxCre;Ptpn11fl/fl donor cells is associated with imcomplete deletion of Ptpn11.Three recipients from the Mx-fl/fl + pI:C group were assessed for peripheral blood count and floxed Ptpn11 deletion from days 9 to day 37 post-transplantation. White blood cell count (x103/l) is shown in the upper table. Ptpn11 deletion was assessed by PCR; undeleted (“flox”) and deleted alleles are indicated. Notably, #28 and #30 succumbed to CML-like MPN, while #29, with efficient deletion of Ptpn11, remained alive and apparently normal.
Supplementary Figure S4. Assessment of SHP2 depletion on leukemic burden.(a) Statistical analysis of leukemic engraftment in Figure 3a. Engraftment is significantly lower in B/A-GFPCre -> Ptpn11fl/fl than in the other two groups (n = 5; mean ± s.e.m.; **P < 0.01, ***P < 0.001; N = 5 each; one-way ANOVA with Bonferroni post-test). (b) Peripheral blood leukemic engraftment on day 10 and day 21 post-transplantation in Mx and Mx-fl/fl groups (n = 5 for vehicle control groups and n = 10 for poly I:C groups; mean ± s.e.m.). Note that engraftment was comparable before, but significantly lower after poly I:C treatment (*P < 0.05, ***P < 0.001; one-way ANOVA with Bonferroni post-test), indicating the effect of poly I:C treatment itself and complicating the interpretation of the essentiality of SHP2 in disease maintenance.
Supplementary Figure S5. SHP2 is required for the proliferation of BCR/ABL1+ pre-B cells.(a) Scheme of experiments to assess the requirement for SHP2 in B cell proliferation. (b) 4-OH treatment does not affect proliferation of BCR-ABL1+ pre-B cells. A typical result from 4 separate experiments is shown; n.s. = no significant difference in slopes. (c) WT or BCR-ABL1+ Rosa26-CreER;Ptpn11fl/fl pre-B cells with intact (+/+) or deleted (/) Ptpn11 were cultured and SHP2 expression was monitored. Efficiency of Ptpn11 deletion was similar between WT and BCR-ABL1+ cells. (d) Statistical analysis of apoptosis levels shown in Figure 4b. SHP2 depletion did not influence apoptosis (n = 4; mean ± s.d.; n.s. = not significant; two-sided t test). (e) Statistical analysis of cell cycle stages shown in Figure 4c. SHP2 depletion significantly
increased the proportion of cells in G0, and decreased the proportion of cells in G1 or S-G2-M (n = 4; mean ± s.d.; **P < 0.01,***P < 0.001; two-sided t test with Benjamini-Hochberg adjustment for multiple comparisons).
Supplementary Figure S6. SHP2 is dispensable for B cell development and function.(a) SHP2 levels in splenocytes from Ptpn11fl/fl or Cd19tm1(cre)Cgn;Ptpn11fl/fl mice. (b) Representative flow cytometric analyses reveal that B cell development is not grossly affected by SHP2
deficiency. (c) SHP2 deficiency does not affect B cell proliferation (as assessed by thymidine incorporation) induced by various agonists. (d-e) Serum concentrations of IgM (d) and IgG3 (e) after NP-Ficoll immunization in Ptpn11fl/fl (Ctrl) or Cd19tm1(cre)Cgn;Ptpn11fl/fl (KO) mice.
Supplementary Figure S7. SHP2 inhibitor suppresses proliferation of BCR-ABL1+ pre-B cells.SHP2-replete (+/+) or -deficient (/) BCR-ABL1+ pre-B cells were treated with the allosteric SHP2 inhibitor SHP099 at the indicated concentrations for 2 days. (a) Relative viable cell numbers after 3-day cultures, pooled from 3 biological replicates. Viable cell numbers post-drug treatment were compared with the SHP2-replete 0M control (denoted by “*”) or the SHP2-deficient 0M control (denoted by “#”). ***P < 0.001, ###P < 0.001, n.s. not significant; ANOVA with Bonferroni post-test. (b) Representative immunoblot of SHP2-replete or SHP2-deficient cells in response to drug treatment.
Supplementary Figure S8. SFKs and ERK mediate the SHP2 requirement in BCR-ABL1+ pre-B cells.(a) Statistical analysis of ratio of phosphorylated to total signaling protein levels from 4 biological replicates of the experiment shown in Figure 5a (mean ± s.e.m.; *P < 0.05; 2-sided t test with Benjamini-Hochberg adjustment for multiple comparisons). (b) SHP2-replete BCR-ABL1+ pre-B cells were treated with the MEK/ERK inhibitor U0126 and/or the SFK inhibitor SU6656 at different concentrations, and compared with SHP2-deficient BCR-ABL1+ pre-B cells
by immunoblotting for the indicated proteins or phospho-epitopes (1-hour drug treatment, n = 3). U0126 specifically affects phospho-ERK, and SU6656 specifically affects phospho-SFK. (c) SHP2-deficient WT pre-B cells were treated with SU6656 (0, 1, 2M), and compared to SHP2-replete WT pre-B cells or SHP2-deficient BCR-ABL1+ pre-B cells by immunoblotting (1-hour treatment, n = 4). Total ERK2 serves as a loading control.
Supplementary Figure S9. SHP2 domains required for SFK and ERK activation.Statistical analysis of phospho-SFK(Y416) and phospho-ERK levels in Rosa26-CreER;Ptpn11fl/fl
BCR-ABL1+ cells from experiments in Figure 6b. Note that reconstitution with WT SHP2, but not the C459E or Y542F/Y580F mutant, restores ERK and SFK activity. (n = 3; mean ± s.e.m.; *P < 0.05, **P < 0.01, ***P < 0.001; ANOVA with Bonferroni post-test)
Supplementary Figure S10. SHP2 affects distinct transcriptional programs in WT and BCR-ABL1+ pre-B cells.(a) Unsupervised hierarchical clustering of RNA-seq data from: WT SHP2+/+ (WT_+/+), WT SHP2-/- (WT_-/-), BCR-ABL SHP2+/+ (BA_+/+), and BCR-ABL SHP2-/- (BA_-/-). (b) PCA of RNA-seq data from the four groups in panel (A). PC1 and PC2 separate the samples based on expression status of BCR-ABL1 and SHP2, respectively. (c) Hierarchical clustering of RNA-seq data from: WT SHP2+/+ (WT_+/+), WT SHP2-/- (WT_-/-), BCR-ABL SHP2+/+ (BA_+/+), and BCR-ABL SHP2-/- (BA_-/-), based on genes significantly regulated by SHP2 in either WT or BCR-ABL1+ cells (4 samples per group). (d) SHP2-regulated genes in WT or BCR-ABL1+ cells enrich for different GO terms. Bar graph (left) denotes significance of enrichment for each GO term in the SHP2-regulated gene sets. Bar graph on the right denotes the percentage of SHP2-regulated genes in each GO category in WT or BCR-ABL1+ cells.
Supplementary Figure S11. GSEA for signaling pathways regulating transcription in BCR-ABL1 in pre-B cells.(a) ERK MAPK targets are up-regulated, whereas (b) type I interferon response genes are down-regulated, in BCR-ABL1+, compared with WT, pre-B cells.
Supplementary Figure S12. Comparison of down-regulated gene sets by SHP2- or GAB2-depletion in BCR-ABL1+ pre-B cells.(a) Venn diagram illustrating genes regulated by SHP2 and/or GAB2 in BCR-ABL1+ pre-B cells. (b) The majority of gene sets (bold) down-regulated in SHP2-depleted BCR-ABL1+ pre-B cells are also down-regulated in GAB2-deficient cells, with comparable FDR q-values.
Supplementary Figure S13. MYC targets are regulated differentially by SHP2 in WT and BCR-ABL1+ pre-B cells.(a) GSEA plots of MYC-induced signatures from WT_-/- versus WT_+/+ or BA_-/- versus BA_+/+ cells. (b) Binding sites for MYC and its interactors are enriched differentially in genes down-regulated by SHP2 deficiency in WT or BCR-ABL1+ pre-B cells. (c) Glycolytic genes are up-regulated in response to SHP2 deficiency in WT cells, but down-regulated in SHP2-deficient BCR-ABL1+ (BA) cells. (d) Typical GSEA plots for glycolytic genes, comparing WT_-/- versus WT_+/+ (upper), or BA_-/- versus BA_+/+ (lower) cells.
Supplementary Figure S14. Interferon-alpha response genes are up-regulated by SHP2-deficiency only in BCR-ABL1+ pre-B cells.(a) Typical GSEA plot for IFN--induced genes, comparing BCR-ABL1+ SHP2-deficient (BA -/-) versus BCR-ABL1+ SHP2-replete (BA +/+) cells. (b) Several IFN- target genes are up-regulated in response to SHP2 depletion only in BCR-ABL1+ cells.
Supplementary Figure S15. Differential regulation of MYC is likely mediated by MXD3 and MXD4.(a) RNA-seq reveals that Myc mRNA is not affected by SHP2 deficiency in WT or BCR-ABL1+ pre-B cells (n = 4). (b) Representative immunoblots of WT or BCR-ABL1+, Rosa26-CreER or Rosa26-CreER; Ptpn11fl/fl pre-B cells, treated with 4-OH. Quantification of MYC levels reveals comparable regulation in WT and BCR-ABL1+ cells (2 biological replicates). (c) RNAseq reveals that Mxd3 and Mxd4 are up-regulated in response to SHP2 deficiency in BCR-ABL1+ (BA) cells, but not regulated by SHP2 in WT cells. (d) BCR-ABL1+ SHP2-deficient (-/-) or replete (+/+) pre-B cells were treated with U0126 and/or SU6656 at indicated concentrations for 2 days. Relative mRNA levels for Mxd4 were quantified (n = 4). Transcription levels were compared with SHP2-replete BCR-ABL1+ vehicle control (denoted by “*”) or SHP2-deficient control (denoted by “#”) groups. (*P < 0.05, **P < 0.01, ***P < 0.001, ##P < 0.01, ###P < 0.001; ANOVA with Bonferroni post-test).
Supplementary Table S1. Gene sets up-regulated in BCR-ABL1+ compared to WT pre-B cells.
NAME FDR q-val
SMID_BREAST_CANCER_RELAPSE_IN_LUNG_DN 0.00413043
PEDERSEN_METASTASIS_BY_ERBB2_ISOFORM_1 0.00509843
REACTOME_ERK_MAPK_TARGETS 0.022087663
WANG_ADIPOGENIC_GENES_REPRESSED_BY_SIRT1 0.039266393
HUNSBERGER_EXERCISE_REGULATED_GENES 0.035925426
SERVITJA_ISLET_HNF1A_TARGETS_DN 0.032819726
LI_PROSTATE_CANCER_EPIGENETIC 0.04460765
FUKUSHIMA_TNFSF11_TARGETS 0.04924761
GAUSSMANN_MLL_AF4_FUSION_TARGETS_D_UP 0.055580188
ACEVEDO_LIVER_CANCER_WITH_H3K27ME3_DN 0.07718506
Supplementary Table S2. Gene sets down-regulated in BCR-ABL1+ compared to WT pre-B cells.
NAME FDR q-val
ZHENG_GLIOBLASTOMA_PLASTICITY_DN 0.002913152
BENNETT_SYSTEMIC_LUPUS_ERYTHEMATOSUS 0.003397361
DIAZ_CHRONIC_MEYLOGENOUS_LEUKEMIA_DN 0.002587244
RADAEVA_RESPONSE_TO_IFNA1_UP 0.001940433
NABA_PROTEOGLYCANS 0.003866493
KRASNOSELSKAYA_ILF3_TARGETS_UP 0.00338372
LINDSTEDT_DENDRITIC_CELL_MATURATION_B 0.003302206
RODRIGUES_DCC_TARGETS_DN 0.007940454
REACTOME_INTERFERON_ALPHA_BETA_SIGNALING 0.009961274
MORI_PRE_BI_LYMPHOCYTE_DN 0.010421938
TSAI_RESPONSE_TO_RADIATION_THERAPY 0.015198747
DER_IFN_GAMMA_RESPONSE_UP 0.017651487
DER_IFN_ALPHA_RESPONSE_UP 0.035211198
ZHANG_INTERFERON_RESPONSE 0.040390052
WUNDER_INFLAMMATORY_RESPONSE_AND_CHOLESTEROL_UP 0.03834172
MORI_SMALL_PRE_BII_LYMPHOCYTE_UP 0.03594536
BROWNE_INTERFERON_RESPONSIVE_GENES 0.034628686
KAMIKUBO_MYELOID_CEBPA_NETWORK 0.034795098
UROSEVIC_RESPONSE_TO_IMIQUIMOD 0.070058644
MURATA_VIRULENCE_OF_H_PILORI 0.0686552
HOFFMANN_PRE_BI_TO_LARGE_PRE_BII_LYMPHOCYTE_UP 0.07352034
BROWNE_HCMV_INFECTION_30MIN_UP 0.08121635
MOSERLE_IFNA_RESPONSE 0.07857356
AZARE_NEOPLASTIC_TRANSFORMATION_BY_STAT3_UP 0.09142074
Supplementary Table S3. Top Reactome pathways for shared down-regulated genes in WT and BCR-ABL1+ pre-B cells.
Term Overlap P-value Adjusted P-value
MAPK targets/ Nuclear events mediated by MAP kinases_Homo sapiens_R-HSA-450282
3/30 0.0006 0.027
Negative regulation of MAPK pathway_Homo sapiens_R-HSA-5675221 3/40 0.0014 0.027
TRAF6 Mediated Induction of proinflammatory cytokines_Homo sapiens_R-HSA-168180
4/72 0.0006 0.027
MAP kinase activation in TLR cascade_Homo sapiens_R-HSA-450294 4/60 0.0003 0.027
Toll Like Receptor 9 (TLR9) Cascade_Homo sapiens_R-HSA-168138 4/88 0.0013 0.027
MyD88 dependent cascade initiated on endosome_Homo sapiens_R-HSA-975155
4/85 0.0011 0.027
Toll Like Receptor 3 (TLR3) Cascade_Homo sapiens_R-HSA-168164 4/97 0.0018 0.027
MyD88 cascade initiated on plasma membrane_Homo sapiens_R-HSA-975871
4/82 0.0010 0.027
Toll Like Receptor 7/8 (TLR7/8) Cascade_Homo sapiens_R-HSA-168181 4/85 0.0011 0.027
TRAF6 mediated induction of NFkB and MAP kinases upon TLR7/8 or 9 activation_Homo sapiens_R-HSA-975138
4/83 0.0010 0.027
TRIF-mediated TLR3/TLR4 signaling_Homo sapiens_R-HSA-937061 4/97 0.0018 0.027
Toll Like Receptor 10 (TLR10) Cascade_Homo sapiens_R-HSA-168142 4/82 0.0010 0.027
MyD88-independent TLR3/TLR4 cascade_Homo sapiens_R-HSA-166166 4/97 0.0018 0.027
Toll Like Receptor 5 (TLR5) Cascade_Homo sapiens_R-HSA-168176 4/82 0.0010 0.027
Toll Like Receptor 2 (TLR2) Cascade_Homo sapiens_R-HSA-181438 4/92 0.0015 0.027
Toll Like Receptor TLR1:TLR2 Cascade_Homo sapiens_R-HSA-168179 4/92 0.0015 0.027
Toll Like Receptor TLR6:TLR2 Cascade_Homo sapiens_R-HSA-168188 4/92 0.0015 0.027
MyD88:Mal cascade initiated on plasma membrane_Homo sapiens_R-HSA-166058
4/92 0.0015 0.027
Activated TLR4 signalling_Homo sapiens_R-HSA-166054 4/112 0.0030 0.041
Toll Like Receptor 4 (TLR4) Cascade_Homo sapiens_R-HSA-166016 4/122 0.0041 0.046
ERKs are inactivated_Homo sapiens_R-HSA-202670 2/12 0.0023 0.033
Heparan sulfate/heparin (HS-GAG) metabolism_Homo sapiens_R-HSA-1638091
3/54 0.0032 0.041
Glycosaminoglycan metabolism_Homo sapiens_R-HSA-1630316 4/121 0.0040 0.046
tRNA processing in the nucleus_Homo sapiens_R-HSA-6784531 3/57 0.0037 0.046
Metabolism of amino acids and derivatives_Homo sapiens_R-HSA-71291 6/335 0.0081 0.075
Toll-Like Receptors Cascades_Homo sapiens_R-HSA-168898 4/140 0.0065 0.066
Methionine salvage pathway_Homo sapiens_R-HSA-1237112 2/6 0.0007 0.027
ERK/MAPK targets_Homo sapiens_R-HSA-198753 2/21 0.0063 0.066
Major pathway of rRNA processing in the nucleolus_Homo sapiens_R-HSA-6791226
4/166 0.0116 0.100
HS-GAG degradation_Homo sapiens_R-HSA-2024096 2/21 0.0063 0.066
Nuclear Events (kinase and transcription factor activation)_Homo sapiens_R-HSA-198725
2/24 0.0080 0.075
RAF-independent MAPK1/3 activation_Homo sapiens_R-HSA-112409 2/23 0.0074 0.073
Supplementary Table S4. Top Reactome pathways for shared up-regulated genes in WT and BCR-ABL1+ pre-B cells.
Term Overlap P-value Adjusted P-value
Mitochondrial Fatty Acid Beta-Oxidation_Homo sapiens_R-HSA-77289 2/17 0.006 0.29
Chemokine receptors bind chemokines_Homo sapiens_R-HSA-380108 3/56 0.005 0.29
Platelet degranulation_Homo sapiens_R-HSA-114608 4/105 0.004 0.29
Response to elevated platelet cytosolic Ca2+_Homo sapiens_R-HSA-76005 4/110 0.005 0.29
VEGF binds to VEGFR leading to receptor dimerization_Homo sapiens_R-HSA-195399
2/8 0.002 0.24
VEGF ligand-receptor interactions_Homo sapiens_R-HSA-194313 2/8 0.002 0.24
Signaling by VEGF_Homo sapiens_R-HSA-194138 6/328 0.015 0.52
VEGFA-VEGFR2 Pathway_Homo sapiens_R-HSA-4420097 5/320 0.047 0.52
VEGFR2 mediated cell proliferation_Homo sapiens_R-HSA-5218921 4/248 0.067 0.52
Fatty acid, triacylglycerol, and ketone body metabolism_Homo sapiens_R-HSA-535734
4/217 0.045 0.52
Supplementary Table S5. Top enriched GO Biological Process terms for genes regulated by SHP2 in WT pre-B cells.
Term PValue FDR
GO:0002376~immune system process 1.01E-05 0.024
GO:0005975~carbohydrate metabolic process 4.13E-05 0.048
GO:0008152~metabolic process 4.27E-05 0.033
GO:0006955~immune response 8.47E-05 0.049
GO:0006006~glucose metabolic process 9.27E-05 0.043
GO:0009987~cellular process 9.35E-05 0.036
GO:0005996~monosaccharide metabolic process 1.04E-04 0.035
GO:0006096~glycolysis 1.08E-04 0.032
GO:0044262~cellular carbohydrate metabolic process 1.62E-04 0.042
GO:0019318~hexose metabolic process 2.35E-04 0.054
GO:0019320~hexose catabolic process 3.62E-04 0.075
GO:0006007~glucose catabolic process 3.62E-04 0.075
GO:0046365~monosaccharide catabolic process 4.71E-04 0.089
GO:0055114~oxidation reduction 5.00E-04 0.087
Supplementary Table S6. Top enriched GO Biological Process terms for genes regulated by SHP2 in BCR-ABL1+ pre-B cells.
Term PValue FDR
GO:0009987~cellular process 3.27E-23 1.06E-19
GO:0044237~cellular metabolic process 1.56E-16 1.81E-13
GO:0008152~metabolic process 7.14E-14 7.74E-11
GO:0044238~primary metabolic process 8.94E-14 7.27E-11
GO:0044267~cellular protein metabolic process 5.55E-12 3.61E-09
GO:0044260~cellular macromolecule metabolic process 4.64E-11 2.51E-08
GO:0043170~macromolecule metabolic process 3.80E-09 1.77E-06
GO:0019538~protein metabolic process 2.14E-08 8.70E-06
GO:0044085~cellular component biogenesis 8.86E-08 3.20E-05
GO:0044249~cellular biosynthetic process 4.22E-07 1.37E-04
GO:0009058~biosynthetic process 1.81E-06 5.35E-04
GO:0006412~translation 3.33E-06 9.02E-04
GO:0043412~biopolymer modification 3.55E-06 8.88E-04
GO:0034622~cellular macromolecular complex assembly 7.86E-06 1.82E-03
GO:0065003~macromolecular complex assembly 9.13E-06 1.98E-03
GO:0006464~protein modification process 1.18E-05 2.39E-03
GO:0022607~cellular component assembly 1.86E-05 3.56E-03
GO:0043933~macromolecular complex subunit organization 2.56E-05 4.61E-03
GO:0034621~cellular macromolecular complex subunit organization 2.94E-05 5.02E-03
GO:0006334~nucleosome assembly 5.60E-05 9.07E-03
GO:0010467~gene expression 5.83E-05 8.98E-03
GO:0044262~cellular carbohydrate metabolic process 6.02E-05 8.85E-03
GO:0031497~chromatin assembly 8.20E-05 1.15E-02
GO:0034728~nucleosome organization 9.86E-05 1.33E-02
GO:0065004~protein-DNA complex assembly 9.86E-05 1.33E-02
GO:0034645~cellular macromolecule biosynthetic process 1.14E-04 1.48E-02
GO:0009059~macromolecule biosynthetic process 1.49E-04 1.85E-02
GO:0048002~antigen processing and presentation of peptide antigen 1.56E-04 1.86E-02
GO:0008283~cell proliferation 1.63E-04 1.87E-02
GO:0042127~regulation of cell proliferation 1.97E-04 2.19E-02
GO:0019320~hexose catabolic process 5.11E-04 5.39E-02
GO:0006007~glucose catabolic process 5.11E-04 5.39E-02
GO:0002376~immune system process 5.13E-04 5.24E-02
GO:0016265~death 5.21E-04 5.15E-02
GO:0006915~apoptosis 5.48E-04 5.25E-02
GO:0043687~post-translational protein modification 5.61E-04 5.23E-02
GO:0002478~antigen processing and presentation of exogenous peptide antigen
5.79E-04 5.23E-02
GO:0006950~response to stress 5.81E-04 5.12E-02
GO:0006333~chromatin assembly or disassembly 5.89E-04 5.05E-02
GO:0006996~organelle organization 6.33E-04 5.27E-02
GO:0008219~cell death 7.36E-04 5.95E-02
GO:0046365~monosaccharide catabolic process 7.53E-04 5.94E-02
GO:0005975~carbohydrate metabolic process 8.24E-04 6.33E-02
GO:0044255~cellular lipid metabolic process 8.41E-04 6.30E-02
GO:0042254~ribosome biogenesis 8.54E-04 6.25E-02
GO:0012501~programmed cell death 8.55E-04 6.12E-02
GO:0006066~alcohol metabolic process 1.14E-03 7.89E-02
GO:0006139~nucleobase, nucleoside, nucleotide and nucleic acid metabolic process
1.22E-03 8.29E-02
GO:0010627~regulation of protein kinase cascade 1.27E-03 8.44E-02
GO:0006807~nitrogen compound metabolic process 1.29E-03 8.37E-02
GO:0034641~cellular nitrogen compound metabolic process 1.33E-03 8.47E-02
GO:0006096~glycolysis 1.36E-03 8.44E-02
GO:0006006~glucose metabolic process 1.42E-03 8.64E-02
GO:0048514~blood vessel morphogenesis 1.49E-03 8.89E-02
GO:0048523~negative regulation of cellular process 1.50E-03 8.79E-02
GO:0001944~vasculature development 1.58E-03 9.07E-02
GO:0008610~lipid biosynthetic process 1.58E-03 8.95E-02
GO:0019882~antigen processing and presentation 1.61E-03 8.94E-02
GO:0001914~regulation of T cell mediated cytotoxicity 1.66E-03 9.03E-02
GO:0005996~monosaccharide metabolic process 1.67E-03 8.94E-02
GO:0034470~ncRNA processing 1.69E-03 8.90E-02
GO:0001568~blood vessel development 1.91E-03 9.85E-02
GO:0006457~protein folding 1.91E-03 9.70E-02
Supplementary Table S7. Gene sets down-regulated in SHP2-deficient, compared with SHP2-replete, BCR-ABL1+ pre-B cells.
NAME FDR q-val
SCHLOSSER_MYC_TARGETS_REPRESSED_BY_SERUM 8.24E-04
REACTOME_GLYCOLYSIS 4.12E-04
SERVITJA_ISLET_HNF1A_TARGETS_DN 5.48E-04
VANDESLUIS_COMMD1_TARGETS_GROUP_3_UP 6.13E-04
MOOTHA_GLUCONEOGENESIS 9.81E-04
FARDIN_HYPOXIA_11 0.001367925
SEMENZA_HIF1_TARGETS 0.001172507
WANG_ADIPOGENIC_GENES_REPRESSED_BY_SIRT1 0.002463047
TONKS_TARGETS_OF_RUNX1_RUNX1T1_FUSION_SUSTAINED_IN_MONOCYTE_UP 0.003291915
MILI_PSEUDOPODIA_HAPTOTAXIS_UP 0.004276552
MARTORIATI_MDM4_TARGETS_NEUROEPITHELIUM_UP 0.005760686
ZHANG_BREAST_CANCER_PROGENITORS_UP 0.006105966
REACTOME_GLUCONEOGENESIS 0.011090335
BOYAULT_LIVER_CANCER_SUBCLASS_G3_UP 0.019543504
REACTOME_METABOLISM_OF_NON_CODING_RNA 0.026045822
KIM_MYC_AMPLIFICATION_TARGETS_UP 0.024674453
MOOTHA_GLYCOLYSIS 0.023319084
PEDERSEN_METASTASIS_BY_ERBB2_ISOFORM_1 0.022068854
BOYLAN_MULTIPLE_MYELOMA_D_CLUSTER_UP 0.02286336
KARLSSON_TGFB1_TARGETS_UP 0.023126012
MARTORIATI_MDM4_TARGETS_FETAL_LIVER_UP 0.023474187
REACTOME_DEADENYLATION_DEPENDENT_MRNA_DECAY 0.024918603
KEGG_RNA_DEGRADATION 0.027094832
STEIN_ESRRA_TARGETS_RESPONSIVE_TO_ESTROGEN_UP 0.02699758
REACTOME_PYRUVATE_METABOLISM 0.029119607
SCHUHMACHER_MYC_TARGETS_UP 0.028315997
BROWN_MYELOID_CELL_DEVELOPMENT_DN 0.027480539
RAMALHO_STEMNESS_UP 0.028478226
IVANOVA_HEMATOPOIESIS_INTERMEDIATE_PROGENITOR 0.028035788
PID_MYC_ACTIV_PATHWAY 0.029987482
NIKOLSKY_BREAST_CANCER_8Q12_Q22_AMPLICON 0.031093385
GARGALOVIC_RESPONSE_TO_OXIDIZED_PHOSPHOLIPIDS_GREEN_UP 0.03068788
AMIT_EGF_RESPONSE_60_HELA 0.04123479
ELVIDGE_HIF1A_TARGETS_DN 0.04322127
PENG_GLUTAMINE_DEPRIVATION_DN 0.043138128
DANG_MYC_TARGETS_UP 0.04290445
KIM_HYPOXIA 0.04196767
LEONARD_HYPOXIA 0.043013588
Supplementary Table S8. Gene sets down-regulated in GAB2-deficient vs GAB2-replete BCR-ABL1+ pre-B cells.
NAME FDR q-val
WONG_EMBRYONIC_STEM_CELL_CORE 0
ZHANG_TLX_TARGETS_60HR_DN 0
MANALO_HYPOXIA_DN 0
ROSTY_CERVICAL_CANCER_PROLIFERATION_CLUSTER 0
KOBAYASHI_EGFR_SIGNALING_24HR_DN 0
SOTIRIOU_BREAST_CANCER_GRADE_1_VS_3_UP 0
DUTERTRE_ESTRADIOL_RESPONSE_24HR_UP 0
HOFFMANN_LARGE_TO_SMALL_PRE_BII_LYMPHOCYTE_UP 0
CROONQUIST_IL6_DEPRIVATION_DN 0
PENG_GLUTAMINE_DEPRIVATION_DN 0
ZHANG_TLX_TARGETS_DN 0
WINNEPENNINCKX_MELANOMA_METASTASIS_UP 0
BURTON_ADIPOGENESIS_3 0
GRAHAM_CML_DIVIDING_VS_NORMAL_QUIESCENT_UP 0
SHEDDEN_LUNG_CANCER_POOR_SURVIVAL_A6 0
MUELLER_PLURINET 0
REACTOME_MITOTIC_M_M_G1_PHASES 0
ZHOU_CELL_CYCLE_GENES_IN_IR_RESPONSE_24HR 0
SCHLOSSER_MYC_TARGETS_REPRESSED_BY_SERUM 0
REACTOME_DNA_REPLICATION 0
FOURNIER_ACINAR_DEVELOPMENT_LATE_2 0
GRAHAM_NORMAL_QUIESCENT_VS_NORMAL_DIVIDING_DN 0
ZHANG_TLX_TARGETS_36HR_DN 0
REACTOME_MRNA_PROCESSING 0
CROONQUIST_NRAS_SIGNALING_DN 0
BENPORATH_PROLIFERATION 0
REACTOME_PROCESSING_OF_CAPPED_INTRON_CONTAINING_PRE_MRNA 0
BLUM_RESPONSE_TO_SALIRASIB_DN 0
PENG_RAPAMYCIN_RESPONSE_DN 0
MISSIAGLIA_REGULATED_BY_METHYLATION_DN 0
WONG_MITOCHONDRIA_GENE_MODULE 0
REACTOME_M_G1_TRANSITION 0
RHODES_UNDIFFERENTIATED_CANCER 0
FUJII_YBX1_TARGETS_DN 0
YU_MYC_TARGETS_UP 0
ISHIDA_E2F_TARGETS 0
MOOTHA_HUMAN_MITODB_6_2002 0
PENG_LEUCINE_DEPRIVATION_DN 0
ZHOU_CELL_CYCLE_GENES_IN_IR_RESPONSE_6HR 0
WHITEFORD_PEDIATRIC_CANCER_MARKERS 0
KANG_DOXORUBICIN_RESISTANCE_UP 0
CHANG_CYCLING_GENES 0
LI_WILMS_TUMOR_VS_FETAL_KIDNEY_1_DN 0
PUJANA_XPRSS_INT_NETWORK 0
REACTOME_G1_S_TRANSITION 0
REACTOME_S_PHASE 0
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_17 0
REACTOME_CELL_CYCLE_MITOTIC 0
BASAKI_YBX1_TARGETS_UP 0
REACTOME_METABOLISM_OF_RNA 0
ZHAN_MULTIPLE_MYELOMA_PR_UP 0
RUIZ_TNC_TARGETS_DN 0
PUJANA_BRCA_CENTERED_NETWORK 0
SCHUHMACHER_MYC_TARGETS_UP 0
MOOTHA_MITOCHONDRIA 0
GARY_CD5_TARGETS_DN 0
KEGG_SPLICEOSOME 0
KAUFFMANN_MELANOMA_RELAPSE_UP 0
TARTE_PLASMA_CELL_VS_PLASMABLAST_DN 0
REACTOME_SYNTHESIS_OF_DNA 0
RHEIN_ALL_GLUCOCORTICOID_THERAPY_DN 0
DANG_MYC_TARGETS_UP 0
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_11 0
REN_BOUND_BY_E2F 0
MARKEY_RB1_ACUTE_LOF_UP 0
BIDUS_METASTASIS_UP 0
CHANG_CORE_SERUM_RESPONSE_UP 0
VECCHI_GASTRIC_CANCER_EARLY_UP 0
WANG_RESPONSE_TO_GSK3_INHIBITOR_SB216763_DN 0
KONG_E2F3_TARGETS 0
SCHLOSSER_MYC_TARGETS_AND_SERUM_RESPONSE_DN 0
REACTOME_MRNA_SPLICING 0
REACTOME_CELL_CYCLE_CHECKPOINTS 0
BENPORATH_ES_1 0
REACTOME_RESPIRATORY_ELECTRON_TRANSPORT_ATP_SYNTHESIS_BY_CHEMIOSMOTIC_COUPLING_AND_HEAT_PRODUCTION_BY_UNCOUPLING_PROTEINS_
0
BOYAULT_LIVER_CANCER_SUBCLASS_G3_UP 0
REACTOME_INFLUENZA_LIFE_CYCLE 0
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_14 0
TANG_SENESCENCE_TP53_TARGETS_DN 0
REACTOME_TCA_CYCLE_AND_RESPIRATORY_ELECTRON_TRANSPORT 0
REACTOME_MITOTIC_G1_G1_S_PHASES 0
REACTOME_LATE_PHASE_OF_HIV_LIFE_CYCLE 0
REACTOME_G2_M_CHECKPOINTS 0
SARRIO_EPITHELIAL_MESENCHYMAL_TRANSITION_UP 0
HORIUCHI_WTAP_TARGETS_DN 0
LY_AGING_OLD_DN 0
CHIANG_LIVER_CANCER_SUBCLASS_UNANNOTATED_DN 0
SONG_TARGETS_OF_IE86_CMV_PROTEIN 0
AFFAR_YY1_TARGETS_DN 0
LINDGREN_BLADDER_CANCER_CLUSTER_3_UP 1.10E-05
REACTOME_TRANSLATION 1.08E-05
BURTON_ADIPOGENESIS_PEAK_AT_24HR 1.07E-05
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_13 1.06E-05
PAL_PRMT5_TARGETS_UP 1.05E-05
REACTOME_ASSEMBLY_OF_THE_PRE_REPLICATIVE_COMPLEX 2.02E-05
GRADE_COLON_AND_RECTAL_CANCER_UP 2.00E-05
MOOTHA_VOXPHOS 1.98E-05
REACTOME_RESPIRATORY_ELECTRON_TRANSPORT 1.96E-05
REACTOME_REGULATION_OF_MITOTIC_CELL_CYCLE 1.94E-05
REACTOME_MITOTIC_PROMETAPHASE 1.92E-05
REACTOME_METABOLISM_OF_NON_CODING_RNA 1.90E-05
GROSS_HYPOXIA_VIA_HIF1A_UP 1.88E-05
GARCIA_TARGETS_OF_FLI1_AND_DAX1_DN 1.86E-05
REACTOME_METABOLISM_OF_MRNA 1.85E-05
REACTOME_CELL_CYCLE 1.83E-05
OXFORD_RALA_OR_RALB_TARGETS_UP 1.81E-05
MORI_LARGE_PRE_BII_LYMPHOCYTE_UP 2.69E-05
REACTOME_HOST_INTERACTIONS_OF_HIV_FACTORS 2.66E-05
REACTOME_ACTIVATION_OF_ATR_IN_RESPONSE_TO_REPLICATION_STRESS 2.64E-05
REACTOME_RNA_POL_II_TRANSCRIPTION 2.61E-05
ODONNELL_TFRC_TARGETS_DN 5.99E-05
KARLSSON_TGFB1_TARGETS_UP 5.94E-05
MOLENAAR_TARGETS_OF_CCND1_AND_CDK4_DN 5.89E-05
PUJANA_BREAST_CANCER_WITH_BRCA1_MUTATED_UP 5.84E-05
REACTOME_APC_C_CDH1_MEDIATED_DEGRADATION_OF_CDC20_AND_OTHER_APC_C_CDH1_TARGETED_PROTEINS_IN_LATE_MITOSIS_EARLY_G1
6.62E-05
VANTVEER_BREAST_CANCER_METASTASIS_DN 6.57E-05
NAKAMURA_CANCER_MICROENVIRONMENT_DN 6.51E-05
LEE_LIVER_CANCER_SURVIVAL_DN 6.45E-05
PUJANA_BRCA2_PCC_NETWORK 6.40E-05
FERREIRA_EWINGS_SARCOMA_UNSTABLE_VS_STABLE_UP 7.12E-05
KEGG_PARKINSONS_DISEASE 7.06E-05
KAMMINGA_EZH2_TARGETS 7.00E-05
REACTOME_ACTIVATION_OF_THE_PRE_REPLICATIVE_COMPLEX 6.95E-05
REACTOME_HIV_INFECTION 6.89E-05
REACTOME_TRANSPORT_OF_MATURE_TRANSCRIPT_TO_CYTOPLASM 6.84E-05
ZHANG_RESPONSE_TO_CANTHARIDIN_DN 6.78E-05
REACTOME_MITOCHONDRIAL_PROTEIN_IMPORT 8.19E-05
REACTOME_DNA_STRAND_ELONGATION 8.88E-05
WINTER_HYPOXIA_UP 8.81E-05
MITSIADES_RESPONSE_TO_APLIDIN_DN 9.46E-05
ZAMORA_NOS2_TARGETS_UP 1.08E-04
REACTOME_MRNA_SPLICING_MINOR_PATHWAY 1.22E-04
REACTOME_APC_C_CDC20_MEDIATED_DEGRADATION_OF_MITOTIC_PROTEINS 1.21E-04
MALONEY_RESPONSE_TO_17AAG_DN 1.41E-04
REACTOME_CDT1_ASSOCIATION_WITH_THE_CDC6_ORC_ORIGIN_COMPLEX 1.47E-04
PID_FANCONI_PATHWAY 1.60E-04
PID_MYC_ACTIV_PATHWAY 1.79E-04
ODONNELL_TARGETS_OF_MYC_AND_TFRC_DN 1.84E-04
REACTOME_AUTODEGRADATION_OF_CDH1_BY_CDH1_APC_C 1.83E-04
REACTOME_INFLUENZA_VIRAL_RNA_TRANSCRIPTION_AND_REPLICATION 2.15E-04
MORI_IMMATURE_B_LYMPHOCYTE_DN 2.40E-04
WANG_ADIPOGENIC_GENES_REPRESSED_BY_SIRT1 2.38E-04
REACTOME_3_UTR_MEDIATED_TRANSLATIONAL_REGULATION 2.90E-04
EGUCHI_CELL_CYCLE_RB1_TARGETS 3.07E-04
ZHANG_BREAST_CANCER_PROGENITORS_UP 3.24E-04
FRASOR_RESPONSE_TO_SERM_OR_FULVESTRANT_DN 3.68E-04
AMUNDSON_GAMMA_RADIATION_RESPONSE 4.04E-04
PID_AURORA_B_PATHWAY 4.08E-04
VERNELL_RETINOBLASTOMA_PATHWAY_UP 4.05E-04
BURTON_ADIPOGENESIS_PEAK_AT_16HR 4.15E-04
DANG_REGULATED_BY_MYC_UP 4.31E-04
REACTOME_ACTIVATION_OF_THE_MRNA_UPON_BINDING_OF_THE_CAP_BINDING_COMPLEX_AND_EIFS_AND_SUBSEQUENT_BINDING_TO_43S
4.59E-04
REACTOME_P53_INDEPENDENT_G1_S_DNA_DAMAGE_CHECKPOINT 4.81E-04
REACTOME_DESTABILIZATION_OF_MRNA_BY_AUF1_HNRNP_D0 4.78E-04
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_10 4.87E-04
GOLDRATH_ANTIGEN_RESPONSE 5.13E-04
REACTOME_HIV_LIFE_CYCLE 5.22E-04
RHODES_CANCER_META_SIGNATURE 5.55E-04
BORCZUK_MALIGNANT_MESOTHELIOMA_UP 5.93E-04
FARMER_BREAST_CANCER_CLUSTER_2 6.07E-04
REACTOME_REGULATION_OF_MRNA_STABILITY_BY_PROTEINS_THAT_BIND_AU_RICH_ELEMENTS
6.03E-04
MOREAUX_B_LYMPHOCYTE_MATURATION_BY_TACI_DN 5.99E-04
KEGG_PROTEASOME 5.96E-04
LE_EGR2_TARGETS_UP 5.92E-04
REACTOME_ORC1_REMOVAL_FROM_CHROMATIN 5.94E-04
KEGG_DNA_REPLICATION 5.90E-04
UDAYAKUMAR_MED1_TARGETS_UP 6.10E-04
JUBAN_TARGETS_OF_SPI1_AND_FLI1_DN 6.56E-04
KEGG_HUNTINGTONS_DISEASE 6.75E-04
REACTOME_CDK_MEDIATED_PHOSPHORYLATION_AND_REMOVAL_OF_CDC6 7.04E-04
REACTOME_TRNA_AMINOACYLATION 7.00E-04
WHITFIELD_CELL_CYCLE_LITERATURE 6.96E-04
REACTOME_VIF_MEDIATED_DEGRADATION_OF_APOBEC3G 7.20E-04
REICHERT_MITOSIS_LIN9_TARGETS 7.37E-04
STARK_PREFRONTAL_CORTEX_22Q11_DELETION_DN 7.49E-04
CHEMNITZ_RESPONSE_TO_PROSTAGLANDIN_E2_UP 7.61E-04
CHAUHAN_RESPONSE_TO_METHOXYESTRADIOL_UP 7.89E-04
REACTOME_METABOLISM_OF_PROTEINS 7.90E-04
GOLDRATH_HOMEOSTATIC_PROLIFERATION 7.91E-04
GREENBAUM_E2A_TARGETS_UP 7.86E-04
PID_PLK1_PATHWAY 8.13E-04
LEE_EARLY_T_LYMPHOCYTE_UP 8.40E-04
BURTON_ADIPOGENESIS_5 8.50E-04
IRITANI_MAD1_TARGETS_DN 8.51E-04
KEGG_OXIDATIVE_PHOSPHORYLATION 8.72E-04
REACTOME_E2F_MEDIATED_REGULATION_OF_DNA_REPLICATION 9.13E-04
MENSSEN_MYC_TARGETS 9.08E-04
REACTOME_SCF_BETA_TRCP_MEDIATED_DEGRADATION_OF_EMI1 0.001043388
REACTOME_NONSENSE_MEDIATED_DECAY_ENHANCED_BY_THE_EXON_JUNCTION_COMPLEX
0.001132647
PID_ATR_PATHWAY 0.001166339
ABRAMSON_INTERACT_WITH_AIRE 0.001209579
CHICAS_RB1_TARGETS_GROWING 0.001217927
REACTOME_SRP_DEPENDENT_COTRANSLATIONAL_PROTEIN_TARGETING_TO_MEMBRANE
0.001240648
REACTOME_CLEAVAGE_OF_GROWING_TRANSCRIPT_IN_THE_TERMINATION_REGION_ 0.001306934
BILANGES_RAPAMYCIN_SENSITIVE_VIA_TSC1_AND_TSC2 0.001329559
NADERI_BREAST_CANCER_PROGNOSIS_UP 0.001322776
REACTOME_INTERACTIONS_OF_VPR_WITH_HOST_CELLULAR_PROTEINS 0.001339796
KEGG_RIBOSOME 0.001385502
SHIPP_DLBCL_VS_FOLLICULAR_LYMPHOMA_UP 0.001440288
MOREAUX_MULTIPLE_MYELOMA_BY_TACI_DN 0.001451891
REACTOME_TRANSPORT_OF_RIBONUCLEOPROTEINS_INTO_THE_HOST_NUCLEUS 0.001449419
NAKAYAMA_SOFT_TISSUE_TUMORS_PCA2_UP 0.001451505
REACTOME_TRANSPORT_OF_MATURE_MRNA_DERIVED_FROM_AN_INTRONLESS_TRANSCRIPT
0.001476717
TOYOTA_TARGETS_OF_MIR34B_AND_MIR34C 0.001524796
FURUKAWA_DUSP6_TARGETS_PCI35_DN 0.001641386
KEGG_AMINOACYL_TRNA_BIOSYNTHESIS 0.00164258
REACTOME_CYCLIN_E_ASSOCIATED_EVENTS_DURING_G1_S_TRANSITION_ 0.001643775
REACTOME_EXTENSION_OF_TELOMERES 0.001739919
CHIANG_LIVER_CANCER_SUBCLASS_PROLIFERATION_UP 0.001803635
HESS_TARGETS_OF_HOXA9_AND_MEIS1_UP 0.001853683
BHATTACHARYA_EMBRYONIC_STEM_CELL 0.001853764
KEGG_GLYCINE_SERINE_AND_THREONINE_METABOLISM 0.00189834
REACTOME_SCFSKP2_MEDIATED_DEGRADATION_OF_P27_P21 0.0019027
CONCANNON_APOPTOSIS_BY_EPOXOMICIN_DN 0.001915947
HSIAO_HOUSEKEEPING_GENES 0.001929161
REACTOME_DNA_REPAIR 0.00192023
REACTOME_AUTODEGRADATION_OF_THE_E3_UBIQUITIN_LIGASE_COP1 0.00192005
REACTOME_CROSS_PRESENTATION_OF_SOLUBLE_EXOGENOUS_ANTIGENS_ENDOSOMES
0.001928601
WANG_TUMOR_INVASIVENESS_UP 0.002108976
GAVIN_FOXP3_TARGETS_CLUSTER_P6 0.002167866
WEST_ADRENOCORTICAL_TUMOR_UP 0.002239675
REACTOME_FORMATION_OF_THE_TERNARY_COMPLEX_AND_SUBSEQUENTLY_THE_43S_COMPLEX
0.002327348
REACTOME_TRANSCRIPTION_COUPLED_NER_TC_NER 0.002337969
REACTOME_RNA_POL_II_TRANSCRIPTION_PRE_INITIATION_AND_PROMOTER_OPENING 0.002420509
FERRANDO_T_ALL_WITH_MLL_ENL_FUSION_DN 0.002501969
ZHENG_GLIOBLASTOMA_PLASTICITY_UP 0.002678819
SENGUPTA_NASOPHARYNGEAL_CARCINOMA_UP 0.002762648
BOYAULT_LIVER_CANCER_SUBCLASS_G123_UP 0.002775263
MULLIGAN_NTF3_SIGNALING_VIA_INSR_AND_IGF1R_UP 0.002833347
REACTOME_NUCLEOTIDE_EXCISION_REPAIR 0.002912075
CUI_TCF21_TARGETS_2_UP 0.003046385
REACTOME_NEP_NS2_INTERACTS_WITH_THE_CELLULAR_EXPORT_MACHINERY 0.003041355
DAIRKEE_CANCER_PRONE_RESPONSE_BPA_E2 0.003028302
WU_APOPTOSIS_BY_CDKN1A_VIA_TP53 0.003156149
REACTOME_REGULATION_OF_GLUCOKINASE_BY_GLUCOKINASE_REGULATORY_PROTEIN
0.003198748
RAHMAN_TP53_TARGETS_PHOSPHORYLATED 0.00340997
REACTOME_RNA_POL_II_PRE_TRANSCRIPTION_EVENTS 0.003479256
SCHLOSSER_MYC_TARGETS_AND_SERUM_RESPONSE_UP 0.0036432
OUELLET_OVARIAN_CANCER_INVASIVE_VS_LMP_UP 0.003698932
SMID_BREAST_CANCER_LUMINAL_A_DN 0.003825309
SUNG_METASTASIS_STROMA_DN 0.003848299
RAMALHO_STEMNESS_UP 0.003851873
SANSOM_APC_TARGETS_REQUIRE_MYC 0.003859268
REACTOME_PEPTIDE_CHAIN_ELONGATION 0.003874295
SANA_RESPONSE_TO_IFNG_DN 0.003909009
REACTOME_GLUCOSE_TRANSPORT 0.004039369
REACTOME_CYTOSOLIC_TRNA_AMINOACYLATION 0.004060895
SU_TESTIS 0.004112674
KEGG_CITRATE_CYCLE_TCA_CYCLE 0.00414178
KIM_MYC_AMPLIFICATION_TARGETS_UP 0.004363033
REACTOME_REGULATION_OF_ORNITHINE_DECARBOXYLASE_ODC 0.004353139
LI_LUNG_CANCER 0.00441071
FINETTI_BREAST_CANCER_KINOME_RED 0.004635688
DUTERTRE_ESTRADIOL_RESPONSE_6HR_UP 0.004688067
VANDESLUIS_COMMD1_TARGETS_GROUP_3_UP 0.004698974
REACTOME_MRNA_3_END_PROCESSING 0.004691674
LI_WILMS_TUMOR_ANAPLASTIC_UP 0.004706814
KAUFFMANN_DNA_REPLICATION_GENES 0.004941855
SIMBULAN_PARP1_TARGETS_DN 0.004995643
BIOCARTA_PROTEASOME_PATHWAY 0.004983819
WELCSH_BRCA1_TARGETS_DN 0.00497569
BENPORATH_ES_2 0.005492686
KEGG_PYRIMIDINE_METABOLISM 0.005521932
NAKAMURA_TUMOR_ZONE_PERIPHERAL_VS_CENTRAL_UP 0.005826363
YU_BAP1_TARGETS 0.005840169
PID_BARD1_PATHWAY 0.006177565
COLLER_MYC_TARGETS_UP 0.006588799
STEIN_ESRRA_TARGETS_RESPONSIVE_TO_ESTROGEN_DN 0.006683783
MORI_SMALL_PRE_BII_LYMPHOCYTE_DN 0.006810769
GEORGES_CELL_CYCLE_MIR192_TARGETS 0.006796046
CHICAS_RB1_TARGETS_LOW_SERUM 0.006833628
WANG_CISPLATIN_RESPONSE_AND_XPC_UP 0.00682245
SAKAI_TUMOR_INFILTRATING_MONOCYTES_DN 0.006890627
SCHLOSSER_MYC_AND_SERUM_RESPONSE_SYNERGY 0.006872446
LY_AGING_MIDDLE_DN 0.006930432
IVANOVA_HEMATOPOIESIS_INTERMEDIATE_PROGENITOR 0.006922652
REACTOME_G1_S_SPECIFIC_TRANSCRIPTION 0.007061133
MOOTHA_PGC 0.007035733
CAFFAREL_RESPONSE_TO_THC_DN 0.007070926
XU_RESPONSE_TO_TRETINOIN_AND_NSC682994_DN 0.007076073
SLEBOS_HEAD_AND_NECK_CANCER_WITH_HPV_UP 0.007091065
REACTOME_METABOLISM_OF_NUCLEOTIDES 0.007276611
KEGG_CELL_CYCLE 0.008158214
KEGG_NUCLEOTIDE_EXCISION_REPAIR 0.008425525
KOINUMA_COLON_CANCER_MSI_UP 0.008432472
REACTOME_GLUCONEOGENESIS 0.008564906
SHEPARD_CRUSH_AND_BURN_MUTANT_DN 0.00872209
REACTOME_LAGGING_STRAND_SYNTHESIS 0.008977797
BROWN_MYELOID_CELL_DEVELOPMENT_DN 0.009018239
SCIAN_CELL_CYCLE_TARGETS_OF_TP53_AND_TP73_DN 0.009660927
BASSO_B_LYMPHOCYTE_NETWORK 0.009741358
BIOCARTA_MCM_PATHWAY 0.0097145
MILI_PSEUDOPODIA_HAPTOTAXIS_UP 0.00991022
LI_DCP2_BOUND_MRNA 0.009905435
MATTIOLI_MGUS_VS_PCL 0.010136875
EPPERT_PROGENITOR 0.010118507
SPIELMAN_LYMPHOBLAST_EUROPEAN_VS_ASIAN_UP 0.010510278
REACTOME_P53_DEPENDENT_G1_DNA_DAMAGE_RESPONSE 0.010960286
HU_ANGIOGENESIS_DN 0.011277007
VIETOR_IFRD1_TARGETS 0.011293047
PODAR_RESPONSE_TO_ADAPHOSTIN_DN 0.01155716
YAMAZAKI_TCEB3_TARGETS_DN 0.011700117
REACTOME_SIGNALING_BY_WNT 0.012041292
REACTOME_GLOBAL_GENOMIC_NER_GG_NER 0.012166548
REACTOME_REGULATION_OF_APOPTOSIS 0.012411093
MORI_PRE_BI_LYMPHOCYTE_UP 0.01324017
ONDER_CDH1_TARGETS_1_DN 0.013365828
REACTOME_FORMATION_OF_THE_HIV1_EARLY_ELONGATION_COMPLEX 0.013598256
WONG_PROTEASOME_GENE_MODULE 0.013636219
SHEPARD_BMYB_TARGETS 0.013622595
REACTOME_MRNA_CAPPING 0.013742478
ZHONG_SECRETOME_OF_LUNG_CANCER_AND_ENDOTHELIUM 0.014749183
CHEN_ETV5_TARGETS_TESTIS 0.014907429
MORI_EMU_MYC_LYMPHOMA_BY_ONSET_TIME_UP 0.01585409
PYEON_CANCER_HEAD_AND_NECK_VS_CERVICAL_UP 0.015951287
LY_AGING_PREMATURE_DN 0.016542112
REACTOME_FANCONI_ANEMIA_PATHWAY 0.01658848
REACTOME_PYRUVATE_METABOLISM_AND_CITRIC_ACID_TCA_CYCLE 0.017212767
XU_HGF_SIGNALING_NOT_VIA_AKT1_48HR_DN 0.017300528
REACTOME_HOMOLOGOUS_RECOMBINATION_REPAIR_OF_REPLICATION_INDEPENDENT_DOUBLE_STRAND_BREAKS
0.017632818
KAUFFMANN_DNA_REPAIR_GENES 0.017775988
ELVIDGE_HYPOXIA_DN 0.017940542
REACTOME_DESTABILIZATION_OF_MRNA_BY_KSRP 0.019698039
TIEN_INTESTINE_PROBIOTICS_6HR_UP 0.019642957
KEGG_PURINE_METABOLISM 0.02097551
MODY_HIPPOCAMPUS_PRENATAL 0.021093989
REACTOME_FORMATION_OF_RNA_POL_II_ELONGATION_COMPLEX_ 0.021630451
REACTOME_G0_AND_EARLY_G1 0.021584554
KEGG_RNA_POLYMERASE 0.022233676
APPIERTO_RESPONSE_TO_FENRETINIDE_DN 0.02248662
REACTOME_ACYL_CHAIN_REMODELLING_OF_PG 0.022501333
REACTOME_ABORTIVE_ELONGATION_OF_HIV1_TRANSCRIPT_IN_THE_ABSENCE_OF_TAT
0.022882931
IVANOVA_HEMATOPOIESIS_EARLY_PROGENITOR 0.022983784
LEE_METASTASIS_AND_RNA_PROCESSING_UP 0.02312138
KEGG_ALZHEIMERS_DISEASE 0.023139939
REACTOME_DEADENYLATION_DEPENDENT_MRNA_DECAY 0.023276055
GRADE_METASTASIS_DN 0.023248803
ACOSTA_PROLIFERATION_INDEPENDENT_MYC_TARGETS_UP 0.02320237
LIANG_HEMATOPOIESIS_STEM_CELL_NUMBER_LARGE_VS_TINY_UP 0.024126679
BOHN_PRIMARY_IMMUNODEFICIENCY_SYNDROM_UP 0.024080604
REACTOME_ER_PHAGOSOME_PATHWAY 0.024212316
REACTOME_CHOLESTEROL_BIOSYNTHESIS 0.024825582
ZHONG_SECRETOME_OF_LUNG_CANCER_AND_MACROPHAGE 0.024808092
HU_GENOTOXIC_DAMAGE_4HR 0.024793582
KEGG_HOMOLOGOUS_RECOMBINATION 0.025340173
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_8 0.025779434
BURTON_ADIPOGENESIS_4 0.025931334
BOYAULT_LIVER_CANCER_SUBCLASS_G23_UP 0.026327047
DELPUECH_FOXO3_TARGETS_DN 0.026555032
REACTOME_PROCESSING_OF_CAPPED_INTRONLESS_PRE_MRNA 0.026659565
HEDENFALK_BREAST_CANCER_BRCA1_VS_BRCA2 0.027054107
CAIRO_PML_TARGETS_BOUND_BY_MYC_UP 0.026998844
KEGG_MISMATCH_REPAIR 0.028006114
KEGG_RNA_DEGRADATION 0.028049294
AMIT_SERUM_RESPONSE_480_MCF10A 0.028230725
REACTOME_APC_CDC20_MEDIATED_DEGRADATION_OF_NEK2A 0.02818035
REACTOME_ACTIVATION_OF_NF_KAPPAB_IN_B_CELLS 0.028162064
HUANG_GATA2_TARGETS_DN 0.028170647
ENK_UV_RESPONSE_KERATINOCYTE_DN 0.028972268
ROME_INSULIN_TARGETS_IN_MUSCLE_UP 0.028902218
MOREIRA_RESPONSE_TO_TSA_UP 0.028877307
ZHAN_MULTIPLE_MYELOMA_SUBGROUPS 0.0297069
ELVIDGE_HIF1A_TARGETS_UP 0.02977637
HWANG_PROSTATE_CANCER_MARKERS 0.030057088
CHNG_MULTIPLE_MYELOMA_HYPERPLOID_UP 0.030986125
MARTINEZ_RESPONSE_TO_TRABECTEDIN_DN 0.031004503
GARGALOVIC_RESPONSE_TO_OXIDIZED_PHOSPHOLIPIDS_TURQUOISE_DN 0.03116907
SESTO_RESPONSE_TO_UV_C7 0.031583533
REACTOME_PREFOLDIN_MEDIATED_TRANSFER_OF_SUBSTRATE_TO_CCT_TRIC 0.031533767
CHEN_HOXA5_TARGETS_9HR_DN 0.03162939
REACTOME_MITOCHONDRIAL_TRNA_AMINOACYLATION 0.03155171
IWANAGA_E2F1_TARGETS_INDUCED_BY_SERUM 0.03177377
SHAFFER_IRF4_TARGETS_IN_ACTIVATED_B_LYMPHOCYTE 0.031723853
WHITFIELD_CELL_CYCLE_G2_M 0.032164063
LI_WILMS_TUMOR_VS_FETAL_KIDNEY_2_UP 0.03229004
RAY_TUMORIGENESIS_BY_ERBB2_CDC25A_UP 0.032269157
STEIN_ESRRA_TARGETS_UP 0.032383967
REACTOME_PROCESSIVE_SYNTHESIS_ON_THE_LAGGING_STRAND 0.032595444
REACTOME_CITRIC_ACID_CYCLE_TCA_CYCLE 0.033134826
DAIRKEE_TERT_TARGETS_UP 0.033323143
MONNIER_POSTRADIATION_TUMOR_ESCAPE_UP 0.033450596
PID_ATM_PATHWAY 0.03422855
STEIN_ESR1_TARGETS 0.03418846
SANSOM_APC_TARGETS_UP 0.034258876
REACTOME_INHIBITION_OF_THE_PROTEOLYTIC_ACTIVITY_OF_APC_C_REQUIRED_FOR_THE_ONSET_OF_ANAPHASE_BY_MITOTIC_SPINDLE_CHECKPOINT_COMPONENTS
0.034713715
RIZ_ERYTHROID_DIFFERENTIATION 0.034689855
HORTON_SREBF_TARGETS 0.034617167
WEST_ADRENOCORTICAL_CARCINOMA_VS_ADENOMA_UP 0.034645244
REACTOME_LIPID_DIGESTION_MOBILIZATION_AND_TRANSPORT 0.03457555
WAKASUGI_HAVE_ZNF143_BINDING_SITES 0.034545302
SHEPARD_CRUSH_AND_BURN_MUTANT_UP 0.035008907
REACTOME_FORMATION_OF_TUBULIN_FOLDING_INTERMEDIATES_BY_CCT_TRIC 0.0353697
REACTOME_ANTIGEN_PROCESSING_CROSS_PRESENTATION 0.035667773
PEART_HDAC_PROLIFERATION_CLUSTER_DN 0.035799976
REACTOME_METABOLISM_OF_CARBOHYDRATES 0.03586938
REACTOME_TRANSCRIPTION 0.03581211
ZEMBUTSU_SENSITIVITY_TO_METHOTREXATE 0.03594765
REACTOME_CHROMOSOME_MAINTENANCE 0.035878576
REACTOME_MICRORNA_MIRNA_BIOGENESIS 0.035842936
MIKKELSEN_IPS_ICP_WITH_H3K27ME3 0.035823833
WIERENGA_PML_INTERACTOME 0.035896767
LI_AMPLIFIED_IN_LUNG_CANCER 0.036037393
JIANG_AGING_CEREBRAL_CORTEX_DN 0.036270954
JACKSON_DNMT1_TARGETS_DN 0.036188204
CHIARADONNA_NEOPLASTIC_TRANSFORMATION_KRAS_UP 0.036166318
JIANG_HYPOXIA_VIA_VHL 0.036712542
XU_HGF_TARGETS_INDUCED_BY_AKT1_48HR_DN 0.036742643
KEGG_TERPENOID_BACKBONE_BIOSYNTHESIS 0.037361898
KIM_WT1_TARGETS_DN 0.038175456
MOOTHA_GLUCONEOGENESIS 0.038779676
YAMASHITA_LIVER_CANCER_WITH_EPCAM_UP 0.038705867
HONMA_DOCETAXEL_RESISTANCE 0.039003097
MARKEY_RB1_CHRONIC_LOF_UP 0.038942944
TSENG_IRS1_TARGETS_UP 0.039040554
WHITFIELD_CELL_CYCLE_G2 0.039069243
KEGG_ONE_CARBON_POOL_BY_FOLATE 0.039880928
REACTOME_METABOLISM_OF_AMINO_ACIDS_AND_DERIVATIVES 0.04056944
KEGG_BASAL_TRANSCRIPTION_FACTORS 0.040689286
WANG_METASTASIS_OF_BREAST_CANCER_ESR1_UP 0.04095919
REACTOME_GLUCOSE_METABOLISM 0.041070715
PUJANA_BREAST_CANCER_LIT_INT_NETWORK 0.041143205
TONKS_TARGETS_OF_RUNX1_RUNX1T1_FUSION_MONOCYTE_UP 0.041851487
REACTOME_ELONGATION_ARREST_AND_RECOVERY 0.042004857
SANSOM_APC_TARGETS 0.0419946
JIANG_AGING_HYPOTHALAMUS_UP 0.042091217
REACTOME_FORMATION_OF_TRANSCRIPTION_COUPLED_NER_TC_NER_REPAIR_COMPLEX
0.04232191
WANG_SMARCE1_TARGETS_DN 0.043018315
FOURNIER_ACINAR_DEVELOPMENT_LATE_DN 0.043357648
MOOTHA_TCA 0.043804713
REACTOME_APC_C_CDC20_MEDIATED_DEGRADATION_OF_CYCLIN_B 0.04405759
KIM_WT1_TARGETS_12HR_DN 0.044231188
KEGG_PENTOSE_PHOSPHATE_PATHWAY 0.044490688
REACTOME_RNA_POL_III_TRANSCRIPTION_INITIATION_FROM_TYPE_2_PROMOTER 0.04467144
ZHAN_MULTIPLE_MYELOMA_CD2_DN 0.04464282
REACTOME_PHOSPHORYLATION_OF_THE_APC_C 0.04474921
MODY_HIPPOCAMPUS_NEONATAL 0.04488017
VANTVEER_BREAST_CANCER_POOR_PROGNOSIS 0.045402046
ZHONG_SECRETOME_OF_LUNG_CANCER_AND_FIBROBLAST 0.046068456
BILANGES_SERUM_AND_RAPAMYCIN_SENSITIVE_GENES 0.0469285
REACTOME_GLYCOLYSIS 0.04718064
REACTOME_RNA_POL_III_TRANSCRIPTION 0.047572095
GROSS_HYPOXIA_VIA_ELK3_AND_HIF1A_DN 0.047473013
WANG_RESPONSE_TO_BEXAROTENE_UP 0.047821827
JAIN_NFKB_SIGNALING 0.04780573
BIOCARTA_ATRBRCA_PATHWAY 0.047897663
REACTOME_RNA_POL_I_TRANSCRIPTION_TERMINATION 0.048110947
MOHANKUMAR_TLX1_TARGETS_UP 0.04815335
MARTORIATI_MDM4_TARGETS_FETAL_LIVER_UP 0.04945574
Supplementary Table S9. Gene sets down-regulated in SHP2-deficient, compared with SHP2-replete, WT pre-B cells.
NAME FDR q-val
KEGG_SYSTEMIC_LUPUS_ERYTHEMATOSUS 0
REACTOME_MEIOTIC_RECOMBINATION 0
REACTOME_RNA_POL_I_TRANSCRIPTION 0
REACTOME_RNA_POL_I_RNA_POL_III_AND_MITOCHONDRIAL_TRANSCRIPTION 0
REACTOME_RNA_POL_I_PROMOTER_OPENING 0
REACTOME_AMYLOIDS 0
REACTOME_PACKAGING_OF_TELOMERE_ENDS 0
REACTOME_MEIOSIS 0
REACTOME_TELOMERE_MAINTENANCE 0
REACTOME_DEPOSITION_OF_NEW_CENPA_CONTAINING_NUCLEOSOMES_AT_THE_CENTROMERE
3.32E-04
REACTOME_TRANSCRIPTION 3.02E-04
MANALO_HYPOXIA_DN 4.85E-04
REACTOME_MEIOTIC_SYNAPSIS 7.71E-04
ACEVEDO_LIVER_CANCER_WITH_H3K9ME3_DN 0.002988548
REACTOME_CHROMOSOME_MAINTENANCE 0.005174248
STEIN_ESRRA_TARGETS_RESPONSIVE_TO_ESTROGEN_UP 0.005004874
WILLIAMS_ESR1_TARGETS_UP 0.018655982
REACTOME_RESPIRATORY_ELECTRON_TRANSPORT 0.033274826
TONKS_TARGETS_OF_RUNX1_RUNX1T1_FUSION_SUSTAINED_IN_MONOCYTE_UP 0.03742117
ACEVEDO_LIVER_CANCER_WITH_H3K27ME3_DN 0.046772476
REACTOME_RESPIRATORY_ELECTRON_TRANSPORT_ATP_SYNTHESIS_BY_CHEMIOSMOTIC_COUPLING_AND_HEAT_PRODUCTION_BY_UNCOUPLING_PROTEINS_
0.0467156
REACTOME_FORMATION_OF_TRANSCRIPTION_COUPLED_NER_TC_NER_REPAIR_COMPLEX
0.0478413
Supplementary Table S10. Gene sets up-regulated in SHP2-deficient, compared with SHP2-replete, BCR-ABL1+ pre-B cells.
NAME FDR q-val
REACTOME_AMYLOIDS 0
REACTOME_RNA_POL_I_PROMOTER_OPENING 0
KEGG_SYSTEMIC_LUPUS_ERYTHEMATOSUS 0
RADAEVA_RESPONSE_TO_IFNA1_UP 0
LIU_VAV3_PROSTATE_CARCINOGENESIS_UP 0
REACTOME_PACKAGING_OF_TELOMERE_ENDS 0
KRASNOSELSKAYA_ILF3_TARGETS_UP 0
BROWNE_INTERFERON_RESPONSIVE_GENES 1.73E-04
KOBAYASHI_EGFR_SIGNALING_24HR_UP 1.54E-04
REACTOME_MEIOTIC_SYNAPSIS 1.39E-04
MOSERLE_IFNA_RESPONSE 1.26E-04
LEE_LIVER_CANCER_E2F1_UP 1.16E-04
DAUER_STAT3_TARGETS_DN 1.07E-04
MARKEY_RB1_ACUTE_LOF_DN 9.91E-05
WIELAND_UP_BY_HBV_INFECTION 9.25E-05
ICHIBA_GRAFT_VERSUS_HOST_DISEASE_D7_UP 8.67E-05
REACTOME_INTERFERON_ALPHA_BETA_SIGNALING 1.65E-04
REACTOME_MEIOTIC_RECOMBINATION 1.56E-04
EINAV_INTERFERON_SIGNATURE_IN_CANCER 1.48E-04
BENNETT_SYSTEMIC_LUPUS_ERYTHEMATOSUS 1.41E-04
DIAZ_CHRONIC_MEYLOGENOUS_LEUKEMIA_DN 1.34E-04
REACTOME_MEIOSIS 1.92E-04
LEE_LIVER_CANCER_MYC_E2F1_UP 1.83E-04
STAMBOLSKY_TARGETS_OF_MUTATED_TP53_DN 1.76E-04
REACTOME_TELOMERE_MAINTENANCE 2.22E-04
LEE_LIVER_CANCER_DENA_UP 3.19E-04
WANG_CLASSIC_ADIPOGENIC_TARGETS_OF_PPARG 3.58E-04
REACTOME_RNA_POL_I_TRANSCRIPTION 3.45E-04
BOYLAN_MULTIPLE_MYELOMA_PCA3_DN 3.80E-04
STEARMAN_TUMOR_FIELD_EFFECT_UP 5.49E-04
BORLAK_LIVER_CANCER_EGF_UP 5.32E-04
NIELSEN_GIST_AND_SYNOVIAL_SARCOMA_DN 5.15E-04
LIAN_LIPA_TARGETS_6M 5.00E-04
ICHIBA_GRAFT_VERSUS_HOST_DISEASE_35D_UP 4.85E-04
ZHANG_INTERFERON_RESPONSE 4.71E-04
APPEL_IMATINIB_RESPONSE 4.96E-04
HELLER_SILENCED_BY_METHYLATION_UP 5.92E-04
LINDSTEDT_DENDRITIC_CELL_MATURATION_B 6.50E-04
BOYLAN_MULTIPLE_MYELOMA_D_DN 6.33E-04
KIM_GLIS2_TARGETS_UP 6.84E-04
ALTEMEIER_RESPONSE_TO_LPS_WITH_MECHANICAL_VENTILATION 7.99E-04
ZHANG_TLX_TARGETS_36HR_UP 7.80E-04
BROWNE_HCMV_INFECTION_30MIN_UP 8.56E-04
HESS_TARGETS_OF_HOXA9_AND_MEIS1_DN 8.67E-04
VALK_AML_CLUSTER_5 9.37E-04
LIAN_LIPA_TARGETS_3M 0.001006884
PARK_APL_PATHOGENESIS_DN 0.001217072
STEARMAN_LUNG_CANCER_EARLY_VS_LATE_DN 0.001337456
LEE_LIVER_CANCER_CIPROFIBRATE_UP 0.001338276
MORI_MATURE_B_LYMPHOCYTE_DN 0.001446784
TIAN_TNF_SIGNALING_VIA_NFKB 0.001499085
ZHENG_GLIOBLASTOMA_PLASTICITY_DN 0.001549072
BOYLAN_MULTIPLE_MYELOMA_D_CLUSTER_DN 0.001519844
WUNDER_INFLAMMATORY_RESPONSE_AND_CHOLESTEROL_UP 0.00166759
ZHANG_TLX_TARGETS_UP 0.001761388
GUENTHER_GROWTH_SPHERICAL_VS_ADHERENT_DN 0.00197151
BOSCO_INTERFERON_INDUCED_ANTIVIRAL_MODULE 0.002797873
RAMALHO_STEMNESS_DN 0.003216282
JISON_SICKLE_CELL_DISEASE_UP 0.003763037
REACTOME_RNA_POL_I_RNA_POL_III_AND_MITOCHONDRIAL_TRANSCRIPTION 0.003925252
NIELSEN_SYNOVIAL_SARCOMA_DN 0.003948669
DORN_ADENOVIRUS_INFECTION_24HR_DN 0.00395029
UROSEVIC_RESPONSE_TO_IMIQUIMOD 0.004452196
HELLER_HDAC_TARGETS_UP 0.004742985
ZHANG_TLX_TARGETS_60HR_UP 0.005216428
NAKAYAMA_SOFT_TISSUE_TUMORS_PCA1_UP 0.005157406
KHETCHOUMIAN_TRIM24_TARGETS_UP 0.005121127
PID_PTP1B_PATHWAY 0.005146057
SATO_SILENCED_BY_DEACETYLATION_IN_PANCREATIC_CANCER 0.0052866
DORN_ADENOVIRUS_INFECTION_12HR_UP 0.005211077
LEE_LIVER_CANCER_ACOX1_UP 0.005405729
BROWN_MYELOID_CELL_DEVELOPMENT_UP 0.005955741
KINSEY_TARGETS_OF_EWSR1_FLII_FUSION_DN 0.00617404
DER_IFN_GAMMA_RESPONSE_UP 0.006235128
MISSIAGLIA_REGULATED_BY_METHYLATION_UP 0.006151993
VERHAAK_GLIOBLASTOMA_MESENCHYMAL 0.00723675
KIM_LRRC3B_TARGETS 0.007340145
DER_IFN_ALPHA_RESPONSE_UP 0.007246041
NADLER_OBESITY_UP 0.008501624
REACTOME_DEPOSITION_OF_NEW_CENPA_CONTAINING_NUCLEOSOMES_AT_THE_CENTROMERE
0.008817456
REACTOME_INTERFERON_GAMMA_SIGNALING 0.008776232
TAKEDA_TARGETS_OF_NUP98_HOXA9_FUSION_6HR_DN 0.009734066
OLSSON_E2F3_TARGETS_DN 0.01043646
GAJATE_RESPONSE_TO_TRABECTEDIN_UP 0.010440354
VALK_AML_WITH_FLT3_ITD 0.011272837
MASRI_RESISTANCE_TO_TAMOXIFEN_AND_AROMATASE_INHIBITORS_DN 0.011459511
HINATA_NFKB_TARGETS_KERATINOCYTE_UP 0.011374603
SEKI_INFLAMMATORY_RESPONSE_LPS_DN 0.011710878
SAKAI_CHRONIC_HEPATITIS_VS_LIVER_CANCER_DN 0.011915324
FERREIRA_EWINGS_SARCOMA_UNSTABLE_VS_STABLE_DN 0.011828718
ZHANG_ANTIVIRAL_RESPONSE_TO_RIBAVIRIN_UP 0.011713286
ZHONG_RESPONSE_TO_AZACITIDINE_AND_TSA_UP 0.012194741
MIKKELSEN_MCV6_LCP_WITH_H3K4ME3 0.012166575
SANA_TNF_SIGNALING_UP 0.012456598
FURUKAWA_DUSP6_TARGETS_PCI35_UP 0.012511921
REACTOME_CHROMOSOME_MAINTENANCE 0.014318254
BOYAULT_LIVER_CANCER_SUBCLASS_G5_DN 0.014213107
GRANDVAUX_IRF3_TARGETS_UP 0.014831552
MARKEY_RB1_CHRONIC_LOF_DN 0.015161894
GRAESSMANN_RESPONSE_TO_MC_AND_SERUM_DEPRIVATION_UP 0.015051561
DEMAGALHAES_AGING_UP 0.014902535
LINDGREN_BLADDER_CANCER_HIGH_RECURRENCE 0.015130105
SERVITJA_LIVER_HNF1A_TARGETS_UP 0.016083304
HELLEBREKERS_SILENCED_DURING_TUMOR_ANGIOGENESIS 0.01609735
JECHLINGER_EPITHELIAL_TO_MESENCHYMAL_TRANSITION_UP 0.01638458
JOHNSTONE_PARVB_TARGETS_3_UP 0.016613165
OHGUCHI_LIVER_HNF4A_TARGETS_UP 0.016647913
KOHOUTEK_CCNT1_TARGETS 0.019042728
BURTON_ADIPOGENESIS_PEAK_AT_0HR 0.020083403
FRIDMAN_SENESCENCE_UP 0.020135893
ZHANG_RESPONSE_TO_IKK_INHIBITOR_AND_TNF_UP 0.020298384
CROONQUIST_STROMAL_STIMULATION_UP 0.020824013
TARTE_PLASMA_CELL_VS_PLASMABLAST_UP 0.021769157
PID_INTEGRIN_A9B1_PATHWAY 0.021852786
GALINDO_IMMUNE_RESPONSE_TO_ENTEROTOXIN 0.022787087
SEITZ_NEOPLASTIC_TRANSFORMATION_BY_8P_DELETION_UP 0.02310828
NOJIMA_SFRP2_TARGETS_DN 0.023564564
ABRAHAM_ALPC_VS_MULTIPLE_MYELOMA_UP 0.023548057
TAKEDA_TARGETS_OF_NUP98_HOXA9_FUSION_3D_UP 0.023396166
AMIT_EGF_RESPONSE_240_MCF10A 0.023687514
GOLUB_ALL_VS_AML_DN 0.024987454
MURAKAMI_UV_RESPONSE_6HR_UP 0.025039628
RASHI_RESPONSE_TO_IONIZING_RADIATION_2 0.0253924
ROY_WOUND_BLOOD_VESSEL_UP 0.025835332
REACTOME_CYTOKINE_SIGNALING_IN_IMMUNE_SYSTEM 0.025956415
REACTOME_INTERFERON_SIGNALING 0.02617028
FULCHER_INFLAMMATORY_RESPONSE_LECTIN_VS_LPS_DN 0.026308049
KAMIKUBO_MYELOID_CEBPA_NETWORK 0.026102519
GERHOLD_ADIPOGENESIS_UP 0.026047817
WIEDERSCHAIN_TARGETS_OF_BMI1_AND_PCGF2 0.025963832
REACTOME_RIP_MEDIATED_NFKB_ACTIVATION_VIA_DAI 0.026004009
PARK_TRETINOIN_RESPONSE_AND_PML_RARA_FUSION 0.026085151
TAKEDA_TARGETS_OF_NUP98_HOXA9_FUSION_8D_DN 0.026000982
TSAI_RESPONSE_TO_RADIATION_THERAPY 0.026902892
DACOSTA_UV_RESPONSE_VIA_ERCC3_COMMON_UP 0.027301565
HELLER_HDAC_TARGETS_SILENCED_BY_METHYLATION_UP 0.027703345
HAN_JNK_SINGALING_DN 0.027930992
KRIEG_HYPOXIA_VIA_KDM3A 0.028017256
VERHAAK_AML_WITH_NPM1_MUTATED_UP 0.028128674
ANASTASSIOU_CANCER_MESENCHYMAL_TRANSITION_SIGNATURE 0.027975481
LEE_LIVER_CANCER_MYC_TGFA_UP 0.0283661
SHIN_B_CELL_LYMPHOMA_CLUSTER_8 0.028346566
REACTOME_TRAF6_MEDIATED_NFKB_ACTIVATION 0.028502483
URS_ADIPOCYTE_DIFFERENTIATION_UP 0.028597908
REACTOME_MHC_CLASS_II_ANTIGEN_PRESENTATION 0.028437614
HERNANDEZ_MITOTIC_ARREST_BY_DOCETAXEL_1_UP 0.029014837
CHIBA_RESPONSE_TO_TSA 0.029574696
PID_INTEGRIN1_PATHWAY 0.030112093
MCDOWELL_ACUTE_LUNG_INJURY_UP 0.030148184
XU_RESPONSE_TO_TRETINOIN_AND_NSC682994_UP 0.03176392
SUH_COEXPRESSED_WITH_ID1_AND_ID2_UP 0.033264264
COLIN_PILOCYTIC_ASTROCYTOMA_VS_GLIOBLASTOMA_DN 0.033054117
PEREZ_TP53_AND_TP63_TARGETS 0.032865047
WANG_BARRETTS_ESOPHAGUS_DN 0.032882314
BERENJENO_TRANSFORMED_BY_RHOA_DN 0.032888368
LEE_AGING_CEREBELLUM_UP 0.033645816
JUBAN_TARGETS_OF_SPI1_AND_FLI1_UP 0.034676794
LIEN_BREAST_CARCINOMA_METAPLASTIC 0.034800723
CASTELLANO_NRAS_TARGETS_UP 0.034769434
ROSS_AML_WITH_MLL_FUSIONS 0.034740396
RODWELL_AGING_KIDNEY_UP 0.03703404
ABBUD_LIF_SIGNALING_1_UP 0.03797954
TAKEDA_TARGETS_OF_NUP98_HOXA9_FUSION_10D_DN 0.038719926
LIN_APC_TARGETS 0.038617156
WELCH_GATA1_TARGETS 0.038621325
SESTO_RESPONSE_TO_UV_C4 0.038446333
LIU_SMARCA4_TARGETS 0.038240492
LIANG_SILENCED_BY_METHYLATION_2 0.038135275
SARRIO_EPITHELIAL_MESENCHYMAL_TRANSITION_DN 0.038417153
YANG_MUC2_TARGETS_DUODENUM_3MO_DN 0.039514486
DAZARD_UV_RESPONSE_CLUSTER_G2 0.040148877
WILENSKY_RESPONSE_TO_DARAPLADIB 0.040865306
DACOSTA_ERCC3_ALLELE_XPCS_VS_TTD_UP 0.04145488
BIOCARTA_NKT_PATHWAY 0.04216871
NABA_ECM_REGULATORS 0.043314558
MAHAJAN_RESPONSE_TO_IL1A_UP 0.043168508
GUILLAUMOND_KLF10_TARGETS_UP 0.043563344
KEGG_LYSOSOME 0.04384237
REACTOME_CHEMOKINE_RECEPTORS_BIND_CHEMOKINES 0.04436534
FONTAINE_THYROID_TUMOR_UNCERTAIN_MALIGNANCY_DN 0.0441339
DELLA_RESPONSE_TO_TSA_AND_BUTYRATE 0.044175774
CHIBA_RESPONSE_TO_TSA_UP 0.043947928
FRASOR_RESPONSE_TO_ESTRADIOL_DN 0.043722507
SCHOEN_NFKB_SIGNALING 0.043663893
NABA_ECM_AFFILIATED 0.045240484
KEGG_PRIMARY_IMMUNODEFICIENCY 0.04549048
GERY_CEBP_TARGETS 0.04563397
VARELA_ZMPSTE24_TARGETS_UP 0.04542035
MEISSNER_BRAIN_HCP_WITH_H3K4ME2_AND_H3K27ME3 0.04580047
WESTON_VEGFA_TARGETS_3HR 0.045873426
KEGG_PPAR_SIGNALING_PATHWAY 0.04690417
SEKI_INFLAMMATORY_RESPONSE_LPS_UP 0.04830777
LEIN_ASTROCYTE_MARKERS 0.048573136
KEGG_NICOTINATE_AND_NICOTINAMIDE_METABOLISM 0.049012605
Supplementary Table S11. Gene sets up-regulated in SHP2-deficient, compared with SHP2-replete, WT pre-B cells.
NAME FDR q-val
LEONARD_HYPOXIA 0
QI_HYPOXIA 0
FARDIN_HYPOXIA_11 0
ELVIDGE_HYPOXIA_BY_DMOG_UP 0
ELVIDGE_HIF1A_AND_HIF2A_TARGETS_DN 0
MENSE_HYPOXIA_UP 0
ELVIDGE_HYPOXIA_UP 0
KEGG_GLYCOLYSIS_GLUCONEOGENESIS 0
WANG_ADIPOGENIC_GENES_REPRESSED_BY_SIRT1 0
ELVIDGE_HIF1A_TARGETS_DN 0
SEMENZA_HIF1_TARGETS 0
SCHMIDT_POR_TARGETS_IN_LIMB_BUD_UP 0
KIM_HYPOXIA 0
MORI_PRE_BI_LYMPHOCYTE_DN 0
GROSS_HYPOXIA_VIA_ELK3_AND_HIF1A_UP 0
VANDESLUIS_COMMD1_TARGETS_GROUP_3_UP 0
HARRIS_HYPOXIA 0
MAINA_VHL_TARGETS_DN 1.18E-04
YU_MYC_TARGETS_DN 2.24E-04
REACTOME_GLUCOSE_METABOLISM 2.67E-04
KRIGE_AMINO_ACID_DEPRIVATION 6.62E-04
GROSS_ELK3_TARGETS_DN 6.32E-04
PID_HIF1_TFPATHWAY 6.04E-04
KUROZUMI_RESPONSE_TO_ONCOCYTIC_VIRUS 6.24E-04
ZHAN_MULTIPLE_MYELOMA_CD1_VS_CD2_UP 8.12E-04
GRABARCZYK_BCL11B_TARGETS_UP 9.03E-04
KAN_RESPONSE_TO_ARSENIC_TRIOXIDE 0.001027934
MARKEY_RB1_ACUTE_LOF_DN 9.91E-04
REACTOME_GLYCOLYSIS 0.001104998
REACTOME_CHOLESTEROL_BIOSYNTHESIS 0.001281573
WINTER_HYPOXIA_METAGENE 0.001240232
PRAMOONJAGO_SOX4_TARGETS_UP 0.001468657
PODAR_RESPONSE_TO_ADAPHOSTIN_UP 0.002037634
MANALO_HYPOXIA_UP 0.00301506
MOOTHA_GLUCONEOGENESIS 0.003172523
MOOTHA_GLYCOLYSIS 0.003824294
KEGG_FRUCTOSE_AND_MANNOSE_METABOLISM 0.003979231
KUROZUMI_RESPONSE_TO_ONCOCYTIC_VIRUS_AND_CYCLIC_RGD 0.004042801
HORTON_SREBF_TARGETS 0.004701823
MORI_LARGE_PRE_BII_LYMPHOCYTE_DN 0.004664054
JIANG_HYPOXIA_NORMAL 0.005357084
SCHAEFFER_PROSTATE_DEVELOPMENT_12HR_UP 0.005279935
OSWALD_HEMATOPOIETIC_STEM_CELL_IN_COLLAGEN_GEL_DN 0.005604145
REACTOME_GLUCONEOGENESIS 0.005960182
LUI_THYROID_CANCER_CLUSTER_2 0.006157725
WINTER_HYPOXIA_UP 0.006907697
BRACHAT_RESPONSE_TO_METHOTREXATE_DN 0.006783071
KEGG_PENTOSE_PHOSPHATE_PATHWAY 0.006998581
OXFORD_RALA_OR_RALB_TARGETS_DN 0.007008196
GROSS_HIF1A_TARGETS_DN 0.007294639
BRUNO_HEMATOPOIESIS 0.007610428
REACTOME_PYRUVATE_METABOLISM 0.007730594
MARTORIATI_MDM4_TARGETS_FETAL_LIVER_UP 0.007724608
GAJATE_RESPONSE_TO_TRABECTEDIN_UP 0.00758156
CHANG_CORE_SERUM_RESPONSE_DN 0.007657066
REACTOME_PYRUVATE_METABOLISM_AND_CITRIC_ACID_TCA_CYCLE 0.008223914
GARY_CD5_TARGETS_UP 0.008379368
GAUSSMANN_MLL_AF4_FUSION_TARGETS_E_DN 0.008326657
KEGG_PYRUVATE_METABOLISM 0.008203487
QI_HYPOXIA_TARGETS_OF_HIF1A_AND_FOXA2 0.008563616
MARCHINI_TRABECTEDIN_RESISTANCE_DN 0.01066163
REACTOME_ION_TRANSPORT_BY_P_TYPE_ATPASES 0.011402122
KASLER_HDAC7_TARGETS_2_DN 0.013236957
FUJII_YBX1_TARGETS_UP 0.013428448
ZHAN_MULTIPLE_MYELOMA_CD1_UP 0.01395925
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_0 0.015994133
KARLSSON_TGFB1_TARGETS_DN 0.015882947
RUIZ_TNC_TARGETS_UP 0.016902603
PAPASPYRIDONOS_UNSTABLE_ATEROSCLEROTIC_PLAQUE_DN 0.016719284
BERENJENO_TRANSFORMED_BY_RHOA_DN 0.019675063
REACTOME_ION_CHANNEL_TRANSPORT 0.020177819
GARGALOVIC_RESPONSE_TO_OXIDIZED_PHOSPHOLIPIDS_RED_UP 0.020400068
PENG_LEUCINE_DEPRIVATION_UP 0.020704133
SMIRNOV_RESPONSE_TO_IR_6HR_DN 0.0215768
ONO_AML1_TARGETS_DN 0.022397919
YANAGIHARA_ESX1_TARGETS 0.022636447
REACTOME_ANTIGEN_ACTIVATES_B_CELL_RECEPTOR_LEADING_TO_GENERATION_OF_SECOND_MESSENGERS
0.022924025
BRACHAT_RESPONSE_TO_CAMPTOTHECIN_DN 0.02282082
BAE_BRCA1_TARGETS_UP 0.023273768
GEISS_RESPONSE_TO_DSRNA_UP 0.023995353
TORCHIA_TARGETS_OF_EWSR1_FLI1_FUSION_UP 0.023804028
MARTORIATI_MDM4_TARGETS_NEUROEPITHELIUM_UP 0.026424088
IKEDA_MIR133_TARGETS_UP 0.02633643
ONDER_CDH1_SIGNALING_VIA_CTNNB1 0.026035374
LEE_DIFFERENTIATING_T_LYMPHOCYTE 0.026080225
WEINMANN_ADAPTATION_TO_HYPOXIA_DN 0.026259936
LI_INDUCED_T_TO_NATURAL_KILLER_DN 0.026398975
SHAFFER_IRF4_TARGETS_IN_ACTIVATED_B_LYMPHOCYTE 0.027347382
LU_AGING_BRAIN_UP 0.027616156
REACTOME_INTERFERON_GAMMA_SIGNALING 0.02788979
DELPUECH_FOXO3_TARGETS_DN 0.027817665
BIOCARTA_NKT_PATHWAY 0.027654722
PARK_TRETINOIN_RESPONSE_AND_PML_RARA_FUSION 0.02805681
BOSCO_TH1_CYTOTOXIC_MODULE 0.027849048
GUILLAUMOND_KLF10_TARGETS_UP 0.030350104
BOYAULT_LIVER_CANCER_SUBCLASS_G5_DN 0.030912133
TARTE_PLASMA_CELL_VS_B_LYMPHOCYTE_DN 0.030593451
COLIN_PILOCYTIC_ASTROCYTOMA_VS_GLIOBLASTOMA_DN 0.03238081
HUANG_GATA2_TARGETS_UP 0.032215368
BURTON_ADIPOGENESIS_PEAK_AT_0HR 0.03686059
NAKAMURA_METASTASIS_MODEL_UP 0.0365904
SARTIPY_BLUNTED_BY_INSULIN_RESISTANCE_DN 0.036242183
MOSERLE_IFNA_RESPONSE 0.036313888
VERHAAK_GLIOBLASTOMA_MESENCHYMAL 0.036271892
KEGG_CHEMOKINE_SIGNALING_PATHWAY 0.036311574
HESS_TARGETS_OF_HOXA9_AND_MEIS1_DN 0.036923986
BRACHAT_RESPONSE_TO_METHOTREXATE_UP 0.037974447
WANG_RESPONSE_TO_GSK3_INHIBITOR_SB216763_UP 0.04008004
COULOUARN_TEMPORAL_TGFB1_SIGNATURE_UP 0.0408265
REACTOME_BASIGIN_INTERACTIONS 0.040668692
NAKAMURA_METASTASIS 0.04385387
SMIRNOV_RESPONSE_TO_IR_2HR_DN 0.043775413
YAMAZAKI_TCEB3_TARGETS_UP 0.043831937
YAO_TEMPORAL_RESPONSE_TO_PROGESTERONE_CLUSTER_1 0.043718435
ZHENG_FOXP3_TARGETS_IN_T_LYMPHOCYTE_DN 0.043347456
PLASARI_NFIC_TARGETS_BASAL_DN 0.04523399
PID_GLYPICAN_1PATHWAY 0.04625897
JOHANSSON_BRAIN_CANCER_EARLY_VS_LATE_DN 0.046146955
MOOTHA_GLYCOGEN_METABOLISM 0.04705981
VECCHI_GASTRIC_CANCER_ADVANCED_VS_EARLY_UP 0.04669417
CERVERA_SDHB_TARGETS_1_DN 0.048324384
KIM_GLIS2_TARGETS_UP 0.04961473
HELLER_SILENCED_BY_METHYLATION_DN 0.04931493
Supplementary Table S12. Enrichment for transcription factor binding sites in down-regulated genes in BCR-ABL1+ pre-B cells.
Term Overlap P-value Adjusted P-value
MYC_MEL cell line_mm9 287/2000 0 0
POLR2AphosphoS5_MEL cell line_mm9 333/2661 0 0
POLR2A_MEL cell line_mm9 491/4890 0 0
BHLHE40_MEL cell line_mm9 254/2000 0 0
CHD1_CH12.LX_mm9 232/2000 1.48E-28 1.0066E-26
POLR2A_ES-Bruce4_mm9 238/2000 1E-30 1.11E-28
UBTF_CH12.LX_mm9 233/2000 6.3E-29 4.669E-27
UBTF_MEL cell line_mm9 236/2000 5E-30 4.8E-28
MAX_C2C12_mm9 233/2000 6.3E-29 4.669E-27
MYOG_myocyte_mm9 349/3623 3E-29 2.683E-27
MAX_MEL cell line_mm9 226/2000 2.2702E-26 1.23498E-24
USF2_MEL cell line_mm9 233/2106 4.6267E-26 2.35962E-24
CTCF_MEL cell line_mm9 425/4882 1.366E-27 8.5764E-26
POLR2AphosphoS5_G1E_mm9 262/2517 8.3261E-26 3.99653E-24
USF1_myocyte_mm9 220/2000 2.93354E-24 1.25988E-22
RCOR1_CH12.LX_mm9 219/2000 6.48529E-24 2.52E-22
USF1_C2C12_mm9 215/2000 1.47498E-22 5.23297E-21
POLR2A_bone marrow macrophage_mm9 218/2000 1.42675E-23 5.29193E-22
GATA1_G1E-ER4_mm9 352/3942 6.35379E-24 2.52E-22
EP300_ES-Bruce4_mm9 212/2000 1.45826E-21 4.10323E-20
Supplementary Table S13. Enrichment for transcription factor binding sites in down-regulated genes in WT pre-B cells.
Term Overlap P-value Adjusted P-value
MYC_MEL cell line_mm9 74/2000 3.1485E-26 2.55344E-23
MAX_MEL cell line_mm9 55/2000 8.32131E-14 2.24953E-11
MAX_C2C12_mm9 55/2000 8.32131E-14 2.24953E-11
MXI1_MEL cell line_mm9 53/2000 1.07916E-12 2.188E-10
SIN3A_MEL cell line_mm9 51/2000 1.27542E-11 1.47766E-09
GATA1_MEL cell line_mm9 65/2994 1.02341E-11 1.47766E-09
USF2_CH12.LX_mm9 49/2000 1.37035E-10 1.11135E-08
POLR2A_MEL cell line_mm9 87/4890 3.6134E-11 3.66309E-09
MYC_CH12.LX_mm9 47/2000 1.33502E-09 8.32844E-08
MAX_myocyte_mm9 33/1160 7.07243E-09 4.09696E-07
RCOR1_CH12.LX_mm9 45/2000 1.17594E-08 5.96057E-07
CTCF_CH12.LX_mm9 67/3777 2.05794E-08 9.81759E-07
USF1_myocyte_mm9 43/2000 9.33694E-08 3.0289E-06
USF2_MEL cell line_mm9 45/2106 5.26156E-08 2.03196E-06
BHLHE40_MEL cell line_mm9 43/2000 9.33694E-08 3.0289E-06
E2F4_myocyte_mm9 44/2000 3.35752E-08 1.3758E-06
HCFC1_CH12.LX_mm9 44/2000 3.35752E-08 1.3758E-06
CTCF_G1E_mm9 46/2246 1.2328E-07 3.84539E-06
Supplementary Table S14. Enrichment for transcription factor binding sites in up-regulated genes in BCR-ABL1+ pre-B cells.
Term Overlap P-value Adjusted P-value
EP300_CH12.LX_mm9 111/2000 9.66518E-24 7.88679E-21
ETS1_CH12.LX_mm9 91/2000 2.94304E-14 7.03541E-12
ETS1_MEL cell line_mm9 88/1902 3.44873E-14 7.03541E-12
CHD1_CH12.LX_mm9 91/2000 2.94304E-14 7.03541E-12
ZMIZ1_MEL cell line_mm9 70/1392 5.55736E-13 9.06962E-11
JUND_CH12.LX_mm9 68/1454 2.75735E-11 3.74999E-09
POLR2AphosphoS5_G1E-ER4_mm9 81/1944 6.88767E-11 8.02906E-09
TCF12_myocyte_mm9 58/1223 5.64962E-10 4.37007E-08
POLR2AphosphoS2_MEL cell line_mm9 82/2000 1.09738E-10 1.11933E-08
CHD2_MEL cell line_mm9 77/1826 1.2968E-10 1.17577E-08
ZKSCAN1_CH12.LX_mm9 58/1240 9.23561E-10 6.28021E-08
POLR2A_bone marrow macrophage_mm9 80/2000 5.89102E-10 4.37007E-08
TCF3_myocyte_mm9 77/1987 5.02601E-09 2.56327E-07
GATA1_erythroblast_mm9 76/1971 7.89927E-09 3.79165E-07
CTCF_MEL cell line_mm9 149/4882 1.81246E-09 1.13767E-07
MYOD1_myocyte_mm9 107/3164 4.85621E-09 2.56327E-07
RCOR1_CH12.LX_mm9 75/2000 3.07702E-08 1.14129E-06
JUN_CH12.LX_mm9 65/1659 6.32639E-08 2.12184E-06
ZC3H11A_CH12.LX_mm9 59/1429 4.96114E-08 1.76013E-06
POLR2A_cerebellum_mm9 75/2000 3.07702E-08 1.14129E-06
TBP_MEL cell line_mm9 75/2000 3.07702E-08 1.14129E-06
POLR2A_CH12.LX_mm9 75/2000 3.07702E-08 1.14129E-06
POLR2A_liver_mm9 75/2000 3.07702E-08 1.14129E-06
POLR2A_MEL cell line_mm9 148/4890 3.71639E-09 2.16613E-07
SMC3_MEL cell line_mm9 73/2000 1.35332E-07 3.94395E-06
Supplementary Table S15. Enrichment for transcription factor binding sites in up-regulated genes in WT pre-B cells.
Term Overlap P-value Adjusted P-value
EP300_CH12.LX_mm9 106/2000 6.49018E-21 5.29598E-18
ETS1_MEL cell line_mm9 94/1902 1.24803E-16 5.09196E-14
MYOD1_myocyte_mm9 121/3164 2.18676E-13 5.948E-11
CHD1_CH12.LX_mm9 82/2000 1.62189E-10 2.64692E-08
JUND_CH12.LX_mm9 63/1454 3.91351E-09 3.16295E-07
ZMIZ1_MEL cell line_mm9 63/1392 7.75352E-10 9.03839E-08
RAD21_CH12.LX_mm9 78/2000 4.26378E-09 3.16295E-07
MYOG_myocyte_mm9 123/3623 2.95062E-10 4.01284E-08
ETS1_CH12.LX_mm9 77/2000 9.32257E-09 5.07148E-07
TCF3_myocyte_mm9 77/1987 7.11382E-09 4.46529E-07
CTCF_MEL cell line_mm9 150/4882 1.76046E-09 1.79567E-07
MAZ_MEL cell line_mm9 78/2000 4.26378E-09 3.16295E-07
BHLHE40_MEL cell line_mm9 76/2000 2.00946E-08 1.02482E-06
POLR2A_bone marrow macrophage_mm9 77/2000 9.32257E-09 5.07148E-07
JUN_CH12.LX_mm9 65/1659 8.46638E-08 3.45428E-06
TAL1_MEL cell line_mm9 83/2290 3.07716E-08 1.47704E-06
EP300_MEL cell line_mm9 74/2000 8.93982E-08 3.47376E-06
CHD1_MEL cell line_mm9 36/691 1.7944E-07 6.65561E-06
CTCF_kidney_mm9 75/2000 4.26937E-08 1.93545E-06
POLR2A_MEL cell line_mm9 148/4890 6.54133E-09 4.4481E-07
TCF12_myocyte_mm9 51/1223 4.11268E-07 1.34238E-05
GATA1_G1E-ER4_mm9 122/3942 7.36701E-08 3.16394E-06
GATA1_erythroblast_mm9 72/1971 2.20021E-07 7.80595E-06
MAFK_CH12.LX_mm9 71/2000 7.51059E-07 2.35717E-05