Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: SH2D4A

Gene summary for SH2D4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SH2D4A

Gene ID

63898

Gene nameSH2 domain containing 4A
Gene AliasPPP1R38
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9H788


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
63898SH2D4AP27T-EHumanEsophagusESCC1.29e-111.92e-010.1055
63898SH2D4AP28T-EHumanEsophagusESCC3.06e-164.26e-010.1149
63898SH2D4AP30T-EHumanEsophagusESCC2.29e-052.49e-010.137
63898SH2D4AP31T-EHumanEsophagusESCC1.48e-131.71e-010.1251
63898SH2D4AP32T-EHumanEsophagusESCC4.10e-203.69e-010.1666
63898SH2D4AP36T-EHumanEsophagusESCC1.54e-082.69e-010.1187
63898SH2D4AP37T-EHumanEsophagusESCC1.33e-122.66e-010.1371
63898SH2D4AP38T-EHumanEsophagusESCC1.53e-063.26e-010.127
63898SH2D4AP39T-EHumanEsophagusESCC1.38e-255.82e-010.0894
63898SH2D4AP40T-EHumanEsophagusESCC4.86e-021.60e-010.109
63898SH2D4AP42T-EHumanEsophagusESCC1.30e-052.10e-010.1175
63898SH2D4AP44T-EHumanEsophagusESCC4.10e-021.06e-010.1096
63898SH2D4AP47T-EHumanEsophagusESCC4.82e-058.50e-020.1067
63898SH2D4AP48T-EHumanEsophagusESCC2.70e-122.29e-010.0959
63898SH2D4AP52T-EHumanEsophagusESCC4.20e-082.21e-010.1555
63898SH2D4AP54T-EHumanEsophagusESCC2.07e-163.73e-010.0975
63898SH2D4AP56T-EHumanEsophagusESCC4.98e-034.22e-010.1613
63898SH2D4AP57T-EHumanEsophagusESCC6.29e-082.04e-010.0926
63898SH2D4AP61T-EHumanEsophagusESCC4.07e-082.22e-010.099
63898SH2D4AP62T-EHumanEsophagusESCC1.84e-041.36e-010.1302
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
SH2D4ASNVMissense_Mutationc.245G>Tp.Gly82Valp.G82VQ9H788protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
SH2D4ASNVMissense_Mutationc.1022C>Tp.Ser341Leup.S341LQ9H788protein_codingdeleterious(0.01)benign(0.031)TCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
SH2D4AinsertionFrame_Shift_Insnovelc.1170_1171insGCCCGGCTAATTTTTTGTATTTTTAGp.Cys391AlafsTer111p.C391Afs*111Q9H788protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SH2D4ASNVMissense_Mutationrs761330623c.569N>Ap.Arg190Hisp.R190HQ9H788protein_codingtolerated(0.25)possibly_damaging(0.828)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SH2D4ASNVMissense_Mutationrs368296625c.1118N>Ap.Arg373Glnp.R373QQ9H788protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SH2D4ASNVMissense_Mutationrs754653430c.1196C>Tp.Ser399Phep.S399FQ9H788protein_codingdeleterious(0)probably_damaging(0.995)TCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
SH2D4AinsertionFrame_Shift_Insnovelc.152_153insTTTTATAp.Leu52PhefsTer24p.L52Ffs*24Q9H788protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SH2D4ASNVMissense_Mutationc.809N>Ap.Gly270Aspp.G270DQ9H788protein_codingtolerated(0.05)benign(0.058)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SH2D4ASNVMissense_Mutationc.455N>Gp.Lys152Argp.K152RQ9H788protein_codingtolerated(0.24)benign(0.026)TCGA-AF-4110-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinSD
SH2D4ASNVMissense_Mutationrs769443220c.1001N>Ap.Arg334Glnp.R334QQ9H788protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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