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
63898SH2D4ALZE4THumanEsophagusESCC9.63e-052.19e-010.0811
63898SH2D4ALZE5THumanEsophagusESCC8.35e-042.48e-010.0514
63898SH2D4ALZE8THumanEsophagusESCC3.14e-031.46e-010.067
63898SH2D4ALZE20THumanEsophagusESCC6.18e-051.76e-010.0662
63898SH2D4ALZE24THumanEsophagusESCC7.96e-103.83e-010.0596
63898SH2D4AP1T-EHumanEsophagusESCC1.05e-219.79e-010.0875
63898SH2D4AP2T-EHumanEsophagusESCC3.27e-092.48e-010.1177
63898SH2D4AP4T-EHumanEsophagusESCC6.48e-144.00e-010.1323
63898SH2D4AP5T-EHumanEsophagusESCC3.99e-071.36e-010.1327
63898SH2D4AP8T-EHumanEsophagusESCC1.64e-193.91e-010.0889
63898SH2D4AP9T-EHumanEsophagusESCC7.84e-102.14e-010.1131
63898SH2D4AP10T-EHumanEsophagusESCC1.68e-082.14e-010.116
63898SH2D4AP12T-EHumanEsophagusESCC3.17e-056.69e-020.1122
63898SH2D4AP17T-EHumanEsophagusESCC3.45e-042.67e-010.1278
63898SH2D4AP20T-EHumanEsophagusESCC1.74e-133.20e-010.1124
63898SH2D4AP21T-EHumanEsophagusESCC6.84e-041.56e-010.1617
63898SH2D4AP22T-EHumanEsophagusESCC1.32e-071.04e-010.1236
63898SH2D4AP23T-EHumanEsophagusESCC7.98e-195.61e-010.108
63898SH2D4AP24T-EHumanEsophagusESCC7.00e-113.09e-010.1287
63898SH2D4AP26T-EHumanEsophagusESCC1.99e-143.26e-010.1276
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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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