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: IMPACT

Gene summary for IMPACT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IMPACT

Gene ID

55364

Gene nameimpact RWD domain protein
Gene AliasRWDD5
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024RC24


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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
55364IMPACTLZE2THumanEsophagusESCC1.34e-057.14e-010.082
55364IMPACTLZE4THumanEsophagusESCC7.96e-072.07e-010.0811
55364IMPACTLZE5THumanEsophagusESCC2.22e-042.16e-010.0514
55364IMPACTLZE7THumanEsophagusESCC3.32e-022.03e-010.0667
55364IMPACTLZE8THumanEsophagusESCC1.28e-031.26e-010.067
55364IMPACTLZE20THumanEsophagusESCC9.91e-041.44e-010.0662
55364IMPACTLZE22THumanEsophagusESCC1.17e-022.16e-010.068
55364IMPACTLZE24THumanEsophagusESCC7.27e-093.34e-010.0596
55364IMPACTP1T-EHumanEsophagusESCC3.45e-123.51e-010.0875
55364IMPACTP2T-EHumanEsophagusESCC1.60e-315.94e-010.1177
55364IMPACTP4T-EHumanEsophagusESCC8.47e-297.00e-010.1323
55364IMPACTP5T-EHumanEsophagusESCC9.40e-213.90e-010.1327
55364IMPACTP8T-EHumanEsophagusESCC3.37e-183.07e-010.0889
55364IMPACTP9T-EHumanEsophagusESCC1.02e-165.09e-010.1131
55364IMPACTP10T-EHumanEsophagusESCC2.61e-254.89e-010.116
55364IMPACTP11T-EHumanEsophagusESCC1.75e-031.29e-010.1426
55364IMPACTP12T-EHumanEsophagusESCC1.53e-193.95e-010.1122
55364IMPACTP15T-EHumanEsophagusESCC3.28e-275.70e-010.1149
55364IMPACTP16T-EHumanEsophagusESCC3.88e-285.50e-010.1153
55364IMPACTP17T-EHumanEsophagusESCC2.39e-064.06e-010.1278
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
GO:0006979113ThyroidPTCresponse to oxidative stress234/5968446/187236.97e-209.77e-18234
GO:0006413112ThyroidPTCtranslational initiation84/5968118/187231.89e-182.09e-1684
GO:0006417113ThyroidPTCregulation of translation236/5968468/187232.70e-172.52e-15236
GO:0062197113ThyroidPTCcellular response to chemical stress180/5968337/187231.36e-161.16e-14180
GO:0043254113ThyroidPTCregulation of protein-containing complex assembly215/5968428/187231.23e-159.09e-14215
GO:0010563113ThyroidPTCnegative regulation of phosphorus metabolic process219/5968442/187234.47e-153.07e-13219
GO:0045936113ThyroidPTCnegative regulation of phosphate metabolic process218/5968441/187237.08e-154.75e-13218
GO:0034250113ThyroidPTCpositive regulation of cellular amide metabolic process98/5968162/187235.26e-143.04e-1298
GO:0034599113ThyroidPTCcellular response to oxidative stress151/5968288/187232.82e-131.43e-11151
GO:0001933113ThyroidPTCnegative regulation of protein phosphorylation173/5968342/187233.46e-131.75e-11173
GO:0045727113ThyroidPTCpositive regulation of translation84/5968136/187236.52e-133.08e-1184
GO:0042326113ThyroidPTCnegative regulation of phosphorylation189/5968385/187231.00e-124.64e-11189
GO:0000302113ThyroidPTCresponse to reactive oxygen species121/5968222/187232.10e-129.26e-11121
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0006446110ThyroidPTCregulation of translational initiation55/596879/187236.21e-122.63e-1055
GO:0042542113ThyroidPTCresponse to hydrogen peroxide86/5968146/187231.39e-115.60e-1086
GO:0071496113ThyroidPTCcellular response to external stimulus158/5968320/187234.12e-111.47e-09158
GO:0071214111ThyroidPTCcellular response to abiotic stimulus158/5968331/187239.90e-102.89e-08158
GO:0104004111ThyroidPTCcellular response to environmental stimulus158/5968331/187239.90e-102.89e-08158
GO:0031668113ThyroidPTCcellular response to extracellular stimulus120/5968246/187232.13e-084.91e-07120
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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
IMPACTSNVMissense_Mutationc.365N>Gp.Pro122Argp.P122RQ9P2X3protein_codingdeleterious(0.03)benign(0.074)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
IMPACTSNVMissense_Mutationc.76N>Cp.Glu26Glnp.E26QQ9P2X3protein_codingdeleterious(0.01)possibly_damaging(0.861)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
IMPACTSNVMissense_Mutationnovelc.748N>Tp.His250Tyrp.H250YQ9P2X3protein_codingdeleterious(0.03)possibly_damaging(0.585)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
IMPACTdeletionFrame_Shift_Delnovelc.435delNp.Gln146SerfsTer20p.Q146Sfs*20Q9P2X3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
IMPACTSNVMissense_Mutationc.130N>Ap.Asp44Asnp.D44NQ9P2X3protein_codingtolerated(0.43)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IMPACTSNVMissense_Mutationc.690N>Tp.Gln230Hisp.Q230HQ9P2X3protein_codingtolerated(0.26)benign(0.015)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IMPACTSNVMissense_Mutationc.171N>Ap.Met57Ilep.M57IQ9P2X3protein_codingtolerated(1)benign(0.003)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IMPACTSNVMissense_Mutationc.941N>Gp.Asp314Glyp.D314GQ9P2X3protein_codingdeleterious_low_confidence(0.04)benign(0.001)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IMPACTSNVMissense_Mutationrs777647033c.541N>Ap.Asp181Asnp.D181NQ9P2X3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IMPACTSNVMissense_Mutationnovelc.542N>Gp.Asp181Glyp.D181GQ9P2X3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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