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: GHDC

Gene summary for GHDC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GHDC

Gene ID

84514

Gene nameGH3 domain containing
Gene AliasD11LGP1
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q8N2G8


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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
84514GHDCLZE24THumanEsophagusESCC3.48e-102.17e-010.0596
84514GHDCP2T-EHumanEsophagusESCC8.35e-055.24e-020.1177
84514GHDCP4T-EHumanEsophagusESCC3.20e-045.35e-020.1323
84514GHDCP8T-EHumanEsophagusESCC9.83e-081.20e-010.0889
84514GHDCP11T-EHumanEsophagusESCC8.30e-061.97e-010.1426
84514GHDCP12T-EHumanEsophagusESCC3.33e-051.47e-010.1122
84514GHDCP16T-EHumanEsophagusESCC7.03e-051.46e-010.1153
84514GHDCP19T-EHumanEsophagusESCC2.84e-032.27e-010.1662
84514GHDCP20T-EHumanEsophagusESCC1.15e-069.77e-020.1124
84514GHDCP21T-EHumanEsophagusESCC3.19e-152.42e-010.1617
84514GHDCP22T-EHumanEsophagusESCC2.93e-023.00e-020.1236
84514GHDCP23T-EHumanEsophagusESCC1.69e-039.37e-020.108
84514GHDCP24T-EHumanEsophagusESCC6.55e-047.11e-020.1287
84514GHDCP26T-EHumanEsophagusESCC2.38e-046.83e-020.1276
84514GHDCP31T-EHumanEsophagusESCC2.59e-043.87e-020.1251
84514GHDCP32T-EHumanEsophagusESCC3.02e-037.20e-020.1666
84514GHDCP36T-EHumanEsophagusESCC3.73e-061.43e-010.1187
84514GHDCP37T-EHumanEsophagusESCC7.30e-058.91e-020.1371
84514GHDCP39T-EHumanEsophagusESCC4.64e-048.36e-020.0894
84514GHDCP42T-EHumanEsophagusESCC8.99e-051.05e-010.1175
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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
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
GHDCinsertionFrame_Shift_Insnovelc.273_274insCCGTGTGp.Thr92ProfsTer94p.T92Pfs*94Q8N2G8protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GHDCinsertionFrame_Shift_Insnovelc.271_272insACAAGGCCTACCCAGAAGTGCTGGCTCAGGGACGCACTp.Ser91AsnfsTer22p.S91Nfs*22Q8N2G8protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GHDCSNVMissense_Mutationnovelc.377N>Tp.Ala126Valp.A126VQ8N2G8protein_codingtolerated(0.79)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GHDCSNVMissense_Mutationnovelc.1589N>Tp.Ser530Phep.S530FQ8N2G8protein_codingdeleterious(0)probably_damaging(0.909)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GHDCSNVMissense_Mutationrs369509799c.1318N>Ap.Glu440Lysp.E440KQ8N2G8protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
GHDCSNVMissense_Mutationc.1258N>Cp.Asp420Hisp.D420HQ8N2G8protein_codingdeleterious(0)probably_damaging(1)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GHDCdeletionIn_Frame_Delnovelc.728_748delNNNNNNNNNNNNNNNNNNNNNp.Ala243_Arg249delp.A243_R249delQ8N2G8protein_codingTCGA-C5-A7X8-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
GHDCSNVMissense_Mutationnovelc.13C>Tp.Pro5Serp.P5SQ8N2G8protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GHDCSNVMissense_Mutationrs200346068c.386N>Gp.Gln129Argp.Q129RQ8N2G8protein_codingdeleterious(0)probably_damaging(0.954)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
GHDCSNVMissense_Mutationrs200346068c.386N>Gp.Gln129Argp.Q129RQ8N2G8protein_codingdeleterious(0)probably_damaging(0.954)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=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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