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: WDHD1

Gene summary for WDHD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDHD1

Gene ID

11169

Gene nameWD repeat and HMG-box DNA binding protein 1
Gene AliasAND-1
Cytomap14q22.2-q22.3
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

O75717


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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
11169WDHD1CCI_1HumanCervixCC1.13e-086.12e-010.528
11169WDHD1CCI_3HumanCervixCC7.88e-106.55e-010.516
11169WDHD1TumorHumanCervixCC2.82e-031.97e-010.1241
11169WDHD1sample3HumanCervixCC3.20e-082.38e-010.1387
11169WDHD1T3HumanCervixCC1.80e-112.79e-010.1389
11169WDHD1LZE2THumanEsophagusESCC9.54e-064.11e-010.082
11169WDHD1LZE4THumanEsophagusESCC6.35e-031.27e-010.0811
11169WDHD1LZE7THumanEsophagusESCC1.02e-031.73e-010.0667
11169WDHD1P2T-EHumanEsophagusESCC9.74e-223.90e-010.1177
11169WDHD1P4T-EHumanEsophagusESCC1.78e-102.87e-010.1323
11169WDHD1P5T-EHumanEsophagusESCC4.41e-071.80e-010.1327
11169WDHD1P8T-EHumanEsophagusESCC7.40e-071.77e-010.0889
11169WDHD1P10T-EHumanEsophagusESCC2.06e-081.92e-010.116
11169WDHD1P12T-EHumanEsophagusESCC4.12e-112.47e-010.1122
11169WDHD1P15T-EHumanEsophagusESCC1.83e-092.85e-010.1149
11169WDHD1P16T-EHumanEsophagusESCC2.65e-071.52e-010.1153
11169WDHD1P17T-EHumanEsophagusESCC8.50e-052.65e-010.1278
11169WDHD1P19T-EHumanEsophagusESCC6.53e-042.78e-010.1662
11169WDHD1P20T-EHumanEsophagusESCC4.41e-051.48e-010.1124
11169WDHD1P21T-EHumanEsophagusESCC2.06e-081.98e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
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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
WDHD1SNVMissense_Mutationc.2551N>Cp.Glu851Glnp.E851QO75717protein_codingdeleterious(0.03)possibly_damaging(0.494)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDHD1SNVMissense_Mutationrs372886136c.1943N>Ap.Arg648Glnp.R648QO75717protein_codingdeleterious(0.02)benign(0.21)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDHD1SNVMissense_Mutationnovelc.2332N>Ap.Glu778Lysp.E778KO75717protein_codingdeleterious(0)probably_damaging(0.982)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
WDHD1SNVMissense_Mutationc.3322A>Cp.Lys1108Glnp.K1108QO75717protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDHD1SNVMissense_Mutationc.1752C>Ap.Phe584Leup.F584LO75717protein_codingtolerated(1)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDHD1SNVMissense_Mutationnovelc.2788N>Ap.Ala930Thrp.A930TO75717protein_codingtolerated(0.51)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WDHD1SNVMissense_Mutationnovelc.194N>Tp.Gly65Valp.G65VO75717protein_codingdeleterious(0)possibly_damaging(0.653)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WDHD1SNVMissense_Mutationrs770036425c.398N>Ap.Arg133Glnp.R133QO75717protein_codingdeleterious(0.02)probably_damaging(0.944)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WDHD1SNVMissense_Mutationc.2410N>Tp.Arg804Trpp.R804WO75717protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
WDHD1SNVMissense_Mutationnovelc.544N>Ap.Asp182Asnp.D182NO75717protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AZ-4315-01Colorectumcolon 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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