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: KLHDC7B

Gene summary for KLHDC7B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHDC7B

Gene ID

113730

Gene namekelch domain containing 7B
Gene AliasKLHDC7B
Cytomap22q13.33
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q96G42


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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
113730KLHDC7BTumorHumanCervixCC2.37e-521.03e+000.1241
113730KLHDC7Bsample1HumanCervixCC6.72e-053.69e-010.0959
113730KLHDC7Bsample3HumanCervixCC1.73e-641.10e+000.1387
113730KLHDC7BT1HumanCervixCC2.46e-073.18e-010.0918
113730KLHDC7BT3HumanCervixCC2.38e-631.09e+000.1389
113730KLHDC7BP2T-EHumanEsophagusESCC2.28e-357.07e-010.1177
113730KLHDC7BP31T-EHumanEsophagusESCC5.30e-215.33e-010.1251
113730KLHDC7BP36T-EHumanEsophagusESCC7.91e-072.27e-010.1187
113730KLHDC7BP130T-EHumanEsophagusESCC2.93e-154.36e-010.1676
113730KLHDC7BC46HumanOral cavityOSCC2.12e-317.12e-010.1673
113730KLHDC7BLN22HumanOral cavityOSCC9.22e-139.37e-010.1733
113730KLHDC7BLN46HumanOral cavityOSCC2.85e-134.88e-010.1666
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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
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
∗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
KLHDC7BSNVMissense_Mutationc.172N>Ap.Glu58Lysp.E58KQ96G42protein_codingtolerated_low_confidence(0.08)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KLHDC7BinsertionFrame_Shift_Insnovelc.1076_1077insGp.Ile362HisfsTer226p.I362Hfs*226Q96G42protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLHDC7BSNVMissense_Mutationc.1295C>Tp.Ala432Valp.A432VQ96G42protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EX-A1H5-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLHDC7BSNVMissense_Mutationnovelc.1027C>Tp.Pro343Serp.P343SQ96G42protein_codingtolerated(0.06)benign(0.345)TCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
KLHDC7BSNVMissense_Mutationc.326N>Tp.Ala109Valp.A109VQ96G42protein_codingtolerated_low_confidence(0.22)benign(0.001)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
KLHDC7BSNVMissense_Mutationc.245N>Cp.Leu82Prop.L82PQ96G42protein_codingtolerated_low_confidence(1)benign(0)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KLHDC7BSNVMissense_Mutationnovelc.1459N>Ap.Asp487Asnp.D487NQ96G42protein_codingdeleterious(0)probably_damaging(0.956)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
KLHDC7BSNVMissense_Mutationc.1622N>Cp.Ile541Thrp.I541TQ96G42protein_codingdeleterious(0)probably_damaging(0.987)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLHDC7BSNVMissense_Mutationrs758075611c.1504N>Tp.Arg502Trpp.R502WQ96G42protein_codingdeleterious(0)probably_damaging(0.973)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KLHDC7BSNVMissense_Mutationrs771604779c.1360N>Ap.Val454Ilep.V454IQ96G42protein_codingdeleterious(0.05)probably_damaging(0.929)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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