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: KHDRBS1

Gene summary for KHDRBS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KHDRBS1

Gene ID

10657

Gene nameKH RNA binding domain containing, signal transduction associated 1
Gene AliasSam68
Cytomap1p35.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q07666


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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
10657KHDRBS1HTA11_1938_2000001011HumanColorectumAD2.42e-045.69e-01-0.0811
10657KHDRBS1HTA11_78_2000001011HumanColorectumAD1.06e-024.86e-01-0.1088
10657KHDRBS1HTA11_347_2000001011HumanColorectumAD4.61e-147.14e-01-0.1954
10657KHDRBS1HTA11_1391_2000001011HumanColorectumAD4.35e-057.00e-01-0.059
10657KHDRBS1HTA11_7696_3000711011HumanColorectumAD5.84e-035.09e-010.0674
10657KHDRBS1HTA11_99999970781_79442HumanColorectumMSS3.78e-127.09e-010.294
10657KHDRBS1HTA11_99999965062_69753HumanColorectumMSI-H7.94e-111.40e+000.3487
10657KHDRBS1HTA11_99999965104_69814HumanColorectumMSS7.55e-118.39e-010.281
10657KHDRBS1HTA11_99999971662_82457HumanColorectumMSS1.89e-036.76e-010.3859
10657KHDRBS1F007HumanColorectumFAP7.65e-04-3.64e-010.1176
10657KHDRBS1A001-C-207HumanColorectumFAP1.38e-02-2.73e-010.1278
10657KHDRBS1A015-C-203HumanColorectumFAP1.19e-26-4.43e-01-0.1294
10657KHDRBS1A015-C-204HumanColorectumFAP3.84e-05-2.84e-01-0.0228
10657KHDRBS1A014-C-040HumanColorectumFAP2.15e-04-4.96e-01-0.1184
10657KHDRBS1A002-C-201HumanColorectumFAP1.10e-08-2.28e-010.0324
10657KHDRBS1A002-C-203HumanColorectumFAP6.29e-04-1.81e-010.2786
10657KHDRBS1A001-C-119HumanColorectumFAP1.07e-02-2.34e-01-0.1557
10657KHDRBS1A001-C-108HumanColorectumFAP1.04e-14-2.81e-01-0.0272
10657KHDRBS1A002-C-205HumanColorectumFAP1.33e-18-3.89e-01-0.1236
10657KHDRBS1A015-C-005HumanColorectumFAP5.07e-03-2.75e-01-0.0336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0034250110Oral cavityLPpositive regulation of cellular amide metabolic process76/4623162/187236.11e-102.97e-0876
GO:001593115Oral cavityLPnucleobase-containing compound transport95/4623222/187232.23e-099.98e-0895
GO:004682218Oral cavityLPregulation of nucleocytoplasmic transport52/4623106/187234.82e-081.67e-0652
GO:005116818Oral cavityLPnuclear export68/4623154/187239.55e-083.13e-0668
GO:004477215Oral cavityLPmitotic cell cycle phase transition150/4623424/187234.38e-071.23e-05150
GO:004682415Oral cavityLPpositive regulation of nucleocytoplasmic transport33/462362/187231.30e-063.16e-0533
GO:000038017Oral cavityLPalternative mRNA splicing, via spliceosome38/462377/187232.47e-065.43e-0538
GO:000640511Oral cavityLPRNA export from nucleus40/462384/187234.24e-068.71e-0540
GO:000008213Oral cavityLPG1/S transition of mitotic cell cycle80/4623214/187232.30e-053.74e-0480
GO:004484313Oral cavityLPcell cycle G1/S phase transition88/4623241/187232.62e-054.21e-0488
GO:000038117Oral cavityLPregulation of alternative mRNA splicing, via spliceosome27/462360/187234.71e-044.43e-0327
GO:004683113Oral cavityLPregulation of RNA export from nucleus8/462312/187232.55e-031.80e-028
GO:190331124Oral cavityEOLPregulation of mRNA metabolic process102/2218288/187238.13e-262.44e-22102
GO:004348426Oral cavityEOLPregulation of RNA splicing59/2218148/187232.64e-185.27e-1559
GO:000838025Oral cavityEOLPRNA splicing115/2218434/187232.24e-173.04e-14115
GO:005068424Oral cavityEOLPregulation of mRNA processing55/2218137/187232.54e-173.04e-1455
GO:000691323Oral cavityEOLPnucleocytoplasmic transport87/2218301/187237.30e-164.37e-1387
GO:005116923Oral cavityEOLPnuclear transport87/2218301/187237.30e-164.37e-1387
GO:003238622Oral cavityEOLPregulation of intracellular transport91/2218337/187231.51e-146.47e-1291
GO:004802425Oral cavityEOLPregulation of mRNA splicing, via spliceosome42/2218101/187233.41e-141.28e-1142
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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
KHDRBS1SNVMissense_Mutationnovelc.845N>Ap.Arg282Hisp.R282HQ07666protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
KHDRBS1SNVMissense_Mutationnovelc.308N>Gp.Tyr103Cysp.Y103CQ07666protein_codingtolerated(0.05)probably_damaging(0.981)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
KHDRBS1SNVMissense_Mutationc.1106N>Gp.Tyr369Cysp.Y369CQ07666protein_codingdeleterious(0.02)benign(0.322)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KHDRBS1SNVMissense_Mutationc.637N>Tp.Arg213Cysp.R213CQ07666protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
KHDRBS1SNVMissense_Mutationc.538N>Ap.Gln180Lysp.Q180KQ07666protein_codingtolerated(0.76)benign(0.127)TCGA-AD-6548-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KHDRBS1SNVMissense_Mutationnovelc.854G>Ap.Gly285Glup.G285EQ07666protein_codingdeleterious(0.03)benign(0.131)TCGA-AG-A014-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
KHDRBS1insertionFrame_Shift_Insnovelc.261_262insCp.Ser90LeufsTer41p.S90Lfs*41Q07666protein_codingTCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
KHDRBS1insertionFrame_Shift_Insnovelc.934dupGp.Ala312GlyfsTer56p.A312Gfs*56Q07666protein_codingTCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
KHDRBS1SNVMissense_Mutationnovelc.1049N>Tp.Ala350Valp.A350VQ07666protein_codingdeleterious(0.03)benign(0.105)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KHDRBS1SNVMissense_Mutationnovelc.871C>Tp.Arg291Trpp.R291WQ07666protein_codingdeleterious(0.04)benign(0.019)TCGA-AJ-A3NE-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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