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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0043484ColorectumADregulation of RNA splicing70/3918148/187236.47e-131.16e-1070
GO:0048024ColorectumADregulation of mRNA splicing, via spliceosome50/3918101/187231.62e-101.56e-0850
GO:0050684ColorectumADregulation of mRNA processing61/3918137/187234.23e-103.58e-0861
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0032388ColorectumADpositive regulation of intracellular transport74/3918202/187231.83e-077.80e-0674
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0000380ColorectumADalternative mRNA splicing, via spliceosome33/391877/187231.13e-052.55e-0433
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0051236ColorectumADestablishment of RNA localization58/3918166/187231.95e-054.01e-0458
GO:0015931ColorectumADnucleobase-containing compound transport73/3918222/187232.02e-054.10e-0473
GO:0046822ColorectumADregulation of nucleocytoplasmic transport41/3918106/187232.17e-054.33e-0441
GO:0050657ColorectumADnucleic acid transport57/3918163/187232.22e-054.39e-0457
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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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