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: KREMEN1

Gene summary for KREMEN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KREMEN1

Gene ID

83999

Gene namekringle containing transmembrane protein 1
Gene AliasECTD13
Cytomap22q12.1
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q96MU8


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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
83999KREMEN1CA_HPV_1HumanCervixCC4.85e-02-1.39e-010.0264
83999KREMEN1CCI_2HumanCervixCC2.17e-066.90e-010.5249
83999KREMEN1CCI_3HumanCervixCC9.51e-241.39e+000.516
83999KREMEN1HTA11_99999965104_69814HumanColorectumMSS5.02e-032.80e-010.281
83999KREMEN1A015-C-203HumanColorectumFAP2.17e-08-1.44e-01-0.1294
83999KREMEN1A002-C-203HumanColorectumFAP1.05e-02-1.87e-010.2786
83999KREMEN1A001-C-108HumanColorectumFAP4.04e-04-1.97e-01-0.0272
83999KREMEN1A002-C-205HumanColorectumFAP1.64e-02-1.29e-01-0.1236
83999KREMEN1A015-C-006HumanColorectumFAP1.54e-02-2.86e-01-0.0994
83999KREMEN1A002-C-114HumanColorectumFAP4.01e-02-2.18e-01-0.1561
83999KREMEN1A015-C-104HumanColorectumFAP1.17e-06-1.05e-01-0.1899
83999KREMEN1A001-C-014HumanColorectumFAP2.42e-04-2.08e-010.0135
83999KREMEN1A002-C-016HumanColorectumFAP5.09e-04-1.95e-010.0521
83999KREMEN1A001-C-203HumanColorectumFAP2.60e-02-1.08e-01-0.0481
83999KREMEN1A002-C-116HumanColorectumFAP2.94e-09-2.45e-01-0.0452
83999KREMEN1A014-C-008HumanColorectumFAP1.33e-02-3.03e-01-0.191
83999KREMEN1F034HumanColorectumFAP1.08e-04-2.30e-01-0.0665
83999KREMEN1F072BHumanColorectumFAP2.41e-02-2.38e-010.257
83999KREMEN1LZE7THumanEsophagusESCC4.35e-086.88e-010.0667
83999KREMEN1LZE24THumanEsophagusESCC1.78e-041.53e-010.0596
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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
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
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
∗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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:19030349CervixCCregulation of response to wounding44/2311167/187236.33e-072.31e-0544
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00310996CervixCCregeneration46/2311198/187231.43e-052.84e-0446
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00313456CervixCCnegative regulation of cell projection organization39/2311186/187235.86e-045.57e-0339
GO:00321022CervixCCnegative regulation of response to external stimulus75/2311420/187235.96e-045.61e-0375
GO:00301784CervixCCnegative regulation of Wnt signaling pathway35/2311170/187231.52e-031.17e-0235
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:00487365CervixCCappendage development35/2311172/187231.88e-031.39e-0235
GO:00601735CervixCClimb development35/2311172/187231.88e-031.39e-0235
GO:00900901CervixCCnegative regulation of canonical Wnt signaling pathway29/2311137/187232.40e-031.70e-0229
GO:00109775CervixCCnegative regulation of neuron projection development28/2311137/187234.74e-032.83e-0228
GO:00486782CervixCCresponse to axon injury19/231183/187235.25e-033.08e-0219
GO:0048679CervixCCregulation of axon regeneration9/231129/187236.49e-033.61e-029
GO:00302781CervixCCregulation of ossification24/2311115/187236.51e-033.61e-0224
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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
KREMEN1SNVMissense_Mutationrs775424604c.479N>Gp.Phe160Cysp.F160CQ96MU8protein_codingdeleterious(0)probably_damaging(0.935)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KREMEN1SNVMissense_Mutationc.1015G>Tp.Ala339Serp.A339SQ96MU8protein_codingtolerated(0.38)benign(0.019)TCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
KREMEN1SNVMissense_Mutationrs749155972c.1148N>Gp.Met383Argp.M383RQ96MU8protein_codingtolerated_low_confidence(0.7)benign(0.003)TCGA-EW-A1J3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
KREMEN1SNVMissense_Mutationnovelc.1444C>Tp.Leu482Phep.L482FQ96MU8protein_codingbenign(0.045)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KREMEN1SNVMissense_Mutationnovelc.148N>Tp.Ala50Serp.A50SQ96MU8protein_codingtolerated(1)benign(0.013)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KREMEN1SNVMissense_Mutationnovelc.1129N>Cp.Asn377Hisp.N377HQ96MU8protein_codingtolerated_low_confidence(0.33)benign(0)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
KREMEN1SNVMissense_Mutationnovelc.1130N>Cp.Asn377Thrp.N377TQ96MU8protein_codingtolerated_low_confidence(0.61)benign(0)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
KREMEN1SNVMissense_Mutationrs751542642c.856N>Ap.Gly286Argp.G286RQ96MU8protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
KREMEN1SNVMissense_Mutationrs774077658c.500N>Gp.Tyr167Cysp.Y167CQ96MU8protein_codingdeleterious(0.05)probably_damaging(0.964)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
KREMEN1SNVMissense_Mutationnovelc.377N>Cp.Lys126Thrp.K126TQ96MU8protein_codingtolerated(0.23)possibly_damaging(0.544)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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