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: RMDN2

Gene summary for RMDN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RMDN2

Gene ID

151393

Gene nameregulator of microtubule dynamics 2
Gene AliasBLOCK18
Cytomap2p22.2
Gene Typeprotein-coding
GO ID

GO:0000922

UniProtAcc

Q96LZ7


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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
151393RMDN2HTA11_3410_2000001011HumanColorectumAD3.29e-16-5.96e-010.0155
151393RMDN2HTA11_2487_2000001011HumanColorectumSER4.17e-08-5.84e-01-0.1808
151393RMDN2HTA11_1938_2000001011HumanColorectumAD1.51e-06-5.98e-01-0.0811
151393RMDN2HTA11_78_2000001011HumanColorectumAD7.09e-04-4.79e-01-0.1088
151393RMDN2HTA11_3361_2000001011HumanColorectumAD6.40e-05-5.62e-01-0.1207
151393RMDN2HTA11_696_2000001011HumanColorectumAD1.72e-19-5.26e-01-0.1464
151393RMDN2HTA11_866_2000001011HumanColorectumAD6.10e-20-5.48e-01-0.1001
151393RMDN2HTA11_1391_2000001011HumanColorectumAD3.73e-09-5.47e-01-0.059
151393RMDN2HTA11_546_2000001011HumanColorectumAD4.42e-02-5.38e-01-0.0842
151393RMDN2HTA11_7862_2000001011HumanColorectumAD2.00e-02-5.82e-01-0.0179
151393RMDN2HTA11_866_3004761011HumanColorectumAD2.40e-14-5.98e-010.096
151393RMDN2HTA11_10711_2000001011HumanColorectumAD1.25e-06-5.71e-010.0338
151393RMDN2HTA11_7696_3000711011HumanColorectumAD2.73e-23-5.72e-010.0674
151393RMDN2HTA11_6818_2000001021HumanColorectumAD2.75e-05-5.83e-010.0588
151393RMDN2HTA11_99999970781_79442HumanColorectumMSS7.71e-27-5.93e-010.294
151393RMDN2HTA11_99999965104_69814HumanColorectumMSS4.95e-02-4.90e-010.281
151393RMDN2HTA11_99999971662_82457HumanColorectumMSS4.24e-18-5.40e-010.3859
151393RMDN2HTA11_99999973899_84307HumanColorectumMSS2.05e-05-6.08e-010.2585
151393RMDN2HTA11_99999974143_84620HumanColorectumMSS3.72e-28-6.02e-010.3005
151393RMDN2A002-C-010HumanColorectumFAP2.56e-05-3.38e-010.242
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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
∗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
RMDN2SNVMissense_Mutationnovelc.689N>Ap.Gly230Glup.G230Eprotein_codingtolerated_low_confidence(0.71)benign(0.099)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RMDN2SNVMissense_Mutationc.62N>Gp.Asp21Glyp.D21Gprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.638)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RMDN2SNVMissense_Mutationc.1240N>Cp.Glu414Glnp.E414Qprotein_codingdeleterious(0.03)probably_damaging(0.918)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RMDN2insertionFrame_Shift_Insnovelc.1599_1600insGATATTCCTAGGACAAGTCCTAp.Tyr534AspfsTer10p.Y534Dfs*10protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
RMDN2SNVMissense_Mutationc.1279G>Ap.Glu427Lysp.E427Kprotein_codingtolerated(0.13)benign(0.444)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RMDN2SNVMissense_Mutationnovelc.227N>Ap.Arg76Lysp.R76Kprotein_codingtolerated_low_confidence(0.06)possibly_damaging(0.488)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RMDN2SNVMissense_Mutationc.959N>Ap.Ser320Tyrp.S320Yprotein_codingdeleterious(0.01)benign(0.413)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RMDN2SNVMissense_Mutationrs776380587c.1245G>Tp.Lys415Asnp.K415Nprotein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RMDN2SNVMissense_Mutationnovelc.293N>Cp.Glu98Alap.E98AQ96LZ7protein_codingtolerated(0.07)possibly_damaging(0.88)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RMDN2SNVMissense_Mutationnovelc.556N>Cp.Asn186Hisp.N186Hprotein_codingtolerated_low_confidence(1)benign(0.006)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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