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: RMDN1

Gene summary for RMDN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RMDN1

Gene ID

51115

Gene nameregulator of microtubule dynamics 1
Gene AliasCGI-90
Cytomap8q21.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q6N086


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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
51115RMDN1LZE3DHumanEsophagusHGIN6.67e-035.16e-010.0668
51115RMDN1LZE4THumanEsophagusESCC8.04e-082.84e-010.0811
51115RMDN1LZE5THumanEsophagusESCC7.56e-032.39e-010.0514
51115RMDN1LZE8THumanEsophagusESCC1.06e-042.78e-010.067
51115RMDN1LZE20THumanEsophagusESCC3.32e-093.77e-010.0662
51115RMDN1LZE24THumanEsophagusESCC2.84e-153.69e-010.0596
51115RMDN1LZE6THumanEsophagusESCC1.87e-031.97e-010.0845
51115RMDN1P1T-EHumanEsophagusESCC4.37e-032.61e-010.0875
51115RMDN1P2T-EHumanEsophagusESCC1.07e-183.05e-010.1177
51115RMDN1P4T-EHumanEsophagusESCC1.32e-266.90e-010.1323
51115RMDN1P5T-EHumanEsophagusESCC1.15e-335.84e-010.1327
51115RMDN1P8T-EHumanEsophagusESCC5.66e-161.79e-010.0889
51115RMDN1P9T-EHumanEsophagusESCC8.21e-163.72e-010.1131
51115RMDN1P10T-EHumanEsophagusESCC7.41e-243.80e-010.116
51115RMDN1P11T-EHumanEsophagusESCC6.24e-083.20e-010.1426
51115RMDN1P12T-EHumanEsophagusESCC1.28e-325.41e-010.1122
51115RMDN1P15T-EHumanEsophagusESCC4.68e-163.74e-010.1149
51115RMDN1P16T-EHumanEsophagusESCC2.26e-427.39e-010.1153
51115RMDN1P17T-EHumanEsophagusESCC2.75e-146.68e-010.1278
51115RMDN1P19T-EHumanEsophagusESCC8.05e-086.04e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:005131011EsophagusESCCmetaphase plate congression58/855265/187231.81e-138.63e-1258
GO:000708011EsophagusESCCmitotic metaphase plate congression47/855250/187233.15e-131.47e-1147
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:005130311EsophagusESCCestablishment of chromosome localization67/855280/187231.92e-128.09e-1167
GO:005000011EsophagusESCCchromosome localization68/855282/187233.37e-121.32e-1068
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00086081EsophagusESCCattachment of spindle microtubules to kinetochore29/855235/187236.61e-066.75e-0529
GO:00513151EsophagusESCCattachment of mitotic spindle microtubules to kinetochore15/855215/187237.81e-067.69e-0515
GO:00516565LiverNAFLDestablishment of organelle localization57/1882390/187232.52e-032.34e-0257
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
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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
RMDN1SNVMissense_Mutationnovelc.490N>Tp.His164Tyrp.H164YQ96DB5protein_codingdeleterious(0)probably_damaging(0.924)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
RMDN1deletionFrame_Shift_Delnovelc.470delAp.Asn157MetfsTer44p.N157Mfs*44Q96DB5protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RMDN1deletionFrame_Shift_Delnovelc.454delNp.Arg152GlufsTer3p.R152Efs*3Q96DB5protein_codingTCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RMDN1SNVMissense_Mutationrs756781000c.793C>Ap.Leu265Ilep.L265IQ96DB5protein_codingdeleterious(0.03)benign(0.373)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RMDN1SNVMissense_Mutationc.899A>Gp.Gln300Argp.Q300RQ96DB5protein_codingtolerated(0.15)benign(0.055)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
RMDN1SNVMissense_Mutationrs200295883c.377N>Ap.Arg126Hisp.R126HQ96DB5protein_codingtolerated(0.05)possibly_damaging(0.544)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RMDN1insertionFrame_Shift_Insnovelc.470_471insAp.Asn157LysfsTer2p.N157Kfs*2Q96DB5protein_codingTCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RMDN1SNVMissense_Mutationnovelc.694N>Ap.Leu232Metp.L232MQ96DB5protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RMDN1SNVMissense_Mutationnovelc.760G>Tp.Val254Leup.V254LQ96DB5protein_codingtolerated(0.12)benign(0.015)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RMDN1SNVMissense_Mutationc.613N>Ap.Ala205Thrp.A205TQ96DB5protein_codingdeleterious(0)possibly_damaging(0.771)TCGA-AP-A051-01Endometriumuterine 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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