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: RMND5B

Gene summary for RMND5B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RMND5B

Gene ID

64777

Gene namerequired for meiotic nuclear division 5 homolog B
Gene AliasGID2
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B3KSG5


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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
64777RMND5BLZE20THumanEsophagusESCC4.07e-021.09e-010.0662
64777RMND5BLZE24THumanEsophagusESCC2.91e-124.00e-010.0596
64777RMND5BLZE21THumanEsophagusESCC1.05e-021.97e-010.0655
64777RMND5BP2T-EHumanEsophagusESCC2.29e-183.21e-010.1177
64777RMND5BP4T-EHumanEsophagusESCC1.15e-153.48e-010.1323
64777RMND5BP5T-EHumanEsophagusESCC6.43e-071.55e-010.1327
64777RMND5BP8T-EHumanEsophagusESCC1.57e-162.32e-010.0889
64777RMND5BP10T-EHumanEsophagusESCC5.02e-067.48e-020.116
64777RMND5BP11T-EHumanEsophagusESCC2.71e-051.89e-010.1426
64777RMND5BP12T-EHumanEsophagusESCC8.84e-162.60e-010.1122
64777RMND5BP15T-EHumanEsophagusESCC3.44e-132.93e-010.1149
64777RMND5BP16T-EHumanEsophagusESCC3.11e-151.95e-010.1153
64777RMND5BP17T-EHumanEsophagusESCC5.99e-072.67e-010.1278
64777RMND5BP20T-EHumanEsophagusESCC9.15e-041.26e-010.1124
64777RMND5BP21T-EHumanEsophagusESCC4.93e-121.93e-010.1617
64777RMND5BP22T-EHumanEsophagusESCC3.30e-223.57e-010.1236
64777RMND5BP23T-EHumanEsophagusESCC3.94e-092.37e-010.108
64777RMND5BP24T-EHumanEsophagusESCC1.32e-069.99e-020.1287
64777RMND5BP26T-EHumanEsophagusESCC2.09e-112.02e-010.1276
64777RMND5BP27T-EHumanEsophagusESCC1.31e-152.37e-010.1055
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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
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
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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:001049832ThyroidATCproteasomal protein catabolic process309/6293490/187231.78e-411.13e-37309
GO:0043161210ThyroidATCproteasome-mediated ubiquitin-dependent protein catabolic process265/6293412/187237.09e-381.49e-34265
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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
RMND5BSNVMissense_Mutationc.841N>Ap.Glu281Lysp.E281KQ96G75protein_codingdeleterious(0.04)possibly_damaging(0.824)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
RMND5BSNVMissense_Mutationc.994T>Cp.Tyr332Hisp.Y332HQ96G75protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RMND5BdeletionFrame_Shift_Delnovelc.735delNp.Gly246AlafsTer53p.G246Afs*53Q96G75protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RMND5BSNVMissense_Mutationrs763429428c.88G>Cp.Glu30Glnp.E30QQ96G75protein_codingtolerated(0.41)benign(0.02)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RMND5BSNVMissense_Mutationc.658C>Tp.Arg220Trpp.R220WQ96G75protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RMND5BSNVMissense_Mutationc.472N>Cp.Glu158Glnp.E158QQ96G75protein_codingdeleterious(0.01)probably_damaging(0.979)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RMND5BSNVMissense_Mutationrs200559247c.1169N>Ap.Arg390Hisp.R390HQ96G75protein_codingtolerated(0.35)benign(0.023)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RMND5BinsertionFrame_Shift_Insnovelc.385dupTp.Tyr129LeufsTer138p.Y129Lfs*138Q96G75protein_codingTCGA-AA-3837-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RMND5BdeletionFrame_Shift_Delrs776244882c.283_284delNNp.Arg95GlufsTer5p.R95Efs*5Q96G75protein_codingTCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RMND5BSNVMissense_Mutationrs200559247c.1169N>Ap.Arg390Hisp.R390HQ96G75protein_codingtolerated(0.35)benign(0.023)TCGA-AX-A0J1-01Endometriumuterine 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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