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: RMND5A

Gene summary for RMND5A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RMND5A

Gene ID

64795

Gene namerequired for meiotic nuclear division 5 homolog A
Gene AliasCTLH
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9H871


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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
64795RMND5AS015HumanLiverHCC3.58e-055.71e-010.2375
64795RMND5AS016HumanLiverHCC9.76e-054.68e-010.2243
64795RMND5AS027HumanLiverHCC7.32e-058.46e-010.2446
64795RMND5AS028HumanLiverHCC8.88e-128.26e-010.2503
64795RMND5AS029HumanLiverHCC4.60e-076.82e-010.2581
64795RMND5AC04HumanOral cavityOSCC1.12e-053.69e-010.2633
64795RMND5AC21HumanOral cavityOSCC6.06e-062.81e-010.2678
64795RMND5AC30HumanOral cavityOSCC1.65e-116.17e-010.3055
64795RMND5AC38HumanOral cavityOSCC5.24e-056.19e-010.172
64795RMND5AC43HumanOral cavityOSCC1.27e-092.68e-010.1704
64795RMND5AC46HumanOral cavityOSCC2.83e-153.87e-010.1673
64795RMND5AC51HumanOral cavityOSCC1.51e-052.92e-010.2674
64795RMND5AC57HumanOral cavityOSCC1.00e-277.95e-010.1679
64795RMND5AC08HumanOral cavityOSCC1.51e-276.92e-010.1919
64795RMND5AC09HumanOral cavityOSCC7.68e-031.92e-010.1431
64795RMND5ALN46HumanOral cavityOSCC1.29e-052.63e-010.1666
64795RMND5ALP15HumanOral cavityLP1.22e-025.44e-010.2174
64795RMND5ASYSMH1HumanOral cavityOSCC2.28e-053.07e-010.1127
64795RMND5ASYSMH3HumanOral cavityOSCC1.97e-083.53e-010.2442
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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
∗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:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:000020911LiverCirrhoticprotein polyubiquitination89/4634236/187236.09e-069.80e-0589
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
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:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
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:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
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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
RMND5ASNVMissense_Mutationnovelc.826N>Gp.Leu276Valp.L276VQ9H871protein_codingtolerated(0.2)benign(0.21)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RMND5ASNVMissense_Mutationnovelc.743N>Tp.Ser248Leup.S248LQ9H871protein_codingdeleterious(0.03)probably_damaging(0.977)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RMND5ASNVMissense_Mutationc.756N>Ap.His252Glnp.H252QQ9H871protein_codingtolerated(0.05)benign(0.309)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
RMND5AinsertionNonsense_Mutationnovelc.824_825insCAAGTGTAGTTATTGGTGGTTACTTTCCTGACAAAp.Leu276LysfsTer10p.L276Kfs*10Q9H871protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RMND5AinsertionNonsense_Mutationnovelc.654_655insTATGATTGAAGGGGTGTATAAACTTTTGAAAGTGATCTp.Asn219TyrfsTer3p.N219Yfs*3Q9H871protein_codingTCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RMND5ASNVMissense_Mutationnovelc.76N>Cp.Glu26Glnp.E26QQ9H871protein_codingtolerated(0.41)benign(0.05)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RMND5ASNVMissense_Mutationnovelc.248N>Gp.His83Argp.H83RQ9H871protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RMND5ASNVMissense_Mutationnovelc.718N>Cp.Tyr240Hisp.Y240HQ9H871protein_codingdeleterious(0)possibly_damaging(0.89)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RMND5ASNVMissense_Mutationc.148N>Ap.Asp50Asnp.D50NQ9H871protein_codingtolerated(0.1)benign(0.125)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
RMND5ASNVMissense_Mutationc.632N>Ap.Arg211Glnp.R211QQ9H871protein_codingtolerated(0.6)benign(0.003)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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