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: RMND1

Gene summary for RMND1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RMND1

Gene ID

55005

Gene namerequired for meiotic nuclear division 1 homolog
Gene AliasC6orf96
Cytomap6q25.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A087WXU0


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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
55005RMND1GSM4909293HumanBreastIDC7.74e-194.28e-010.1581
55005RMND1GSM4909304HumanBreastIDC3.74e-103.80e-010.1636
55005RMND1GSM4909306HumanBreastIDC7.55e-256.48e-010.1564
55005RMND1GSM4909308HumanBreastIDC6.82e-031.88e-010.158
55005RMND1GSM4909311HumanBreastIDC4.37e-021.18e-010.1534
55005RMND1GSM4909312HumanBreastIDC3.52e-032.55e-010.1552
55005RMND1GSM4909319HumanBreastIDC4.33e-047.12e-030.1563
55005RMND1M1HumanBreastIDC7.34e-124.50e-010.1577
55005RMND1DCIS2HumanBreastDCIS1.97e-234.23e-020.0085
55005RMND1LZE4THumanEsophagusESCC1.70e-031.20e-010.0811
55005RMND1LZE7THumanEsophagusESCC1.62e-042.35e-010.0667
55005RMND1LZE8THumanEsophagusESCC4.41e-027.81e-020.067
55005RMND1LZE22THumanEsophagusESCC1.40e-062.77e-010.068
55005RMND1LZE24THumanEsophagusESCC2.08e-112.34e-010.0596
55005RMND1LZE21THumanEsophagusESCC9.73e-052.68e-010.0655
55005RMND1P1T-EHumanEsophagusESCC1.64e-052.10e-010.0875
55005RMND1P2T-EHumanEsophagusESCC1.31e-142.92e-010.1177
55005RMND1P4T-EHumanEsophagusESCC1.26e-163.61e-010.1323
55005RMND1P5T-EHumanEsophagusESCC4.50e-132.77e-010.1327
55005RMND1P8T-EHumanEsophagusESCC2.02e-121.92e-010.0889
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:004572714BreastIDCpositive regulation of translation33/1434136/187231.92e-091.73e-0733
GO:003425014BreastIDCpositive regulation of cellular amide metabolic process35/1434162/187231.63e-081.16e-0635
GO:00325432BreastIDCmitochondrial translation13/143476/187234.81e-033.67e-0213
GO:000641724BreastDCISregulation of translation72/1390468/187232.46e-092.17e-0772
GO:004572724BreastDCISpositive regulation of translation32/1390136/187233.56e-093.10e-0732
GO:003425023BreastDCISpositive regulation of cellular amide metabolic process34/1390162/187232.60e-081.73e-0634
GO:003254311BreastDCISmitochondrial translation13/139076/187233.70e-032.99e-0213
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:00701292EsophagusESCCregulation of mitochondrial translation22/855224/187232.82e-063.21e-0522
GO:00621252EsophagusESCCregulation of mitochondrial gene expression24/855228/187231.37e-051.25e-0424
GO:00701312EsophagusESCCpositive regulation of mitochondrial translation14/855215/187231.47e-049.85e-0414
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00325431LiverHCCmitochondrial translation62/795876/187232.95e-121.34e-1062
GO:004572712LiverHCCpositive regulation of translation97/7958136/187238.51e-123.55e-1097
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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
RMND1SNVMissense_Mutationc.20G>Ap.Arg7Lysp.R7KQ9NWS8protein_codingtolerated_low_confidence(0.21)benign(0.027)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RMND1SNVMissense_Mutationc.103G>Ap.Glu35Lysp.E35KQ9NWS8protein_codingtolerated_low_confidence(0.26)benign(0)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
RMND1SNVMissense_Mutationc.163N>Gp.Pro55Alap.P55AQ9NWS8protein_codingtolerated_low_confidence(0.22)benign(0.211)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
RMND1SNVMissense_Mutationc.275N>Gp.Lys92Argp.K92RQ9NWS8protein_codingtolerated(0.29)benign(0)TCGA-E2-A15D-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RMND1SNVMissense_Mutationrs138900217c.329N>Cp.Lys110Thrp.K110TQ9NWS8protein_codingtolerated(0.09)benign(0.003)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
RMND1SNVMissense_Mutationnovelc.565N>Gp.Gln189Glup.Q189EQ9NWS8protein_codingtolerated(0.33)benign(0.013)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
RMND1insertionFrame_Shift_Insnovelc.881_882insAGAGAATATACAATTTCTACCTAATAAAATTATGAAATTTCp.Asp294GlufsTer16p.D294Efs*16Q9NWS8protein_codingTCGA-A2-A0EV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RMND1insertionNonsense_Mutationnovelc.320_321insCTTTGAAGCCTAATAAATATCCAAAGp.Thr108PhefsTer4p.T108Ffs*4Q9NWS8protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RMND1SNVMissense_Mutationc.49N>Cp.Ser17Prop.S17PQ9NWS8protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RMND1SNVMissense_Mutationnovelc.242C>Ap.Ser81Tyrp.S81YQ9NWS8protein_codingtolerated_low_confidence(0.18)benign(0)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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