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: RMI2

Gene summary for RMI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RMI2

Gene ID

116028

Gene nameRecQ mediated genome instability 2
Gene AliasBLAP18
Cytomap16p13.13
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q96E14


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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
116028RMI2LZE2THumanEsophagusESCC3.83e-023.60e-010.082
116028RMI2LZE24THumanEsophagusESCC6.11e-037.40e-020.0596
116028RMI2P1T-EHumanEsophagusESCC1.32e-042.20e-010.0875
116028RMI2P2T-EHumanEsophagusESCC2.07e-741.49e+000.1177
116028RMI2P4T-EHumanEsophagusESCC5.53e-246.74e-010.1323
116028RMI2P5T-EHumanEsophagusESCC1.75e-112.58e-010.1327
116028RMI2P8T-EHumanEsophagusESCC1.47e-142.92e-010.0889
116028RMI2P9T-EHumanEsophagusESCC4.32e-051.60e-010.1131
116028RMI2P10T-EHumanEsophagusESCC1.66e-029.99e-020.116
116028RMI2P12T-EHumanEsophagusESCC3.19e-234.17e-010.1122
116028RMI2P15T-EHumanEsophagusESCC4.23e-131.43e-010.1149
116028RMI2P16T-EHumanEsophagusESCC7.52e-234.24e-010.1153
116028RMI2P20T-EHumanEsophagusESCC4.42e-072.36e-010.1124
116028RMI2P21T-EHumanEsophagusESCC3.75e-039.54e-020.1617
116028RMI2P22T-EHumanEsophagusESCC9.02e-112.35e-010.1236
116028RMI2P23T-EHumanEsophagusESCC1.77e-071.97e-010.108
116028RMI2P24T-EHumanEsophagusESCC1.88e-041.63e-010.1287
116028RMI2P26T-EHumanEsophagusESCC9.53e-092.22e-010.1276
116028RMI2P27T-EHumanEsophagusESCC9.35e-102.21e-010.1055
116028RMI2P28T-EHumanEsophagusESCC9.74e-223.75e-010.1149
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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
∗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:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:00519833EsophagusESCCregulation of chromosome segregation67/855291/187235.42e-089.66e-0767
GO:00330452EsophagusESCCregulation of sister chromatid segregation55/855272/187231.03e-071.69e-0655
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00062826EsophagusESCCregulation of DNA repair82/8552130/187234.65e-053.66e-0482
GO:200102112EsophagusESCCnegative regulation of response to DNA damage stimulus54/855281/187231.09e-047.64e-0454
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:20007793EsophagusESCCregulation of double-strand break repair52/855285/187232.86e-031.21e-0252
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:00008193Oral cavityOSCCsister chromatid segregation135/7305202/187238.88e-166.52e-14135
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00330448Oral cavityOSCCregulation of chromosome organization123/7305187/187239.87e-145.17e-12123
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
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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
RMI2SNVMissense_Mutationc.431G>Tp.Arg144Metp.R144MQ96E14protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RMI2SNVMissense_Mutationnovelc.300N>Tp.Lys100Asnp.K100NQ96E14protein_codingtolerated(0.12)probably_damaging(0.971)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RMI2SNVMissense_Mutationnovelc.371N>Cp.Asp124Alap.D124AQ96E14protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RMI2SNVMissense_Mutationnovelc.208N>Tp.Gly70Cysp.G70CQ96E14protein_codingdeleterious(0.02)probably_damaging(1)TCGA-56-8305-01Lunglung squamous cell carcinomaMale>=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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