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: RBP7

Gene summary for RBP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBP7

Gene ID

116362

Gene nameretinol binding protein 7
Gene AliasCRABP4
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96R05


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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
116362RBP7GSM4909281HumanBreastIDC3.53e-286.54e-010.21
116362RBP7GSM4909282HumanBreastIDC2.89e-205.94e-01-0.0288
116362RBP7GSM4909285HumanBreastIDC7.95e-061.91e-010.21
116362RBP7GSM4909293HumanBreastIDC7.00e-05-2.25e-010.1581
116362RBP7GSM4909294HumanBreastIDC1.78e-08-2.42e-010.2022
116362RBP7GSM4909296HumanBreastIDC3.69e-10-2.46e-010.1524
116362RBP7GSM4909302HumanBreastIDC7.28e-05-2.34e-010.1545
116362RBP7GSM4909304HumanBreastIDC3.85e-08-2.46e-010.1636
116362RBP7GSM4909307HumanBreastIDC3.62e-02-2.02e-010.1569
116362RBP7GSM4909308HumanBreastIDC4.30e-03-2.26e-010.158
116362RBP7GSM4909309HumanBreastIDC2.83e-02-2.16e-010.0483
116362RBP7GSM4909311HumanBreastIDC1.75e-09-2.49e-010.1534
116362RBP7GSM4909312HumanBreastIDC1.30e-06-2.23e-010.1552
116362RBP7GSM4909315HumanBreastIDC1.78e-08-2.49e-010.21
116362RBP7GSM4909317HumanBreastIDC2.82e-04-2.35e-010.1355
116362RBP7GSM4909319HumanBreastIDC3.85e-08-2.42e-010.1563
116362RBP7NCCBC14HumanBreastDCIS1.42e-04-2.31e-010.2021
116362RBP7NCCBC5HumanBreastDCIS1.47e-06-2.49e-010.2046
116362RBP7P2HumanBreastIDC3.03e-04-2.49e-010.21
116362RBP7DCIS2HumanBreastDCIS4.21e-14-9.68e-020.0085
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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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
RBP7SNVMissense_Mutationc.363N>Ap.Phe121Leup.F121LQ96R05protein_codingtolerated(0.64)benign(0.039)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RBP7SNVMissense_Mutationnovelc.78T>Gp.Ile26Metp.I26MQ96R05protein_codingtolerated(0.06)probably_damaging(0.988)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RBP7SNVMissense_Mutationc.232N>Ap.Leu78Metp.L78MQ96R05protein_codingtolerated(0.13)benign(0.123)TCGA-AP-A0LG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBP7SNVMissense_Mutationnovelc.376G>Tp.Val126Leup.V126LQ96R05protein_codingtolerated(0.08)benign(0.027)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RBP7SNVMissense_Mutationc.170N>Ap.Ser57Asnp.S57NQ96R05protein_codingdeleterious(0)benign(0.037)TCGA-CG-5721-01Stomachstomach adenocarcinomaMale<65III/IVUnknownUnknownSD
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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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