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: BCL7A

Gene summary for BCL7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCL7A

Gene ID

605

Gene nameBAF chromatin remodeling complex subunit BCL7A
Gene AliasBCL7
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q4VC05


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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
605BCL7ALZE4THumanEsophagusESCC1.49e-071.64e-010.0811
605BCL7ALZE24THumanEsophagusESCC2.44e-062.14e-010.0596
605BCL7ALZE21THumanEsophagusESCC2.88e-063.91e-010.0655
605BCL7AP1T-EHumanEsophagusESCC2.57e-042.53e-010.0875
605BCL7AP2T-EHumanEsophagusESCC2.91e-651.14e+000.1177
605BCL7AP4T-EHumanEsophagusESCC3.24e-143.59e-010.1323
605BCL7AP5T-EHumanEsophagusESCC2.81e-152.10e-010.1327
605BCL7AP8T-EHumanEsophagusESCC4.51e-172.68e-010.0889
605BCL7AP9T-EHumanEsophagusESCC8.62e-101.94e-010.1131
605BCL7AP10T-EHumanEsophagusESCC9.97e-305.07e-010.116
605BCL7AP11T-EHumanEsophagusESCC1.97e-044.60e-010.1426
605BCL7AP12T-EHumanEsophagusESCC1.16e-235.21e-010.1122
605BCL7AP15T-EHumanEsophagusESCC3.44e-245.68e-010.1149
605BCL7AP16T-EHumanEsophagusESCC1.41e-326.02e-010.1153
605BCL7AP17T-EHumanEsophagusESCC1.50e-052.22e-010.1278
605BCL7AP20T-EHumanEsophagusESCC1.46e-143.07e-010.1124
605BCL7AP21T-EHumanEsophagusESCC7.75e-163.04e-010.1617
605BCL7AP22T-EHumanEsophagusESCC3.40e-122.32e-010.1236
605BCL7AP23T-EHumanEsophagusESCC5.45e-091.29e-010.108
605BCL7AP24T-EHumanEsophagusESCC2.54e-071.04e-010.1287
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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
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
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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
BCL7ASNVMissense_Mutationc.618N>Tp.Leu206Phep.L206FQ4VC05protein_codingdeleterious_low_confidence(0.02)benign(0.001)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
BCL7ASNVMissense_Mutationnovelc.514C>Gp.Pro172Alap.P172AQ4VC05protein_codingdeleterious(0.02)benign(0.107)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BCL7ASNVMissense_Mutationrs763960478c.51N>Ap.Asp17Glup.D17EQ4VC05protein_codingdeleterious(0.03)benign(0.391)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
BCL7ASNVMissense_Mutationrs749055080c.155N>Tp.Thr52Metp.T52MQ4VC05protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
BCL7ASNVMissense_Mutationrs767784265c.620N>Tp.Ser207Leup.S207LQ4VC05protein_codingtolerated_low_confidence(0.96)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BCL7ASNVMissense_Mutationrs780831032c.112N>Ap.Val38Ilep.V38IQ4VC05protein_codingtolerated(0.07)possibly_damaging(0.51)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
BCL7ASNVMissense_Mutationc.498N>Tp.Glu166Aspp.E166DQ4VC05protein_codingtolerated(0.14)probably_damaging(0.99)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
BCL7ASNVMissense_Mutationnovelc.104N>Tp.Trp35Leup.W35LQ4VC05protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
BCL7ASNVMissense_Mutationc.157G>Ap.Glu53Lysp.E53KQ4VC05protein_codingdeleterious(0.01)benign(0.062)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
BCL7ASNVMissense_Mutationnovelc.637N>Ap.Val213Metp.V213MQ4VC05protein_codingdeleterious_low_confidence(0.04)benign(0.444)TCGA-B5-A11R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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