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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CD7

Gene summary for CD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD7

Gene ID

924

Gene nameCD7 molecule
Gene AliasGP40
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P09564


Top

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
924CD7LZE2DHumanEsophagusHGIN1.57e-041.09e+000.0642
924CD7LZE4THumanEsophagusESCC1.39e-138.86e-010.0811
924CD7LZE7THumanEsophagusESCC4.27e-181.75e+000.0667
924CD7LZE8THumanEsophagusESCC4.06e-109.41e-010.067
924CD7LZE22D1HumanEsophagusHGIN1.90e-057.28e-010.0595
924CD7LZE22THumanEsophagusESCC1.40e-061.34e+000.068
924CD7LZE24THumanEsophagusESCC8.01e-194.82e-010.0596
924CD7LZE6THumanEsophagusESCC1.00e-321.94e+000.0845
924CD7HCC1_MengHumanLiverHCC1.40e-325.85e-020.0246
924CD7cirrhotic2HumanLiverCirrhotic2.04e-121.36e-010.0201
924CD7S014HumanLiverHCC3.33e-422.54e+000.2254
924CD7S015HumanLiverHCC3.91e-593.80e+000.2375
924CD7S016HumanLiverHCC5.74e-813.62e+000.2243
924CD7C04HumanOral cavityOSCC1.84e-027.00e-010.2633
924CD7C21HumanOral cavityOSCC5.75e-351.06e+000.2678
924CD7C30HumanOral cavityOSCC3.79e-084.30e-010.3055
924CD7C38HumanOral cavityOSCC4.96e-152.85e+000.172
924CD7C46HumanOral cavityOSCC1.84e-112.80e-010.1673
924CD7C51HumanOral cavityOSCC7.96e-104.87e-010.2674
924CD7C57HumanOral cavityOSCC3.87e-032.39e-010.1679
Page: 1 2 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00064588BreastPrecancer'de novo' protein folding16/108043/187238.14e-106.92e-0816
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00610778BreastPrecancerchaperone-mediated protein folding19/108067/187234.22e-093.28e-0719
GO:20012439BreastPrecancernegative regulation of intrinsic apoptotic signaling pathway23/108098/187235.82e-094.45e-0723
GO:00510848BreastPrecancer'de novo' posttranslational protein folding14/108039/187231.61e-081.12e-0614
GO:00510858BreastPrecancerchaperone cofactor-dependent protein refolding13/108034/187232.17e-081.47e-0613
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastADJ
MIFCD74_CD44MIF_CD74_CD44MIFBreastADJ
APPCD74APP_CD74APPBreastADJ
APPCD74APP_CD74APPBreastDCIS
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastDCIS
MIFCD74_CD44MIF_CD74_CD44MIFBreastDCIS
APPCD74APP_CD74APPBreastHealthy
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastHealthy
MIFCD74_CD44MIF_CD74_CD44MIFBreastHealthy
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastIDC
MIFCD74_CD44MIF_CD74_CD44MIFBreastIDC
APPCD74APP_CD74APPBreastIDC
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastPrecancer
MIFCD74_CD44MIF_CD74_CD44MIFBreastPrecancer
APPCD74APP_CD74APPBreastPrecancer
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixADJ
MIFCD74_CD44MIF_CD74_CD44MIFCervixADJ
APPCD74APP_CD74APPCervixADJ
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixCC
MIFCD74_CD44MIF_CD74_CD44MIFCervixCC
Page: 1 

Top

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.
Page: 1 

Top

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
CD7SNVMissense_Mutationnovelc.586N>Tp.Val196Leup.V196LP09564protein_codingtolerated(0.48)benign(0.007)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
CD7SNVMissense_Mutationnovelc.434N>Tp.Ala145Valp.A145VP09564protein_codingtolerated(0.36)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD7SNVMissense_Mutationnovelc.481C>Tp.Leu161Phep.L161FP09564protein_codingtolerated(0.87)possibly_damaging(0.766)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CD7insertionFrame_Shift_Insnovelc.138_139insTp.Thr47TyrfsTer117p.T47Yfs*117P09564protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CD7insertionIn_Frame_Insnovelc.137_138insTCCp.Ile46_Thr47insProp.I46_T47insPP09564protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CD7SNVMissense_Mutationrs149247674c.307C>Tp.Arg103Cysp.R103CP09564protein_codingdeleterious(0.05)probably_damaging(0.912)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CD7SNVMissense_Mutationc.239C>Tp.Thr80Metp.T80MP09564protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD7SNVMissense_Mutationrs751672673c.677N>Tp.Ser226Leup.S226LP09564protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD7SNVMissense_Mutationc.637G>Ap.Asp213Asnp.D213NP09564protein_codingtolerated(0.07)benign(0.003)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CD7SNVMissense_Mutationc.222N>Ap.Asp74Glup.D74EP09564protein_codingtolerated(0.11)benign(0.229)TCGA-AG-3731-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPR
Page: 1 2 3 

Top

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
924CD7DRUGGABLE GENOMECD7.CAR/28zeta CAR T cells
924CD7DRUGGABLE GENOMEAnti-CD7 CAR-T cells
Page: 1