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: ADA

Gene summary for ADA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADA

Gene ID

100

Gene nameadenosine deaminase
Gene AliasADA1
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0S2Z381


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
100ADALZE4THumanEsophagusESCC2.96e-052.97e-010.0811
100ADALZE7THumanEsophagusESCC7.23e-054.14e-010.0667
100ADALZE8THumanEsophagusESCC2.46e-032.89e-010.067
100ADAP2T-EHumanEsophagusESCC2.46e-163.07e-010.1177
100ADAP4T-EHumanEsophagusESCC2.34e-103.84e-010.1323
100ADAP5T-EHumanEsophagusESCC3.01e-276.22e-010.1327
100ADAP9T-EHumanEsophagusESCC4.85e-103.77e-010.1131
100ADAP10T-EHumanEsophagusESCC1.21e-092.14e-010.116
100ADAP11T-EHumanEsophagusESCC8.00e-156.26e-010.1426
100ADAP15T-EHumanEsophagusESCC2.50e-421.01e+000.1149
100ADAP16T-EHumanEsophagusESCC3.70e-081.29e-010.1153
100ADAP17T-EHumanEsophagusESCC5.97e-075.12e-010.1278
100ADAP20T-EHumanEsophagusESCC1.20e-142.66e-010.1124
100ADAP22T-EHumanEsophagusESCC2.56e-265.20e-010.1236
100ADAP23T-EHumanEsophagusESCC6.28e-143.08e-010.108
100ADAP24T-EHumanEsophagusESCC1.70e-123.36e-010.1287
100ADAP26T-EHumanEsophagusESCC6.47e-296.46e-010.1276
100ADAP27T-EHumanEsophagusESCC3.41e-072.32e-010.1055
100ADAP28T-EHumanEsophagusESCC3.25e-296.27e-010.1149
100ADAP30T-EHumanEsophagusESCC3.12e-084.24e-010.137
Page: 1 2 3 4 

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.

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:000320511ProstateTumorcardiac chamber development43/3246161/187231.86e-031.09e-0243
GO:004298711ProstateTumoramyloid precursor protein catabolic process22/324668/187231.87e-031.10e-0222
GO:004866014ProstateTumorregulation of smooth muscle cell proliferation47/3246180/187231.95e-031.13e-0247
GO:009873211ProstateTumormacromolecule deacylation33/3246116/187232.00e-031.16e-0233
GO:190241412ProstateTumorprotein localization to cell junction28/324694/187232.03e-031.16e-0228
GO:003300211ProstateTumormuscle cell proliferation61/3246248/187232.26e-031.28e-0261
GO:00515461ProstateTumorkeratinocyte migration9/324619/187232.42e-031.36e-029
GO:00342051ProstateTumoramyloid-beta formation19/324657/187232.54e-031.41e-0219
GO:003433213ProstateTumoradherens junction organization17/324649/187232.61e-031.43e-0217
GO:000300711ProstateTumorheart morphogenesis60/3246246/187232.99e-031.61e-0260
GO:009907212ProstateTumorregulation of postsynaptic membrane neurotransmitter receptor levels20/324662/187233.07e-031.63e-0220
GO:004865914ProstateTumorsmooth muscle cell proliferation47/3246184/187233.12e-031.64e-0247
GO:00148121ProstateTumormuscle cell migration31/3246110/187233.15e-031.65e-0231
GO:003052012ProstateTumorintracellular estrogen receptor signaling pathway18/324654/187233.26e-031.70e-0218
GO:190353211ProstateTumorpositive regulation of secretion by cell67/3246282/187233.53e-031.82e-0267
GO:004693112ProstateTumorpore complex assembly9/324620/187233.73e-031.91e-029
GO:000223716ProstateTumorresponse to molecule of bacterial origin83/3246363/187233.95e-032.00e-0283
GO:000721912ProstateTumorNotch signaling pathway44/3246172/187234.02e-032.04e-0244
GO:000320611ProstateTumorcardiac chamber morphogenesis33/3246121/187234.16e-032.09e-0233
GO:00487382ProstateTumorcardiac muscle tissue development57/3246236/187234.67e-032.29e-0257
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
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
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
ADASNVMissense_Mutationc.217N>Ap.Ala73Thrp.A73TP00813protein_codingdeleterious(0.01)benign(0.386)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
ADASNVMissense_Mutationrs748974674c.935N>Gp.Lys312Argp.K312RP00813protein_codingtolerated(0.15)benign(0.007)TCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
ADASNVMissense_Mutationrs121908721c.872N>Tp.Ser291Leup.S291LP00813protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A1HE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ADAinsertionFrame_Shift_Insnovelc.1006_1007insTGGGTACTACAAGTTGp.Pro336LeufsTer9p.P336Lfs*9P00813protein_codingTCGA-A7-A0D9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ADAinsertionFrame_Shift_Insnovelc.946_947insTp.Gly316ValfsTer4p.G316Vfs*4P00813protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
ADAinsertionNonsense_Mutationnovelc.944_945insCCCAGGCTGAATAAGTCCATTCCTGCACGTGTCTGCGAp.Met315IlefsTer4p.M315Ifs*4P00813protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
ADASNVMissense_Mutationc.347C>Tp.Pro116Leup.P116LP00813protein_codingdeleterious(0.01)possibly_damaging(0.614)TCGA-EX-A69L-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ADASNVMissense_Mutationnovelc.340N>Ap.Pro114Thrp.P114TP00813protein_codingdeleterious(0)probably_damaging(0.984)TCGA-ZJ-AAX4-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ADASNVMissense_Mutationc.824N>Gp.Asp275Glyp.D275GP00813protein_codingtolerated(0.15)benign(0.045)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ADASNVMissense_Mutationc.754N>Ap.Leu252Metp.L252MP00813protein_codingdeleterious(0.05)probably_damaging(0.987)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

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
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE2,3-DIDEOXYADENOSINE3496090
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEPENTOSTATINPENTOSTATIN
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEDIPYRIDAMOLEDIPYRIDAMOLE
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEinhibitor178101507PENTOSTATIN
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE6-METHYLMERCAPTOPURINE RIBOSIDE10102
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEEx vivo adenosine deaminase-transduced hematopoietic stem cell therapy
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEHYDROCORTISONEHYDROCORTISONE2395837
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEPentostatinPENTOSTATIN
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACECORDYCEPINCORDYCEPIN24283924
100ADADRUGGABLE GENOME, ENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACECOBALT9144774
Page: 1 2 3 4