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: RACK1

Gene summary for RACK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RACK1

Gene ID

10399

Gene namereceptor for activated C kinase 1
Gene AliasGNB2L1
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

E9KL35


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
10399RACK1GSM4909281HumanBreastIDC2.78e-59-3.78e-020.21
10399RACK1GSM4909282HumanBreastIDC2.17e-647.13e-02-0.0288
10399RACK1GSM4909285HumanBreastIDC1.23e-254.45e-010.21
10399RACK1GSM4909286HumanBreastIDC5.49e-731.16e-010.1081
10399RACK1GSM4909287HumanBreastIDC1.51e-256.44e-020.2057
10399RACK1GSM4909289HumanBreastIDC1.57e-082.62e-010.1064
10399RACK1GSM4909290HumanBreastIDC1.79e-41-6.68e-020.2096
10399RACK1GSM4909291HumanBreastIDC8.71e-204.37e-010.1753
10399RACK1GSM4909293HumanBreastIDC3.18e-682.57e-010.1581
10399RACK1GSM4909294HumanBreastIDC3.12e-211.51e-020.2022
10399RACK1GSM4909295HumanBreastIDC4.43e-082.78e-010.0898
10399RACK1GSM4909296HumanBreastIDC4.20e-195.43e-010.1524
10399RACK1GSM4909297HumanBreastIDC1.18e-042.31e-010.1517
10399RACK1GSM4909298HumanBreastIDC1.07e-334.46e-010.1551
10399RACK1GSM4909299HumanBreastIDC3.78e-373.80e-010.035
10399RACK1GSM4909300HumanBreastIDC6.35e-093.90e-010.0334
10399RACK1GSM4909301HumanBreastIDC3.73e-421.37e-010.1577
10399RACK1GSM4909302HumanBreastIDC1.67e-191.43e-010.1545
10399RACK1GSM4909303HumanBreastIDC3.05e-132.52e-010.0438
10399RACK1GSM4909304HumanBreastIDC1.64e-622.02e-010.1636
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 

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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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.

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:0050765ThyroidPTCnegative regulation of phagocytosis13/596823/187231.25e-024.88e-0213
GO:001049832ThyroidATCproteasomal protein catabolic process309/6293490/187231.78e-411.13e-37309
GO:0043161210ThyroidATCproteasome-mediated ubiquitin-dependent protein catabolic process265/6293412/187237.09e-381.49e-34265
GO:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
GO:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:004217635ThyroidATCregulation of protein catabolic process239/6293391/187232.63e-291.85e-26239
GO:0048193111ThyroidATCGolgi vesicle transport189/6293296/187239.58e-275.05e-24189
GO:190336235ThyroidATCregulation of cellular protein catabolic process168/6293255/187233.50e-261.58e-23168
GO:003497633ThyroidATCresponse to endoplasmic reticulum stress167/6293256/187232.62e-251.03e-22167
GO:190305035ThyroidATCregulation of proteolysis involved in cellular protein catabolic process146/6293221/187234.18e-231.20e-20146
GO:006113633ThyroidATCregulation of proteasomal protein catabolic process128/6293187/187231.63e-224.30e-20128
GO:2000058210ThyroidATCregulation of ubiquitin-dependent protein catabolic process116/6293164/187232.15e-225.43e-20116
GO:0032434210ThyroidATCregulation of proteasomal ubiquitin-dependent protein catabolic process100/6293134/187232.41e-225.86e-20100
GO:0045732210ThyroidATCpositive regulation of protein catabolic process148/6293231/187231.93e-214.36e-19148
GO:200123335ThyroidATCregulation of apoptotic signaling pathway206/6293356/187232.81e-215.92e-19206
GO:000697934ThyroidATCresponse to oxidative stress246/6293446/187232.98e-216.09e-19246
GO:190336434ThyroidATCpositive regulation of cellular protein catabolic process109/6293155/187238.26e-211.49e-18109
GO:1903829210ThyroidATCpositive regulation of cellular protein localization167/6293276/187233.32e-205.38e-18167
GO:009719335ThyroidATCintrinsic apoptotic signaling pathway171/6293288/187231.86e-192.67e-17171
GO:190180027ThyroidATCpositive regulation of proteasomal protein catabolic process85/6293114/187233.70e-195.20e-1785
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 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa05162LungIACMeasles27/1053139/84651.16e-024.20e-022.79e-0227
hsa051621LungIACMeasles27/1053139/84651.16e-024.20e-022.79e-0227
hsa051628Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa0516212Oral cavityOSCCMeasles90/3704139/84654.10e-072.50e-061.27e-0690
hsa0516241Oral cavityEOLPMeasles42/1218139/84651.11e-069.96e-065.87e-0642
hsa051625Oral cavityEOLPMeasles42/1218139/84651.11e-069.96e-065.87e-0642
hsa051626Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa051627Oral cavityNEOLPMeasles35/1112139/84658.30e-056.14e-043.86e-0435
hsa051624ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa0516211ProstateBPHMeasles42/1718139/84653.35e-031.23e-027.61e-0342
hsa051622ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
hsa051623ProstateTumorMeasles44/1791139/84652.33e-038.85e-035.49e-0344
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
RACK1SNVMissense_Mutationc.260N>Gp.Leu87Argp.L87RP63244protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0SW-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
RACK1SNVMissense_Mutationnovelc.923N>Cp.Arg308Prop.R308PP63244protein_codingdeleterious(0)probably_damaging(0.977)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
RACK1SNVMissense_Mutationc.357N>Tp.Gln119Hisp.Q119HP63244protein_codingdeleterious(0.01)possibly_damaging(0.905)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RACK1SNVMissense_Mutationrs745953408c.53N>Gp.Val18Glyp.V18GP63244protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
RACK1SNVMissense_Mutationnovelc.32N>Cp.Leu11Prop.L11PP63244protein_codingdeleterious(0)probably_damaging(0.955)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
RACK1SNVMissense_Mutationrs745953408c.53N>Gp.Val18Glyp.V18GP63244protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
RACK1insertionFrame_Shift_Insnovelc.819_820insCTTAATTCAAAACTAATTTATTCCTCAGGTCAAAAGTTTTGGGGTGGp.Val274LeufsTer55p.V274Lfs*55P63244protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RACK1insertionNonsense_Mutationnovelc.799_800insGAGCCTTATCACCAGCTGTTTCTTCCTCAAGGAATACATAACCACp.Val267delinsGlyAlaLeuSerProAlaValSerSerSerArgAsnThrTerProLeup.V267delinsGALSPAVSSSRNT*PLP63244protein_codingTCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
RACK1deletionFrame_Shift_Delnovelc.334delNp.Ala112ProfsTer73p.A112Pfs*73P63244protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RACK1SNVMissense_Mutationnovelc.262N>Tp.Arg88Cysp.R88CP63244protein_codingdeleterious(0.02)benign(0.071)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 

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
Page: 1