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: WHAMM

Gene summary for WHAMM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WHAMM

Gene ID

123720

Gene nameWASP homolog associated with actin, golgi membranes and microtubules
Gene AliasWHAMM1
Cytomap15q25.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8TF30


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
123720WHAMMLZE20THumanEsophagusESCC3.77e-072.34e-010.0662
123720WHAMMLZE24THumanEsophagusESCC2.89e-123.15e-010.0596
123720WHAMMP1T-EHumanEsophagusESCC1.07e-165.27e-010.0875
123720WHAMMP2T-EHumanEsophagusESCC9.79e-204.06e-010.1177
123720WHAMMP4T-EHumanEsophagusESCC4.60e-296.29e-010.1323
123720WHAMMP5T-EHumanEsophagusESCC1.28e-091.55e-010.1327
123720WHAMMP8T-EHumanEsophagusESCC1.27e-163.23e-010.0889
123720WHAMMP9T-EHumanEsophagusESCC7.05e-163.72e-010.1131
123720WHAMMP10T-EHumanEsophagusESCC1.50e-122.70e-010.116
123720WHAMMP11T-EHumanEsophagusESCC1.96e-144.57e-010.1426
123720WHAMMP12T-EHumanEsophagusESCC1.02e-244.90e-010.1122
123720WHAMMP15T-EHumanEsophagusESCC1.98e-255.17e-010.1149
123720WHAMMP16T-EHumanEsophagusESCC4.58e-224.50e-010.1153
123720WHAMMP19T-EHumanEsophagusESCC1.01e-032.25e-010.1662
123720WHAMMP20T-EHumanEsophagusESCC2.96e-164.01e-010.1124
123720WHAMMP21T-EHumanEsophagusESCC3.41e-071.89e-010.1617
123720WHAMMP22T-EHumanEsophagusESCC6.86e-273.21e-010.1236
123720WHAMMP23T-EHumanEsophagusESCC8.79e-256.81e-010.108
123720WHAMMP24T-EHumanEsophagusESCC1.36e-131.53e-010.1287
123720WHAMMP26T-EHumanEsophagusESCC9.94e-224.45e-010.1276
Page: 1 2 3 4 5 

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.

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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:0150115110EsophagusESCCcell-substrate junction organization77/8552101/187233.46e-109.57e-0977
GO:000704418EsophagusESCCcell-substrate junction assembly73/855295/187235.27e-101.35e-0873
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:0032273111EsophagusESCCpositive regulation of protein polymerization95/8552138/187232.97e-085.57e-0795
GO:004804116EsophagusESCCfocal adhesion assembly65/855287/187233.28e-086.08e-0765
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:0032956111EsophagusESCCregulation of actin cytoskeleton organization210/8552358/187234.40e-076.00e-06210
GO:0032271111EsophagusESCCregulation of protein polymerization143/8552233/187239.21e-071.17e-05143
GO:011005327EsophagusESCCregulation of actin filament organization166/8552278/187231.54e-061.85e-05166
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa04530210Oral cavityEOLPTight junction39/1218169/84651.52e-035.34e-033.15e-0339
hsa0453038Oral cavityEOLPTight junction39/1218169/84651.52e-035.34e-033.15e-0339
hsa0453045Oral cavityNEOLPTight junction39/1112169/84652.50e-041.62e-031.02e-0339
hsa0453055Oral cavityNEOLPTight junction39/1112169/84652.50e-041.62e-031.02e-0339
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
WHAMMSNVMissense_Mutationnovelc.1342N>Cp.Val448Leup.V448LQ8TF30protein_codingtolerated(0.53)benign(0.003)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
WHAMMSNVMissense_Mutationnovelc.1760A>Cp.His587Prop.H587PQ8TF30protein_codingtolerated(0.28)possibly_damaging(0.656)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
WHAMMSNVMissense_Mutationnovelc.886C>Gp.Gln296Glup.Q296EQ8TF30protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AC-A6IX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
WHAMMSNVMissense_Mutationnovelc.1587N>Cp.Glu529Aspp.E529DQ8TF30protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
WHAMMSNVMissense_Mutationnovelc.1587N>Cp.Glu529Aspp.E529DQ8TF30protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
WHAMMSNVMissense_Mutationrs758570876c.2215N>Gp.Ile739Valp.I739VQ8TF30protein_codingtolerated(1)benign(0)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
WHAMMinsertionFrame_Shift_Insnovelc.1585_1586insCp.Glu529AlafsTer18p.E529Afs*18Q8TF30protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
WHAMMinsertionFrame_Shift_Insnovelc.1585_1586insCp.Glu529AlafsTer18p.E529Afs*18Q8TF30protein_codingTCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
WHAMMdeletionFrame_Shift_Delnovelc.1718delNp.Gln573ArgfsTer13p.Q573Rfs*13Q8TF30protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WHAMMSNVMissense_Mutationrs190194464c.700N>Ap.Val234Metp.V234MQ8TF30protein_codingtolerated(0.53)benign(0.034)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
Page: 1 2 3 4 5 6 

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