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: HBEGF

Gene summary for HBEGF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HBEGF

Gene ID

1839

Gene nameheparin binding EGF like growth factor
Gene AliasDTR
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q99075


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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
1839HBEGFHSIL_HPV_1HumanCervixHSIL_HPV3.46e-02-1.61e-010.0116
1839HBEGFsample1HumanCervixCC2.83e-055.23e-010.0959
1839HBEGFT1HumanCervixCC3.56e-216.75e-010.0918
1839HBEGFT2HumanCervixCC3.10e-044.79e-010.0709
1839HBEGFLZE21D1HumanEsophagusHGIN2.75e-05-6.87e-010.0632
1839HBEGFLZE24THumanEsophagusESCC3.18e-10-7.38e-010.0596
1839HBEGFLZE6THumanEsophagusESCC3.64e-03-5.82e-010.0845
1839HBEGFP1T-EHumanEsophagusESCC7.73e-031.03e-010.0875
1839HBEGFP2T-EHumanEsophagusESCC2.39e-06-6.34e-010.1177
1839HBEGFP10T-EHumanEsophagusESCC8.88e-37-8.45e-010.116
1839HBEGFP11T-EHumanEsophagusESCC1.09e-101.45e+000.1426
1839HBEGFP12T-EHumanEsophagusESCC6.77e-11-3.97e-010.1122
1839HBEGFP16T-EHumanEsophagusESCC4.27e-28-7.89e-010.1153
1839HBEGFP20T-EHumanEsophagusESCC9.06e-071.66e+000.1124
1839HBEGFP22T-EHumanEsophagusESCC1.58e-08-2.60e-010.1236
1839HBEGFP24T-EHumanEsophagusESCC1.90e-07-5.39e-010.1287
1839HBEGFP28T-EHumanEsophagusESCC4.94e-171.34e+000.1149
1839HBEGFP30T-EHumanEsophagusESCC9.05e-111.27e+000.137
1839HBEGFP38T-EHumanEsophagusESCC1.66e-04-6.05e-010.127
1839HBEGFP39T-EHumanEsophagusESCC1.55e-05-4.38e-010.0894
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

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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
GO:00459277CervixCCpositive regulation of growth53/2311259/187231.33e-041.64e-0353
GO:00420586CervixCCregulation of epidermal growth factor receptor signaling pathway21/231173/187231.36e-041.67e-0321
GO:00015588CervixCCregulation of cell growth77/2311414/187231.40e-041.70e-0377
GO:19011846CervixCCregulation of ERBB signaling pathway22/231179/187231.61e-041.93e-0322
GO:00903037CervixCCpositive regulation of wound healing18/231159/187231.78e-042.09e-0318
GO:00303077CervixCCpositive regulation of cell growth36/2311166/187234.84e-044.75e-0336
GO:00518964CervixCCregulation of protein kinase B signaling39/2311185/187235.25e-045.10e-0339
GO:0033002CervixCCmuscle cell proliferation49/2311248/187235.43e-045.24e-0349
GO:00518973CervixCCpositive regulation of protein kinase B signaling28/2311120/187235.90e-045.59e-0328
GO:00434913CervixCCprotein kinase B signaling43/2311211/187235.95e-045.60e-0343
GO:0035313CervixCCwound healing, spreading of epidermal cells8/231119/187231.14e-039.34e-038
GO:00071761CervixCCregulation of epidermal growth factor-activated receptor activity10/231130/187232.33e-031.66e-0210
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:00486593CervixCCsmooth muscle cell proliferation36/2311184/187233.27e-032.13e-0236
GO:00486603CervixCCregulation of smooth muscle cell proliferation35/2311180/187234.10e-032.54e-0235
GO:00486612CervixCCpositive regulation of smooth muscle cell proliferation22/2311104/187237.59e-034.04e-0222
GO:006032612CervixHSIL_HPVcell chemotaxis36/737310/187236.69e-098.80e-0736
GO:004206015CervixHSIL_HPVwound healing40/737422/187232.80e-071.61e-0540
GO:001063113CervixHSIL_HPVepithelial cell migration33/737357/187235.28e-062.04e-0433
GO:000166715CervixHSIL_HPVameboidal-type cell migration40/737475/187235.48e-062.07e-0440
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491520CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa051207CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa04915110CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa0512014CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa0517125CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0491524CervixHSIL_HPVEstrogen signaling pathway19/459138/84651.54e-041.74e-031.40e-0319
hsa0517135CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0491534CervixHSIL_HPVEstrogen signaling pathway19/459138/84651.54e-041.74e-031.40e-0319
hsa0517139EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa0520528EsophagusHGINProteoglycans in cancer47/1383205/84658.23e-034.71e-023.74e-0247
hsa05171115EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa05205112EsophagusHGINProteoglycans in cancer47/1383205/84658.23e-034.71e-023.74e-0247
hsa05171211EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0521910EsophagusESCCBladder cancer35/420541/84651.91e-061.15e-055.87e-0635
hsa0512018EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa0401218EsophagusESCCErbB signaling pathway56/420585/84651.78e-035.24e-032.68e-0356
hsa015227EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
hsa0492816EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa05171310EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
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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
HBEGFEGFRHBEGF_EGFREGFBreastADJ
HBEGFEGFRHBEGF_EGFREGFBreastDCIS
HBEGFEGFR_ERBB2HBEGF_EGFR_ERBB2EGFBreastDCIS
HBEGFEGFRHBEGF_EGFREGFBreastHealthy
HBEGFEGFRHBEGF_EGFREGFBreastPrecancer
HBEGFEGFRHBEGF_EGFREGFCervixADJ
HBEGFEGFRHBEGF_EGFREGFCervixCC
HBEGFEGFR_ERBB2HBEGF_EGFR_ERBB2EGFCervixCC
HBEGFERBB4HBEGF_ERBB4EGFCervixCC
HBEGFERBB2_ERBB4HBEGF_ERBB2_ERBB4EGFCervixCC
HBEGFEGFRHBEGF_EGFREGFCervixHealthy
HBEGFEGFRHBEGF_EGFREGFCervixPrecancer
HBEGFEGFRHBEGF_EGFREGFCRCMSS
HBEGFEGFR_ERBB2HBEGF_EGFR_ERBB2EGFCRCMSS
HBEGFEGFRHBEGF_EGFREGFEndometriumADJ
HBEGFERBB4HBEGF_ERBB4EGFEndometriumADJ
HBEGFEGFRHBEGF_EGFREGFEndometriumAEH
HBEGFERBB4HBEGF_ERBB4EGFEndometriumAEH
HBEGFEGFRHBEGF_EGFREGFEndometriumEEC
HBEGFERBB4HBEGF_ERBB4EGFEndometriumEEC
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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
HBEGFSNVMissense_Mutationnovelc.70N>Ap.Glu24Lysp.E24KQ99075protein_codingtolerated(0.08)benign(0.054)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
HBEGFSNVMissense_Mutationc.466N>Gp.Thr156Alap.T156AQ99075protein_codingtolerated(0.52)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HBEGFSNVMissense_Mutationnovelc.458G>Ap.Arg153Hisp.R153HQ99075protein_codingtolerated(0.16)benign(0.003)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HBEGFSNVMissense_Mutationc.473N>Gp.Asp158Glyp.D158GQ99075protein_codingdeleterious(0.01)possibly_damaging(0.696)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HBEGFSNVMissense_Mutationnovelc.298N>Tp.Gly100Trpp.G100WQ99075protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HBEGFSNVMissense_Mutationnovelc.298N>Tp.Gly100Trpp.G100WQ99075protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HBEGFSNVMissense_Mutationnovelc.5N>Cp.Lys2Thrp.K2TQ99075protein_codingdeleterious_low_confidence(0)probably_damaging(0.981)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HBEGFSNVMissense_Mutationc.160N>Ap.Gly54Argp.G54RQ99075protein_codingtolerated(0.37)benign(0.134)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HBEGFSNVMissense_Mutationnovelc.41N>Tp.Ala14Valp.A14VQ99075protein_codingtolerated(0.13)benign(0.432)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HBEGFSNVMissense_Mutationc.382N>Tp.Arg128Trpp.R128WQ99075protein_codingdeleterious(0)probably_damaging(0.983)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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
1839HBEGFCELL SURFACE, GROWTH FACTOR, DRUGGABLE GENOMEcetuximabCETUXIMAB
1839HBEGFCELL SURFACE, GROWTH FACTOR, DRUGGABLE GENOMEANTISERUM7538797
1839HBEGFCELL SURFACE, GROWTH FACTOR, DRUGGABLE GENOMEU3-1565
1839HBEGFCELL SURFACE, GROWTH FACTOR, DRUGGABLE GENOMEpanitumumabPANITUMUMAB
1839HBEGFCELL SURFACE, GROWTH FACTOR, DRUGGABLE GENOMEKHK-2866KHK-2866
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