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: HHIP

Gene summary for HHIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HHIP

Gene ID

64399

Gene namehedgehog interacting protein
Gene AliasHIP
Cytomap4q31.21
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q96QV1


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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
64399HHIPP10T-EHumanEsophagusESCC1.33e-651.24e+000.116
64399HHIPP12T-EHumanEsophagusESCC2.93e-156.33e-010.1122
64399HHIPP31T-EHumanEsophagusESCC4.17e-052.69e-010.1251
64399HHIPATC11HumanThyroidATC1.70e-111.53e+000.3386
64399HHIPATC13HumanThyroidATC8.48e-154.86e-010.34
64399HHIPATC2HumanThyroidATC1.70e-051.77e+000.34
64399HHIPATC3HumanThyroidATC1.30e-231.71e+000.338
64399HHIPATC5HumanThyroidATC5.11e-125.12e-010.34
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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
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:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:00604257EsophagusESCClung morphogenesis37/855250/187234.42e-053.51e-0437
GO:00604414EsophagusESCCepithelial tube branching involved in lung morphogenesis22/855229/187239.30e-044.73e-0322
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00017639EsophagusESCCmorphogenesis of a branching structure106/8552196/187231.08e-023.66e-02106
GO:006056222ThyroidATCepithelial tube morphogenesis156/6293325/187234.48e-088.14e-07156
GO:003032321ThyroidATCrespiratory tube development93/6293181/187235.67e-078.02e-0693
GO:003032421ThyroidATClung development90/6293177/187231.53e-061.88e-0590
GO:006054121ThyroidATCrespiratory system development100/6293203/187232.66e-063.08e-05100
GO:009028721ThyroidATCregulation of cellular response to growth factor stimulus140/6293304/187233.91e-064.33e-05140
GO:000176317ThyroidATCmorphogenesis of a branching structure96/6293196/187235.68e-066.04e-0596
GO:006113815ThyroidATCmorphogenesis of a branching epithelium88/6293182/187232.55e-052.20e-0488
GO:00487053ThyroidATCskeletal system morphogenesis101/6293220/187239.48e-056.93e-04101
GO:00487545ThyroidATCbranching morphogenesis of an epithelial tube71/6293151/187234.18e-042.50e-0371
GO:00458791ThyroidATCnegative regulation of smoothened signaling pathway20/629332/187237.67e-044.24e-0320
GO:0008589ThyroidATCregulation of smoothened signaling pathway40/629381/187232.36e-031.10e-0240
GO:0007224ThyroidATCsmoothened signaling pathway60/6293138/187239.75e-033.57e-0260
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
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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
HHIPSNVMissense_Mutationnovelc.1789A>Gp.Thr597Alap.T597AQ96QV1protein_codingtolerated(0.71)benign(0)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
HHIPdeletionFrame_Shift_Delnovelc.1332delNp.Asn445ThrfsTer4p.N445Tfs*4Q96QV1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HHIPSNVMissense_Mutationc.322G>Cp.Glu108Glnp.E108QQ96QV1protein_codingtolerated(0.28)benign(0.018)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HHIPdeletionFrame_Shift_Delnovelc.764delNp.Pro256LeufsTer21p.P256Lfs*21Q96QV1protein_codingTCGA-VS-A9V0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HHIPSNVMissense_Mutationc.40N>Ap.Val14Metp.V14MQ96QV1protein_codingtolerated_low_confidence(0.27)benign(0.003)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HHIPSNVMissense_Mutationrs146905204c.862G>Ap.Ala288Thrp.A288TQ96QV1protein_codingtolerated(0.06)probably_damaging(0.997)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
HHIPSNVMissense_Mutationc.139C>Tp.Arg47Cysp.R47CQ96QV1protein_codingdeleterious(0)possibly_damaging(0.823)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
HHIPSNVMissense_Mutationnovelc.1777N>Ap.Glu593Lysp.E593KQ96QV1protein_codingtolerated(1)benign(0.059)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HHIPSNVMissense_Mutationc.1526N>Gp.Tyr509Cysp.Y509CQ96QV1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HHIPSNVMissense_Mutationc.1745N>Gp.Ile582Serp.I582SQ96QV1protein_codingdeleterious(0.03)benign(0.005)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
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