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: HMMR

Gene summary for HMMR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMMR

Gene ID

3161

Gene namehyaluronan mediated motility receptor
Gene AliasCD168
Cytomap5q34
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

O75330


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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
3161HMMRLZE2THumanEsophagusESCC3.94e-076.95e-010.082
3161HMMRP2T-EHumanEsophagusESCC4.31e-063.43e-010.1177
3161HMMRP4T-EHumanEsophagusESCC6.14e-114.43e-010.1323
3161HMMRP5T-EHumanEsophagusESCC5.79e-165.52e-010.1327
3161HMMRP10T-EHumanEsophagusESCC8.40e-041.75e-010.116
3161HMMRP17T-EHumanEsophagusESCC8.50e-054.29e-010.1278
3161HMMRP19T-EHumanEsophagusESCC6.53e-045.18e-010.1662
3161HMMRP21T-EHumanEsophagusESCC4.12e-114.33e-010.1617
3161HMMRP22T-EHumanEsophagusESCC8.84e-053.43e-010.1236
3161HMMRP24T-EHumanEsophagusESCC9.02e-114.22e-010.1287
3161HMMRP28T-EHumanEsophagusESCC2.02e-062.05e-010.1149
3161HMMRP31T-EHumanEsophagusESCC1.88e-042.18e-010.1251
3161HMMRP32T-EHumanEsophagusESCC1.35e-231.11e+000.1666
3161HMMRP36T-EHumanEsophagusESCC1.55e-043.72e-010.1187
3161HMMRP37T-EHumanEsophagusESCC3.34e-072.89e-010.1371
3161HMMRP38T-EHumanEsophagusESCC3.67e-053.85e-010.127
3161HMMRP44T-EHumanEsophagusESCC6.29e-053.04e-010.1096
3161HMMRP52T-EHumanEsophagusESCC9.20e-062.23e-010.1555
3161HMMRP56T-EHumanEsophagusESCC1.75e-028.30e-010.1613
3161HMMRP62T-EHumanEsophagusESCC2.60e-031.91e-010.1302
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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
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
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
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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
HMMRSNVMissense_Mutationc.1551N>Cp.Gln517Hisp.Q517HO75330protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HMMRdeletionFrame_Shift_Delrs761272507c.2001delAp.Lys667AsnfsTer11p.K667Nfs*11O75330protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
HMMRSNVMissense_Mutationrs764564030c.715N>Ap.Glu239Lysp.E239KO75330protein_codingtolerated(0.09)benign(0.052)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HMMRSNVMissense_Mutationc.1408N>Ap.Glu470Lysp.E470KO75330protein_codingdeleterious(0.01)possibly_damaging(0.894)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HMMRSNVMissense_Mutationnovelc.1507N>Ap.Glu503Lysp.E503KO75330protein_codingtolerated(0.16)possibly_damaging(0.73)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HMMRSNVMissense_Mutationnovelc.1585N>Cp.Glu529Glnp.E529QO75330protein_codingtolerated(0.32)possibly_damaging(0.509)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HMMRdeletionFrame_Shift_Delrs761272507c.2001delAp.Lys667AsnfsTer11p.K667Nfs*11O75330protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HMMRSNVMissense_Mutationc.712N>Gp.Ile238Valp.I238VO75330protein_codingtolerated(0.16)possibly_damaging(0.847)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
HMMRSNVMissense_Mutationc.425T>Ap.Ile142Asnp.I142NO75330protein_codingdeleterious(0.01)benign(0.397)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
HMMRSNVMissense_Mutationc.233C>Ap.Ser78Tyrp.S78YO75330protein_codingdeleterious(0.01)benign(0.232)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=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
3161HMMRKINASE, CELL SURFACE, DRUGGABLE GENOMEepirubicinEPIRUBICIN
3161HMMRKINASE, CELL SURFACE, DRUGGABLE GENOMEHYALURONANHYALURONAN
3161HMMRKINASE, CELL SURFACE, DRUGGABLE GENOMEfluorouracilFLUOROURACIL
3161HMMRKINASE, CELL SURFACE, DRUGGABLE GENOMEcyclophosphamideCYCLOPHOSPHAMIDE
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