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: R3HDM4

Gene summary for R3HDM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

R3HDM4

Gene ID

91300

Gene nameR3H domain containing 4
Gene AliasC19orf22
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96D70


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
91300R3HDM4LZE4THumanEsophagusESCC3.55e-071.29e-010.0811
91300R3HDM4LZE8THumanEsophagusESCC4.09e-051.86e-010.067
91300R3HDM4LZE20THumanEsophagusESCC3.15e-052.76e-010.0662
91300R3HDM4LZE22D1HumanEsophagusHGIN8.55e-073.58e-010.0595
91300R3HDM4LZE24THumanEsophagusESCC1.25e-289.49e-010.0596
91300R3HDM4LZE22D3HumanEsophagusHGIN1.18e-022.80e-010.0653
91300R3HDM4LZE21THumanEsophagusESCC1.83e-044.43e-010.0655
91300R3HDM4P1T-EHumanEsophagusESCC1.92e-129.65e-010.0875
91300R3HDM4P2T-EHumanEsophagusESCC7.37e-172.67e-010.1177
91300R3HDM4P4T-EHumanEsophagusESCC9.84e-337.62e-010.1323
91300R3HDM4P5T-EHumanEsophagusESCC1.04e-232.61e-010.1327
91300R3HDM4P8T-EHumanEsophagusESCC7.89e-182.98e-010.0889
91300R3HDM4P9T-EHumanEsophagusESCC1.15e-287.26e-010.1131
91300R3HDM4P10T-EHumanEsophagusESCC7.97e-304.35e-010.116
91300R3HDM4P11T-EHumanEsophagusESCC4.74e-085.66e-010.1426
91300R3HDM4P12T-EHumanEsophagusESCC1.45e-315.85e-010.1122
91300R3HDM4P15T-EHumanEsophagusESCC6.97e-369.02e-010.1149
91300R3HDM4P16T-EHumanEsophagusESCC7.89e-235.04e-010.1153
91300R3HDM4P17T-EHumanEsophagusESCC1.81e-157.83e-010.1278
91300R3HDM4P19T-EHumanEsophagusESCC1.39e-047.38e-010.1662
Page: 1 2 3 4 5 6 

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
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
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
R3HDM4SNVMissense_Mutationrs537357318c.524N>Ap.Arg175Hisp.R175HQ96D70protein_codingdeleterious(0.01)benign(0.069)TCGA-E9-A1RE-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
R3HDM4insertionFrame_Shift_Insnovelc.398_404dupTTCTTCGp.Tyr136SerfsTer7p.Y136Sfs*7Q96D70protein_codingTCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
R3HDM4SNVMissense_Mutationrs777141353c.484G>Ap.Ala162Thrp.A162TQ96D70protein_codingdeleterious(0.04)benign(0.198)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
R3HDM4SNVMissense_Mutationnovelc.506N>Cp.Phe169Serp.F169SQ96D70protein_codingdeleterious(0)probably_damaging(0.948)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
R3HDM4SNVMissense_Mutationc.648N>Gp.Ser216Argp.S216RQ96D70protein_codingdeleterious(0.04)benign(0.003)TCGA-CM-4752-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
R3HDM4SNVMissense_Mutationnovelc.649N>Ap.Phe217Ilep.F217IQ96D70protein_codingdeleterious(0)benign(0.104)TCGA-CM-5341-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfluorouracilSD
R3HDM4SNVMissense_Mutationc.119G>Ap.Arg40Lysp.R40KQ96D70protein_codingtolerated(0.17)benign(0.092)TCGA-CM-6680-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
R3HDM4SNVMissense_Mutationrs768386258c.784N>Ap.Ala262Thrp.A262TQ96D70protein_codingtolerated(0.14)benign(0.422)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
R3HDM4SNVMissense_Mutationrs537357318c.524N>Ap.Arg175Hisp.R175HQ96D70protein_codingdeleterious(0.01)benign(0.069)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
R3HDM4SNVMissense_Mutationnovelc.194N>Gp.Lys65Argp.K65RQ96D70protein_codingtolerated(0.08)probably_damaging(0.984)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 

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