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: RCHY1

Gene summary for RCHY1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCHY1

Gene ID

25898

Gene namering finger and CHY zinc finger domain containing 1
Gene AliasARNIP
Cytomap4q21.1
Gene Typeprotein-coding
GO ID

GO:0000731

UniProtAcc

Q96PM5


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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
25898RCHY1LZE3DHumanEsophagusHGIN4.81e-035.15e-010.0668
25898RCHY1LZE4THumanEsophagusESCC3.35e-092.84e-010.0811
25898RCHY1LZE7THumanEsophagusESCC5.11e-084.36e-010.0667
25898RCHY1LZE8THumanEsophagusESCC1.43e-052.06e-010.067
25898RCHY1LZE22THumanEsophagusESCC2.50e-032.38e-010.068
25898RCHY1LZE24THumanEsophagusESCC1.31e-061.42e-010.0596
25898RCHY1LZE6THumanEsophagusESCC1.81e-102.70e-010.0845
25898RCHY1P1T-EHumanEsophagusESCC4.56e-032.26e-010.0875
25898RCHY1P2T-EHumanEsophagusESCC9.04e-366.12e-010.1177
25898RCHY1P4T-EHumanEsophagusESCC6.28e-295.74e-010.1323
25898RCHY1P5T-EHumanEsophagusESCC1.34e-081.58e-010.1327
25898RCHY1P8T-EHumanEsophagusESCC3.47e-182.51e-010.0889
25898RCHY1P9T-EHumanEsophagusESCC2.31e-059.26e-020.1131
25898RCHY1P10T-EHumanEsophagusESCC5.59e-173.05e-010.116
25898RCHY1P11T-EHumanEsophagusESCC6.72e-134.08e-010.1426
25898RCHY1P12T-EHumanEsophagusESCC4.63e-183.12e-010.1122
25898RCHY1P15T-EHumanEsophagusESCC2.00e-214.65e-010.1149
25898RCHY1P16T-EHumanEsophagusESCC2.60e-204.52e-010.1153
25898RCHY1P17T-EHumanEsophagusESCC1.88e-021.53e-010.1278
25898RCHY1P20T-EHumanEsophagusESCC6.31e-089.54e-020.1124
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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
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
∗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:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:00063012EsophagusESCCpostreplication repair26/855231/187231.32e-051.21e-0426
GO:0019985EsophagusESCCtranslesion synthesis17/855221/187231.03e-035.19e-0317
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004217612LiverCirrhoticregulation of protein catabolic process181/4634391/187237.94e-212.77e-18181
GO:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:190336212LiverCirrhoticregulation of cellular protein catabolic process124/4634255/187239.85e-171.26e-14124
GO:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
GO:004573212LiverCirrhoticpositive regulation of protein catabolic process112/4634231/187233.89e-154.21e-13112
GO:190336412LiverCirrhoticpositive regulation of cellular protein catabolic process80/4634155/187235.04e-133.86e-1180
GO:190305012LiverCirrhoticregulation of proteolysis involved in cellular protein catabolic process103/4634221/187231.14e-128.61e-11103
GO:200005812LiverCirrhoticregulation of ubiquitin-dependent protein catabolic process81/4634164/187237.22e-124.92e-1081
GO:190332012LiverCirrhoticregulation of protein modification by small protein conjugation or removal105/4634242/187231.43e-107.43e-09105
GO:006113612LiverCirrhoticregulation of proteasomal protein catabolic process84/4634187/187231.28e-095.56e-0884
GO:190305211LiverCirrhoticpositive regulation of proteolysis involved in cellular protein catabolic process64/4634133/187234.23e-091.70e-0764
GO:003243412LiverCirrhoticregulation of proteasomal ubiquitin-dependent protein catabolic process64/4634134/187236.16e-092.40e-0764
GO:003139612LiverCirrhoticregulation of protein ubiquitination89/4634210/187231.40e-085.30e-0789
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
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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
RCHY1SNVMissense_Mutationc.640N>Gp.Gln214Glup.Q214EQ96PM5protein_codingtolerated(0.41)benign(0.031)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RCHY1SNVMissense_Mutationrs766486122c.53G>Ap.Arg18Glnp.R18QQ96PM5protein_codingtolerated(0.24)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RCHY1SNVMissense_Mutationc.37C>Gp.Gln13Glup.Q13EQ96PM5protein_codingtolerated(1)benign(0)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RCHY1insertionNonsense_Mutationnovelc.677_678insGAGACAACAGTGAACAATAAAGATAAAAGTCCTTGTCCTCACp.Asn226delinsLysArgGlnGlnTerThrIleLysIleLysValLeuValLeuThrp.N226delinsKRQQ*TIKIKVLVLTQ96PM5protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RCHY1SNVMissense_Mutationc.44N>Ap.Arg15Glnp.R15QQ96PM5protein_codingtolerated(0.5)benign(0)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
RCHY1SNVMissense_Mutationnovelc.528N>Ap.Met176Ilep.M176IQ96PM5protein_codingdeleterious(0.01)benign(0.012)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RCHY1SNVMissense_Mutationnovelc.520N>Ap.Glu174Lysp.E174KQ96PM5protein_codingtolerated(0.42)benign(0.046)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RCHY1SNVMissense_Mutationnovelc.219G>Cp.Gln73Hisp.Q73HQ96PM5protein_codingdeleterious(0.01)possibly_damaging(0.809)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RCHY1deletionFrame_Shift_Delc.202delAp.Ile68PhefsTer53p.I68Ffs*53Q96PM5protein_codingTCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
RCHY1SNVMissense_Mutationc.545N>Ap.Arg182Lysp.R182KQ96PM5protein_codingtolerated(0.09)benign(0.381)TCGA-AP-A056-01Endometriumuterine 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
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