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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:1901800110EsophagusESCCpositive regulation of proteasomal protein catabolic process91/8552114/187236.74e-143.34e-1291
GO:1903052110EsophagusESCCpositive regulation of proteolysis involved in cellular protein catabolic process101/8552133/187239.58e-134.19e-11101
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:0032436111EsophagusESCCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process72/855290/187232.30e-117.87e-1072
GO:2000060111EsophagusESCCpositive regulation of ubiquitin-dependent protein catabolic process81/8552107/187232.23e-106.34e-0981
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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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