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: AFM

Gene summary for AFM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AFM

Gene ID

173

Gene nameafamin
Gene AliasALB2
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P43652


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
173AFMNAFLD1HumanLiverNAFLD5.60e-088.77e-01-0.04
173AFMS41HumanLiverCirrhotic3.04e-033.77e-01-0.0343
173AFMS43HumanLiverCirrhotic2.29e-07-1.63e-01-0.0187
173AFMHCC1_MengHumanLiverHCC1.79e-10-2.75e-010.0246
173AFMHCC2_MengHumanLiverHCC4.58e-11-2.78e-010.0107
173AFMcirrhotic1HumanLiverCirrhotic1.16e-04-2.45e-010.0202
173AFMcirrhotic2HumanLiverCirrhotic5.64e-06-2.37e-010.0201
173AFMcirrhotic3HumanLiverCirrhotic6.39e-04-2.78e-010.0215
173AFMHCC2HumanLiverHCC2.50e-224.29e+000.5341
173AFMPt14.dHumanLiverHCC3.37e-02-2.02e-010.0143
173AFMS016HumanLiverHCC4.20e-03-2.78e-010.2243
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.

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
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:1901293ColorectumADnucleoside phosphate biosynthetic process80/3918256/187236.31e-051.05e-0380
GO:0009165ColorectumADnucleotide biosynthetic process79/3918254/187238.33e-051.30e-0379
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00442702ColorectumMSScellular nitrogen compound catabolic process141/3467451/187232.95e-113.83e-09141
GO:00467002ColorectumMSSheterocycle catabolic process139/3467445/187234.37e-115.05e-09139
GO:19013612ColorectumMSSorganic cyclic compound catabolic process148/3467495/187233.47e-103.18e-08148
GO:00194392ColorectumMSSaromatic compound catabolic process140/3467467/187238.56e-106.85e-08140
GO:00091172ColorectumMSSnucleotide metabolic process144/3467489/187231.87e-091.35e-07144
GO:00067532ColorectumMSSnucleoside phosphate metabolic process145/3467497/187233.25e-092.23e-07145
GO:19012932ColorectumMSSnucleoside phosphate biosynthetic process71/3467256/187231.80e-042.56e-0371
GO:00091652ColorectumMSSnucleotide biosynthetic process70/3467254/187232.44e-043.34e-0370
Page: 1 2 3 4 5 6 7 

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
AFMSNVMissense_Mutationc.1230N>Tp.Lys410Asnp.K410NP43652protein_codingtolerated(0.1)benign(0.198)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AFMSNVMissense_Mutationc.1515C>Ap.Phe505Leup.F505LP43652protein_codingtolerated(0.54)probably_damaging(0.998)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AFMSNVMissense_Mutationc.931N>Tp.Gly311Cysp.G311CP43652protein_codingdeleterious(0)probably_damaging(0.947)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
AFMinsertionFrame_Shift_Insnovelc.613_614insATp.Arg205AsnfsTer10p.R205Nfs*10P43652protein_codingTCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
AFMinsertionNonsense_Mutationnovelc.614_615insAAGTTGCCAGAAGGAACCCATTTGTCTTCGCCCCTACACTTCTAACTGTTGCTGTTCATTTTGAGGAp.Ala206SerfsTer21p.A206Sfs*21P43652protein_codingTCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
AFMinsertionNonsense_Mutationnovelc.270_270+1insCTTTCTGCCGGTTAGGCACAp.Asn91LeufsTer5p.N91Lfs*5P43652protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AFMSNVMissense_Mutationc.836N>Tp.Arg279Leup.R279LP43652protein_codingtolerated(0.11)benign(0.066)TCGA-EA-A411-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AFMSNVMissense_Mutationc.161N>Gp.Tyr54Cysp.Y54CP43652protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-AD-6965-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
AFMSNVMissense_Mutationc.539C>Tp.Thr180Ilep.T180IP43652protein_codingtolerated(0.14)possibly_damaging(0.739)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
AFMSNVMissense_Mutationc.770C>Ap.Ser257Tyrp.S257YP43652protein_codingdeleterious(0.04)probably_damaging(0.93)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 7 8 

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