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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	Gene summary
	Malignant transformation analysis
	Malignant transformation related pathway analysis
	Cell-cell communication analysis
	Single-cell gene regulatory network inference analysis
	Somatic mutation of malignant transformation related genes
	Related drugs of malignant transformation related genes

Gene: WNT5A

Gene summary for WNT5A

Gene summary.

Gene information	Species	Human
	Gene symbol	WNT5A
	Gene ID	7474
	Gene name	Wnt family member 5A
	Gene Alias	hWNT5A
	Cytomap	3p14.3
	Gene Type	protein-coding
	GO ID	GO:0000003
	UniProtAcc	A0A024R316

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Malignant transformation analysis

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

Malignant transformation involving gene list.

Entrez ID	Symbol	Replicates	Species	Organ	Tissue	Adj P-value	Log2FC	Malignancy
7474	WNT5A	LZE4T	Human	Esophagus	ESCC	1.47e-05	2.62e-01	0.0811
7474	WNT5A	P4T-E	Human	Esophagus	ESCC	1.29e-08	3.40e-01	0.1323
7474	WNT5A	P8T-E	Human	Esophagus	ESCC	9.35e-12	2.41e-01	0.0889
7474	WNT5A	P9T-E	Human	Esophagus	ESCC	7.73e-07	2.00e-01	0.1131
7474	WNT5A	P10T-E	Human	Esophagus	ESCC	7.80e-11	2.40e-01	0.116
7474	WNT5A	P12T-E	Human	Esophagus	ESCC	2.33e-33	6.94e-01	0.1122
7474	WNT5A	P15T-E	Human	Esophagus	ESCC	6.29e-13	3.25e-01	0.1149
7474	WNT5A	P22T-E	Human	Esophagus	ESCC	6.11e-04	1.56e-01	0.1236
7474	WNT5A	P23T-E	Human	Esophagus	ESCC	5.15e-05	3.79e-01	0.108
7474	WNT5A	P24T-E	Human	Esophagus	ESCC	7.66e-05	2.02e-01	0.1287
7474	WNT5A	P26T-E	Human	Esophagus	ESCC	1.93e-16	3.97e-01	0.1276
7474	WNT5A	P27T-E	Human	Esophagus	ESCC	6.39e-18	3.45e-01	0.1055
7474	WNT5A	P28T-E	Human	Esophagus	ESCC	4.38e-05	7.38e-02	0.1149
7474	WNT5A	P30T-E	Human	Esophagus	ESCC	3.26e-21	9.54e-01	0.137
7474	WNT5A	P32T-E	Human	Esophagus	ESCC	9.60e-09	2.51e-01	0.1666
7474	WNT5A	P36T-E	Human	Esophagus	ESCC	4.78e-07	3.85e-01	0.1187
7474	WNT5A	P39T-E	Human	Esophagus	ESCC	2.79e-12	2.82e-01	0.0894
7474	WNT5A	P42T-E	Human	Esophagus	ESCC	4.51e-07	4.71e-01	0.1175
7474	WNT5A	P47T-E	Human	Esophagus	ESCC	1.69e-02	2.39e-01	0.1067
7474	WNT5A	P48T-E	Human	Esophagus	ESCC	6.01e-11	2.86e-01	0.0959

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Transcriptomic changes along malignancy continuum.

Tissue	Expression Dynamics	Abbreviation
Esophagus		ESCC: Esophageal squamous cell carcinoma
		HGIN: High-grade intraepithelial neoplasias
		LGIN: Low-grade intraepithelial neoplasias
Thyroid		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

Find out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer

Figure of enriched GO biological processes.

Tissue	Disease Stage	Enriched GO biological Processes
Colorectum	AD
Colorectum	SER
Colorectum	MSS
Colorectum	MSI-H
Colorectum	FAP

∗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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Enriched GO biological processes.

GO ID	Tissue	Disease Stage	Description	Gene Ratio	Bg Ratio	pvalue	p.adjust	Count
GO:004867517	Thyroid	PTC	axon extension	63/5968	120/18723	2.14e-06	2.89e-05	63
GO:000740918	Thyroid	PTC	axonogenesis	178/5968	418/18723	2.17e-06	2.91e-05	178
GO:002191514	Thyroid	PTC	neural tube development	76/5968	152/18723	2.40e-06	3.17e-05	76
GO:0031098111	Thyroid	PTC	stress-activated protein kinase signaling cascade	113/5968	247/18723	3.16e-06	4.10e-05	113
GO:000184310	Thyroid	PTC	neural tube closure	49/5968	88/18723	3.24e-06	4.20e-05	49
GO:0001667112	Thyroid	PTC	ameboidal-type cell migration	198/5968	475/18723	3.36e-06	4.34e-05	198
GO:0010634111	Thyroid	PTC	positive regulation of epithelial cell migration	85/5968	176/18723	3.83e-06	4.80e-05	85
GO:00606069	Thyroid	PTC	tube closure	49/5968	89/18723	4.99e-06	6.08e-05	49
GO:005076716	Thyroid	PTC	regulation of neurogenesis	156/5968	364/18723	5.86e-06	7.05e-05	156
GO:003514819	Thyroid	PTC	tube formation	73/5968	148/18723	7.04e-06	8.31e-05	73
GO:00343408	Thyroid	PTC	response to type I interferon	35/5968	58/18723	7.35e-06	8.60e-05	35
GO:006056219	Thyroid	PTC	epithelial tube morphogenesis	141/5968	325/18723	7.52e-06	8.73e-05	141
GO:0002064112	Thyroid	PTC	epithelial cell development	101/5968	220/18723	8.53e-06	9.74e-05	101
GO:007190210	Thyroid	PTC	positive regulation of protein serine/threonine kinase activity	93/5968	200/18723	1.01e-05	1.12e-04	93
GO:0051403111	Thyroid	PTC	stress-activated MAPK cascade	108/5968	239/18723	1.02e-05	1.13e-04	108
GO:004858819	Thyroid	PTC	developmental cell growth	106/5968	234/18723	1.07e-05	1.19e-04	106
GO:007217515	Thyroid	PTC	epithelial tube formation	66/5968	132/18723	1.08e-05	1.19e-04	66
GO:000183715	Thyroid	PTC	epithelial to mesenchymal transition	76/5968	157/18723	1.10e-05	1.21e-04	76
GO:00032794	Thyroid	PTC	cardiac septum development	54/5968	103/18723	1.17e-05	1.29e-04	54
GO:004308718	Thyroid	PTC	regulation of GTPase activity	148/5968	348/18723	1.63e-05	1.71e-04	148

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Enriched KEGG pathways.

Pathway ID	Tissue	Disease Stage	Description	Gene Ratio	Bg Ratio	pvalue	p.adjust	qvalue	Count
hsa05022210	Esophagus	ESCC	Pathways of neurodegeneration - multiple diseases	318/4205	476/8465	6.10e-15	2.04e-13	1.05e-13	318
hsa05010210	Esophagus	ESCC	Alzheimer disease	263/4205	384/8465	1.80e-14	5.47e-13	2.80e-13	263
hsa0516510	Esophagus	ESCC	Human papillomavirus infection	215/4205	331/8465	7.86e-09	7.12e-08	3.65e-08	215
hsa0520529	Esophagus	ESCC	Proteoglycans in cancer	138/4205	205/8465	1.79e-07	1.40e-06	7.15e-07	138
hsa0522518	Esophagus	ESCC	Hepatocellular carcinoma	109/4205	168/8465	4.27e-05	1.88e-04	9.64e-05	109
hsa041505	Esophagus	ESCC	mTOR signaling pathway	98/4205	156/8465	5.81e-04	1.95e-03	9.97e-04	98
hsa0436016	Esophagus	ESCC	Axon guidance	108/4205	182/8465	5.13e-03	1.30e-02	6.67e-03	108
hsa0439018	Esophagus	ESCC	Hippo signaling pathway	92/4205	157/8465	1.46e-02	3.31e-02	1.69e-02	92
hsa0502238	Esophagus	ESCC	Pathways of neurodegeneration - multiple diseases	318/4205	476/8465	6.10e-15	2.04e-13	1.05e-13	318
hsa0501038	Esophagus	ESCC	Alzheimer disease	263/4205	384/8465	1.80e-14	5.47e-13	2.80e-13	263
hsa0516515	Esophagus	ESCC	Human papillomavirus infection	215/4205	331/8465	7.86e-09	7.12e-08	3.65e-08	215
hsa0520537	Esophagus	ESCC	Proteoglycans in cancer	138/4205	205/8465	1.79e-07	1.40e-06	7.15e-07	138
hsa0522519	Esophagus	ESCC	Hepatocellular carcinoma	109/4205	168/8465	4.27e-05	1.88e-04	9.64e-05	109
hsa0415013	Esophagus	ESCC	mTOR signaling pathway	98/4205	156/8465	5.81e-04	1.95e-03	9.97e-04	98
hsa0436017	Esophagus	ESCC	Axon guidance	108/4205	182/8465	5.13e-03	1.30e-02	6.67e-03	108
hsa0439019	Esophagus	ESCC	Hippo signaling pathway	92/4205	157/8465	1.46e-02	3.31e-02	1.69e-02	92

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Cell-cell communication analysis

Identification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states

Ligand	Receptor	LRpair	Pathway	Tissue	Disease Stage
WNT5A	FZD1	WNT5A_FZD1	ncWNT	Cervix	ADJ
WNT5A	FZD4	WNT5A_FZD4	ncWNT	Cervix	ADJ
WNT5A	FZD6	WNT5A_FZD6	ncWNT	Cervix	ADJ
WNT5A	FZD7	WNT5A_FZD7	ncWNT	Cervix	ADJ
WNT5A	MCAM	WNT5A_MCAM	ncWNT	Cervix	ADJ
WNT5A	FZD4	WNT5A_FZD4	ncWNT	Cervix	CC
WNT5A	FZD6	WNT5A_FZD6	ncWNT	Cervix	CC
WNT5A	MCAM	WNT5A_MCAM	ncWNT	Cervix	CC
WNT5A	MCAM	WNT5A_MCAM	ncWNT	Cervix	Precancer
WNT5A	FZD4	WNT5A_FZD4	ncWNT	Endometrium	ADJ
WNT5A	FZD6	WNT5A_FZD6	ncWNT	Endometrium	ADJ
WNT5A	MCAM	WNT5A_MCAM	ncWNT	Endometrium	ADJ
WNT5A	FZD4	WNT5A_FZD4	ncWNT	Endometrium	AEH
WNT5A	FZD7	WNT5A_FZD7	ncWNT	Endometrium	AEH
WNT5A	MCAM	WNT5A_MCAM	ncWNT	Endometrium	AEH
WNT5A	MCAM	WNT5A_MCAM	ncWNT	Endometrium	Healthy
WNT5A	FZD1	WNT5A_FZD1	ncWNT	Esophagus	ESCC
WNT5A	FZD10	WNT5A_FZD10	ncWNT	Esophagus	ESCC
WNT5A	FZD3	WNT5A_FZD3	ncWNT	Esophagus	ESCC
WNT5A	FZD4	WNT5A_FZD4	ncWNT	Esophagus	ESCC

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Single-cell gene regulatory network inference analysis

Find out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states

Cell Type

Tissue

Disease Stage

Target Gene

RSS

Regulon 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

Annotation of somatic variants for genes involved in malignant transformation

Hugo Symbol

Variant Class

Variant Classification

dbSNP RS

HGVSc

HGVSp

HGVSp Short

SWISSPROT

BIOTYPE

SIFT

PolyPhen

Tumor Sample Barcode

Tissue

Histology

Sex

Age

Stage

Therapy Types

Drugs

Outcome

WNT5A

SNV

Missense_Mutation

rs369954366

c.830G>A

p.Arg277Gln

p.R277Q

P41221

protein_coding

tolerated(0.05)

possibly_damaging(0.65)

TCGA-2W-A8YY-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

WNT5A

SNV

Missense_Mutation

novel

c.947N>A

p.Gly316Asp

p.G316D

P41221

protein_coding

deleterious(0)

probably_damaging(1)

TCGA-C5-A1M6-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Chemotherapy

cisplatin

WNT5A

SNV

Missense_Mutation

rs755298573

c.1055N>T

p.Thr352Met

p.T352M

P41221

protein_coding

tolerated(0.09)

possibly_damaging(0.502)

TCGA-UC-A7PI-01

Cervix

cervical & endocervical cancer

Female

<65

I/II

Unknown

WNT5A

SNV

Missense_Mutation

c.758G>T

p.Trp253Leu

p.W253L

P41221

protein_coding

deleterious(0)

probably_damaging(1)

TCGA-AA-3489-01

Colorectum

colon adenocarcinoma

Male

>=65

I/II

Unknown

WNT5A

SNV

Missense_Mutation

c.442N>T

p.Asn148Tyr

p.N148Y

P41221

protein_coding

tolerated(1)

possibly_damaging(0.629)

TCGA-AA-3492-01

Colorectum

colon adenocarcinoma

Female

>=65

I/II

Unknown

WNT5A

SNV

Missense_Mutation

rs201975128

c.983N>T

p.Thr328Met

p.T328M

P41221

protein_coding

deleterious(0.01)

probably_damaging(1)

TCGA-AA-3947-01

Colorectum

colon adenocarcinoma

Female

<65

I/II

Unknown

WNT5A

SNV

Missense_Mutation

c.928N>A

p.Val310Met

p.V310M

P41221

protein_coding

tolerated(0.13)

benign(0.051)

TCGA-AA-3984-01

Colorectum

colon adenocarcinoma

Female

<65

I/II

Unknown

WNT5A

SNV

Missense_Mutation

c.306A>C

p.Lys102Asn

p.K102N

P41221

protein_coding

tolerated(0.1)

possibly_damaging(0.529)

TCGA-AA-A010-01

Colorectum

colon adenocarcinoma

Female

<65

I/II

Chemotherapy

folinic

WNT5A

SNV

Missense_Mutation

c.1021N>T

p.Gly341Cys

p.G341C

P41221

protein_coding

deleterious(0)

probably_damaging(1)

TCGA-AA-A02R-01

Colorectum

colon adenocarcinoma

Female

>=65

I/II

Unknown

WNT5A

SNV

Missense_Mutation

c.928N>A

p.Val310Met

p.V310M

P41221

protein_coding

tolerated(0.13)

benign(0.051)

TCGA-AM-5821-01

Colorectum

colon adenocarcinoma

Female

>=65

I/II

Unknown

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Related drugs of malignant transformation related genes

Identification of chemicals and drugs interact with genes involved in malignant transfromation

(DGIdb 4.0)

Entrez ID

Symbol

Category

Interaction Types

Drug Claim Name

Drug Name

PMIDs

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