diff --git a/intro-pathway-analysis-visualization/Hands-on.pdf b/intro-pathway-analysis-visualization/Hands-on.pdf
deleted file mode 100644
index 645b5d5..0000000
Binary files a/intro-pathway-analysis-visualization/Hands-on.pdf and /dev/null differ
diff --git a/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.docx b/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.docx
index 1a86bf0..b6f72d6 100644
Binary files a/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.docx and b/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.docx differ
diff --git a/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.pdf b/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.pdf
index e55b4c4..a941079 100644
Binary files a/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.pdf and b/intro-pathway-analysis-visualization/Hands-on_PathwayAnalysis.pdf differ
diff --git a/intro-pathway-analysis-visualization/lung.expr.dn.txt b/intro-pathway-analysis-visualization/lung.expr.dn.txt
index caeade9..7ab2ad9 100644
--- a/intro-pathway-analysis-visualization/lung.expr.dn.txt
+++ b/intro-pathway-analysis-visualization/lung.expr.dn.txt
@@ -1,641 +1,516 @@
-FGR
-PDK4
-ST7
-SLC4A1
-ITGAL
-CX3CL1
-CEACAM21
-SEMA3G
-SLC6A13
-BTK
-ABHD5
-ANOS1
-ALOX5
-CALCOCO1
-MAN2B2
-IL20RA
-SLC11A1
-MARCO
-FHL1
-EHD2
-HSD17B6
-PRKCH
-ARHGAP31
-DAPK2
-MSR1
-ADRB1
-ARHGAP6
-CCDC85A
-RASGRF1
-TBXAS1
-LIMCH1
-CHI3L2
-CALCRL
-SPI1
-CLDN18
-KLF6
-PLPP1
-RASGRP2
-MAOB
-TGFBR3
-PTPN21
-RPS6KA2
-LMCD1
-CYBRD1
-LIMS2
-FERMT2
-CD5L
-FRY
-MGLL
-RBMS2
-APBB1IP
-ITGA8
-EDN1
-ITM2A
-TNS1
-SESN1
-CPB2
-COL4A4
-CACNA1S
-LRP2
-PILRA
-CASS4
-SIGLEC1
-TBX5
-NOS1
-NLRC4
-JPH4
-DPYSL2
-ADA2
-FMO2
-SH2D3C
-SORBS1
-GADD45B
-MFNG
-PIK3IP1
-TTC28
-CBX7
-PDGFB
-RIN3
-RASSF2
-ANGPT4
-CDS2
-SIRPB1
-CCM2L
-SAMHD1
-RENBP
-RS1
-VGLL1
-CAB39L
-ACP5
-SGCG
-RGCC
-WFDC1
-FOXF1
-GGA2
-RASL12
-CA2
-CD37
-CLEC4M
-PRX
-DENND3
-SIGLEC5
-RASIP1
-CAV2
-CAV1
-HOXA5
-CPED1
-TSPAN13
-SLC1A1
-ENG
-TYRP1
-PIP5K1B
-PTGDS
-PALD1
-VSIR
-SPOCK2
-RGS9
-4-Sep
-P2RX1
-SLC6A4
-SGCA
-HLF
-SLC16A6
-ODAM
-WFS1
-SOD3
-CRYAB
-GALNT18
-SLC15A3
-HPS5
-VWF
-SELPLG
-BIN2
-LIN7A
-ACSS3
-TNS2
-CREBL2
-OAS2
-ART4
-C12orf49
-CHPT1
-LPCAT3
-SERINC1
-SASH1
-MDGA1
-BMP5
-FHL5
-KHDRBS2
-EPM2A
-CCND3
-CLIC5
-NPR3
-HYAL1
-EFCC1
-PLSCR4
-ARHGEF26
-VIPR1
-TNNC1
-ACADL
-EFEMP1
-HPCAL1
-PLCL1
-PCYOX1
-EPAS1
-C1orf21
-LEPR
-PRG4
-NCF2
-ADGRL2
-STX12
-FILIP1
-CNR1
-PLAGL1
-TCF21
-KLF9
-C1orf198
-LTBP2
-FLVCR2
-LGALSL
-IFIT3
-IFIT2
-DUSP1
-TEK
-MOB3B
-KCNJ5
-CHRNA2
-PDLIM2
-TBX2
-TBX4
-PLBD1
-CAT
-FABP3
-CCRL2
-SASH3
-RAMP3
-GLIPR2
-RECK
-HVCN1
-BHLHE41
-NECAB1
-NCKAP1L
-C4BPA
-FAM124B
-PREX1
-MOCS1
-AHNAK
-EFNB2
-TMEM255A
-S1PR4
-RHOJ
-ARMCX1
-FGD3
-MASP1
-F2RL3
-HIP1
-MGAT3
-CGNL1
-SLC44A2
-CDO1
-ARHGEF6
-STARD8
-USHBP1
-RGN
-COX4I2
-HIGD1B
-ADGRE3
-SH3BP5
-AOC3
-RAMP2
-TMEM204
-RAI2
-PPARG
-CARD6
-HSPA12B
-SSTR4
-MYH10
-KL
-PRAM1
-PDZD2
-GIMAP6
-GIMAP4
-LYVE1
-HSD17B4
-CNTN6
-GSTM5
-SORT1
-CD101
-ADAMTS8
-FAM189A2
-TBX3
-OASL
-CD36
-LMO2
-STX11
-CPM
-SLC19A3
-CYP27A1
-THSD1
-LMO7
-EDNRB
-TM6SF1
-TEX2
-SCN7A
-GYPC
-TMOD1
-TLR4
-RNF144B
-ARRB1
-SLCO2B1
-LRRC32
-SDCBP
-TRPC6
-FXYD6
-PAQR5
-SMAD6
-PLCB2
-SEMA6D
-GCOM1
-DNASE2B
-RBP4
-PLA2G12B
-AOX1
-ARHGAP24
-PRKG2
-FGF2
-ANXA3
-SLC39A8
-PARVG
-ERP27
-GABARAPL1
-FGD4
-ACVRL1
-JDP2
-FBLN5
-CYP1A2
-ITGAX
-NKD1
-ABCA8
-GATA6
-SLC14A1
-PNMT
-MYO1F
-SLC47A1
-FCN3
-C1orf162
-RXRG
-RGS5
-ADAMTSL4
-ZNF385B
-CNTN4
-CSRNP1
-CTDSPL
-STAC
-ADPRH
-AGTR1
-SLIT2
-NKD2
-HMGCLL1
-PRSS35
-TMEM140
-TMEM47
-AWAT2
-GPC3
-DOK2
-TACC1
-RSPO2
-PLIN2
-CDKN2B
-STOM
-ST8SIA6
-ANKRD1
-ESAM
-SIDT2
-CLEC1A
-GPM6A
-HSPB8
-IGSF10
-SPARCL1
-BANK1
-UBASH3B
-ROBO4
-ABI3BP
-ANGPT1
-DISP1
-WNT3A
-FGD5
-GRIA1
-VSIG4
-ELMO1
-AFF2
-GNAQ
-ADAMTSL3
-TSPAN7
-TDRD9
-RAB11FIP1
-TSC22D3
-KCNJ15
-TMEM164
-SNX22
-MRAS
-FAM46B
-SHROOM4
-ITLN2
-SCUBE1
-ACE
-LRRC36
-PTGIR
-ABCG1
-JAML
-IL6R
-PTH1R
-FGFR4
-SIGLEC16
-CD300LG
-PLPP3
-NTNG1
-KCNT2
-C1orf115
-PKDCC
-NOSTRIN
-ARHGAP25
-EIF4E3
-TGFBR2
-PRICKLE2
-DNASE1L3
-CPA3
-CLEC3B
-LRRC2
-KLF15
-EMCN
-HHIP
-ENPP6
-CITED2
-BMPER
-KIAA1324L
-FABP5
-SOX17
-SBSPON
-GPR146
-CA3
-DCSTAMP
-MAMDC2
-SVEP1
-FBP1
-VEGFD
-OTUD1
-DEPP1
-C10orf25
-VSTM4
-JCAD
-BTNL9
-CYYR1
-SYNPO2L
-TMEM130
-MFAP4
-SCNN1G
-MS4A7
-MS4A15
-TEF
-DPEP2
-CA4
-GPD1
-KIR3DL1
-PPP1R14A
-CD300C
-FAM107A
-CX3CR1
-CAVIN2
-AXIN2
-IL7R
-WFDC12
-NPNT
-ATOH8
-PLA2G4F
-STXBP6
-RSPO1
-ADRB2
-HSPB3
-NPR1
-LDB2
-TACR3
-P2RY1
-CTNND2
-REPS2
-ITGAM
-SIK2
-ADRA1B
-FABP4
-PLA2G1B
-OSCAR
-S1PR1
-FPR2
-FPR1
-SOX7
-SIGLEC17P
-GIMAP8
-PRKCE
-SOSTDC1
-RXFP1
-PTGER4
-NMUR1
-PTCRA
-RASGRP4
-KLF17
-AQP4
-SYNPO
-MAL
-FRMD3
-ID4
-TPSAB1
-MACROD2
-RCAN2
-IL16
-IL17D
-COL6A5
-ABLIM3
-MMRN2
-NDNF
-OLR1
-SULT1B1
-WFIKKN2
-SLCO4C1
-SLCO2A1
-LPL
-A2M
-CLEC14A
-BDNF
-NCKAP5
-FIBIN
-SCN4B
-CASKIN2
-NIM1K
-CAVIN1
-ZBED2
-IL17RA
-MYOZ1
-HTR3C
-ZNF366
-SH2D4B
-TMEM139
-GIMAP7
-C2orf71
-GATA2
-GPC5
-CDH5
-SERTM1
-PRF1
-TMEM64
-CHRM2
-AMIGO1
-RTKN2
-KCNA4
-NXPH3
-GRID1
-CADM1
-SPNS2
-MCEMP1
-FREM3
-GKN2
-LHFPL6
-OLFML1
-FAM162B
-ST6GALNAC3
-CLDN5
-PRKD1
-SLIT3
-PROS1
-APOBR
-ROBO2
-SLC24A3
-IL3RA
-SFTPA2
-METTL7A
-NRG3
-EVI2B
-CD300LF
-GLDN
-ARHGAP30
-KANK3
-DCC
-SPRY4
-TRPV2
-OVCH1
-PEAK3
-VWC2
-PRELP
-PLAC9
-MAOA
-SIRPB2
-MVB12B
-KANK2
-GUCA2A
-ADARB1
-C5AR1
-VEPH1
-GYPE
-SPN
-CFD
-FAM49A
-SULT1C4
-ARC
-CCDC69
-PAPSS2
-COLGALT2
-ARHGEF15
-GRK5
-TGM2
-SAMD5
-CHIAP2
-C10orf128
-GPRIN2
-BMPR2
-HLA-DOA
-NOTCH4
-AGER
-CASP12
-MPIG6B
-LILRB3
-AARD
-MT1M
-HBA1
-COL6A6
-GPX3
-TRGC1
-GIMAP1
-EMP2
-SEC14L6
-C20orf202
-LINC02471
-SMIM25
-LINC00092
-LHFPL3-AS2
-LINC01671
-C14orf132
-TRGC2
-TARID
-HLA-DRB6
-HLA-DPA1
-LINC00702
-LANCL1-AS1
-MAGI2-AS3
-LINC00163
-SPAAR
-NFAM1
-KIAA0040
-LINC00607
-LINC01936
-LILRA2
-CD302
-INMT
-UPK3B
-LINC02016
-ECEL1P2
-ETV5
-HBB
-CEBPA
-LINC00968
-SELENOP
-MIR3945HG
-PCDHA12
-PCDHGB7
-SIGLEC14
-TBX5-AS1
-NCAPGP2
-LINC02555
-PECAM1
-MYZAP
-TXNIP
-RASSF5
-GDF10
-PCAT19
-TBX2-AS1
-FENDRR
-LINC01082
-LINC00551
-PCDHGB5
-DACH1
-GPIHBP1
-BANCR
-PCAT14
-LINC00891
+FGR
+PDK4
+SLC4A1
+CX3CL1
+CEACAM21
+SEMA3G
+SLC6A13
+ANOS1
+ALOX5
+IL20RA
+SLC11A1
+MARCO
+FHL1
+EHD2
+HSD17B6
+ARHGAP31
+DAPK2
+MSR1
+ADRB1
+ARHGAP6
+CCDC85A
+RASGRF1
+LIMCH1
+CHI3L2
+CALCRL
+SPI1
+CLDN18
+MAOB
+TGFBR3
+PTPN21
+RPS6KA2
+LMCD1
+CYBRD1
+LIMS2
+CD5L
+FRY
+ITGA8
+EDN1
+ITM2A
+TNS1
+SESN1
+CPB2
+COL4A4
+CACNA1S
+LRP2
+PILRA
+CASS4
+SIGLEC1
+TBX5
+NOS1
+NLRC4
+JPH4
+DPYSL2
+FMO2
+SH2D3C
+GADD45B
+MFNG
+PIK3IP1
+PDGFB
+ANGPT4
+SIRPB1
+CCM2L
+RS1
+VGLL1
+ACP5
+SGCG
+RGCC
+WFDC1
+FOXF1
+CA2
+CD37
+CLEC4M
+PRX
+SIGLEC5
+RASIP1
+CAV2
+CAV1
+HOXA5
+CPED1
+SLC1A1
+ENG
+TYRP1
+PIP5K1B
+PTGDS
+PALD1
+VSIR
+SPOCK2
+RGS9
+4-Sep
+P2RX1
+SLC6A4
+SGCA
+HLF
+SLC16A6
+ODAM
+WFS1
+SOD3
+CRYAB
+SLC15A3
+VWF
+SELPLG
+LIN7A
+ACSS3
+TNS2
+ART4
+C12orf49
+MDGA1
+BMP5
+FHL5
+KHDRBS2
+CLIC5
+NPR3
+HYAL1
+EFCC1
+ARHGEF26
+VIPR1
+TNNC1
+ACADL
+EFEMP1
+HPCAL1
+EPAS1
+LEPR
+PRG4
+NCF2
+ADGRL2
+FILIP1
+CNR1
+TCF21
+KLF9
+C1orf198
+FLVCR2
+LGALSL
+DUSP1
+TEK
+KCNJ5
+CHRNA2
+PDLIM2
+TBX2
+TBX4
+PLBD1
+CAT
+FABP3
+CCRL2
+RAMP3
+GLIPR2
+HVCN1
+NECAB1
+C4BPA
+FAM124B
+MOCS1
+AHNAK
+EFNB2
+TMEM255A
+S1PR4
+RHOJ
+MASP1
+F2RL3
+MGAT3
+CGNL1
+CDO1
+STARD8
+USHBP1
+RGN
+COX4I2
+HIGD1B
+ADGRE3
+AOC3
+RAMP2
+TMEM204
+RAI2
+HSPA12B
+SSTR4
+MYH10
+KL
+PRAM1
+PDZD2
+GIMAP6
+LYVE1
+CNTN6
+GSTM5
+SORT1
+CD101
+ADAMTS8
+FAM189A2
+TBX3
+OASL
+CD36
+STX11
+CPM
+SLC19A3
+CYP27A1
+THSD1
+LMO7
+EDNRB
+SCN7A
+GYPC
+TMOD1
+RNF144B
+LRRC32
+FXYD6
+PAQR5
+SMAD6
+SEMA6D
+GCOM1
+DNASE2B
+RBP4
+PLA2G12B
+AOX1
+PRKG2
+FGF2
+ANXA3
+SLC39A8
+ERP27
+ACVRL1
+FBLN5
+CYP1A2
+ITGAX
+NKD1
+ABCA8
+GATA6
+SLC14A1
+PNMT
+SLC47A1
+FCN3
+C1orf162
+RXRG
+ADAMTSL4
+ZNF385B
+CNTN4
+CSRNP1
+STAC
+ADPRH
+AGTR1
+SLIT2
+NKD2
+HMGCLL1
+PRSS35
+AWAT2
+GPC3
+DOK2
+TACC1
+RSPO2
+PLIN2
+CDKN2B
+STOM
+ST8SIA6
+ANKRD1
+ESAM
+CLEC1A
+GPM6A
+HSPB8
+IGSF10
+SPARCL1
+UBASH3B
+ROBO4
+ABI3BP
+ANGPT1
+WNT3A
+FGD5
+GRIA1
+VSIG4
+AFF2
+ADAMTSL3
+TSPAN7
+TDRD9
+RAB11FIP1
+TSC22D3
+KCNJ15
+FAM46B
+SHROOM4
+ITLN2
+SCUBE1
+ACE
+LRRC36
+PTGIR
+ABCG1
+JAML
+PTH1R
+FGFR4
+SIGLEC16
+CD300LG
+NTNG1
+KCNT2
+C1orf115
+PKDCC
+NOSTRIN
+TGFBR2
+DNASE1L3
+CPA3
+CLEC3B
+LRRC2
+KLF15
+EMCN
+HHIP
+ENPP6
+CITED2
+BMPER
+KIAA1324L
+FABP5
+SOX17
+SBSPON
+GPR146
+CA3
+DCSTAMP
+MAMDC2
+SVEP1
+FBP1
+VEGFD
+OTUD1
+DEPP1
+C10orf25
+VSTM4
+JCAD
+BTNL9
+CYYR1
+SYNPO2L
+TMEM130
+MFAP4
+SCNN1G
+MS4A7
+MS4A15
+TEF
+DPEP2
+CA4
+GPD1
+KIR3DL1
+PPP1R14A
+CD300C
+FAM107A
+CX3CR1
+CAVIN2
+AXIN2
+IL7R
+WFDC12
+NPNT
+ATOH8
+PLA2G4F
+STXBP6
+RSPO1
+ADRB2
+HSPB3
+NPR1
+LDB2
+TACR3
+CTNND2
+ITGAM
+ADRA1B
+FABP4
+PLA2G1B
+OSCAR
+S1PR1
+FPR2
+FPR1
+SOX7
+SIGLEC17P
+GIMAP8
+PRKCE
+SOSTDC1
+RXFP1
+NMUR1
+PTCRA
+RASGRP4
+KLF17
+AQP4
+SYNPO
+MAL
+FRMD3
+ID4
+TPSAB1
+MACROD2
+RCAN2
+IL17D
+COL6A5
+MMRN2
+NDNF
+OLR1
+SULT1B1
+WFIKKN2
+SLCO4C1
+SLCO2A1
+LPL
+A2M
+CLEC14A
+BDNF
+NCKAP5
+FIBIN
+SCN4B
+CASKIN2
+NIM1K
+CAVIN1
+ZBED2
+MYOZ1
+HTR3C
+ZNF366
+SH2D4B
+TMEM139
+C2orf71
+GATA2
+GPC5
+CDH5
+SERTM1
+TMEM64
+CHRM2
+AMIGO1
+RTKN2
+KCNA4
+NXPH3
+GRID1
+SPNS2
+MCEMP1
+FREM3
+GKN2
+LHFPL6
+FAM162B
+ST6GALNAC3
+CLDN5
+SLIT3
+PROS1
+APOBR
+ROBO2
+SLC24A3
+IL3RA
+SFTPA2
+METTL7A
+NRG3
+GLDN
+KANK3
+DCC
+TRPV2
+OVCH1
+PEAK3
+VWC2
+PRELP
+PLAC9
+MAOA
+MVB12B
+KANK2
+GUCA2A
+C5AR1
+VEPH1
+GYPE
+SPN
+CFD
+FAM49A
+SULT1C4
+ARC
+CCDC69
+PAPSS2
+COLGALT2
+ARHGEF15
+GRK5
+TGM2
+SAMD5
+CHIAP2
+GPRIN2
+HLA-DOA
+NOTCH4
+AGER
+CASP12
+MPIG6B
+AARD
+MT1M
+HBA1
+COL6A6
+GPX3
+TRGC1
+GIMAP1
+EMP2
+SEC14L6
+C20orf202
+LINC02471
+SMIM25
+LINC00092
+LHFPL3-AS2
+LINC01671
+C14orf132
+TRGC2
+TARID
+HLA-DRB6
+HLA-DPA1
+LINC00702
+LANCL1-AS1
+LINC00163
+SPAAR
+LINC00607
+LINC01936
+LILRA2
+INMT
+UPK3B
+LINC02016
+ECEL1P2
+HBB
+LINC00968
+SELENOP
+MIR3945HG
+PCDHA12
+PCDHGB7
+SIGLEC14
+TBX5-AS1
+NCAPGP2
+LINC02555
+PECAM1
+MYZAP
+TXNIP
+GDF10
+PCAT19
+TBX2-AS1
+FENDRR
+LINC01082
+LINC00551
+PCDHGB5
+DACH1
+GPIHBP1
+BANCR
+PCAT14
+LINC00891
\ No newline at end of file
diff --git a/intro-pathway-analysis-visualization/lung.expr.entrez.gsea-full.xlsx b/intro-pathway-analysis-visualization/lung.expr.entrez.gsea-full.xlsx
new file mode 100644
index 0000000..b8db1d8
Binary files /dev/null and b/intro-pathway-analysis-visualization/lung.expr.entrez.gsea-full.xlsx differ
diff --git a/intro-pathway-analysis-visualization/lung.expr.up.txt b/intro-pathway-analysis-visualization/lung.expr.up.txt
index 03ad813..6fe068b 100644
--- a/intro-pathway-analysis-visualization/lung.expr.up.txt
+++ b/intro-pathway-analysis-visualization/lung.expr.up.txt
@@ -1,383 +1,367 @@
-YBX2
-DLX6
-CELSR3
-PAX7
-SYT7
-ANLN
-GABRA3
-ABCC2
-DEPDC1
-INSRR
-ARNTL2
-HMGB3
-DEPDC1B
-ZIC2
-MAGEC2
-POLQ
-STYK1
-COL11A1
-SPAG4
-VMP1
-MCM10
-ASPM
-PHKA1
-TRIP13
-HMMR
-PPP2R2C
-KCNQ2
-SPAG5
-UBE2T
-FAP
-RBFOX1
-PTPRH
-NDC80
-NKAIN1
-IGSF9
-RAD54L
-TMPRSS11E
-PTHLH
-DNMT3B
-TPX2
-FER1L4
-BIRC5
-KIF4A
-DLL3
-ORC6
-RGS17
-CDC6
-MMP11
-COCH
-POLE2
-GINS1
-MYBL2
-PABPC1L
-SALL4
-EEF1A2
-FERMT1
-FAM83D
-SRPX2
-CENPI
-RHBDL1
-SALL1
-OIP5
-MCM4
-FSD1
-MAST1
-STX1A
-EZH2
-LHX2
-CA9
-EBF3
-DNAJC12
-GALNT7
-NEIL3
-NCAPG
-KIAA1549L
-FOXM1
-PRR4
-CDCA3
-TTK
-POLR3G
-ECT2
-CENPA
-FHL2
-ABCB6
-RALGPS2
-AGMAT
-SLC2A1
-CDC20
-NEK2
-CENPF
-KIF14
-ATP10B
-ONECUT2
-HELLS
-TMEM156
-PAEP
-TWIST1
-CENPK
-STIL
-HJURP
-COL10A1
-WFDC3
-OR2B6
-C1orf61
-DLGAP5
-SYNGR3
-VIL1
-GNGT1
-PAICS
-PPAT
-ADM2
-BAIAP2L2
-VGF
-E2F8
-EGLN3
-SGO1
-FAM155B
-GINS2
-BARX1
-CA6
-TOP2A
-RHBG
-KHDC4
-FCRL2
-C1QTNF6
-CCNB1
-CDCA8
-TCN1
-ACRV1
-GOLM1
-PSAT1
-TROAP
-B4GALNT1
-IGF2BP3
-BRIP1
-ARHGEF39
-TFAP2A
-SLCO5A1
-SULF1
-KIF23
-KNL1
-ITPKA
-BCL2L10
-CGREF1
-KIF11
-CEP55
-GPR87
-ADAMTS14
-DNA2
-CILP
-CENPE
-GCNT3
-PIF1
-FANCI
-PMAIP1
-PLPP2
-SLC2A5
-PLK4
-KIF2C
-NUF2
-FCRL5
-CRABP2
-KCNH1
-HHIPL2
-CDCA7
-DLX1
-CCDC150
-ABCA12
-TRPM8
-OCIAD2
-CCNA2
-LGSN
-TPBG
-ZC3HAV1L
-FAM83A
-CDKN2A
-MKI67
-ADAM12
-CHEK1
-HMGA2
-SLC7A11
-CENPU
-PDK1
-SPOCK1
-CABYR
-EME1
-EPHB1
-MAGEC1
-SLC24A2
-CXCL13
-GLYATL2
-FBXO32
-BUB1B
-TMEM171
-LRP8
-CCNB2
-DPYSL5
-XDH
-HIST1H2BD
-CDC25C
-HIST1H4H
-DONSON
-CILP2
-TFF1
-RECQL4
-SPC24
-TEDC2
-AK4
-AKR7A3
-FLVCR1
-KIF26B
-LINC01116
-TRIM46
-TSACC
-CRYBA2
-AIM2
-KIF15
-MAD2L1
-SFXN1
-IL31RA
-STEAP1
-SP8
-CTHRC1
-MELK
-TSHR
-PGM2L1
-SLC16A9
-GJB2
-SKA3
-E2F7
-TAF1D
-GLB1L3
-GPT2
-PPP1R14D
-NETO1
-HTR3A
-PLK1
-GREM1
-TTYH1
-KLK6
-RAB26
-PBK
-COL3A1
-GDNF
-SOX14
-RAB3B
-COL22A1
-CKAP2L
-BUB1
-ONECUT1
-CDK1
-CST1
-HOXB9
-HS6ST2
-P2RY6
-RRM2
-FRMD5
-MTBP
-C5orf34
-FUT9
-MYEOV
-SYT12
-C11orf86
-MUC13
-SPTBN2
-NWD2
-EXO1
-ANKRD36C
-IL20RB
-LEP
-UBE2C
-MARCKSL1
-ANKS4B
-RMI2
-ETV4
-FAM172BP
-GPX2
-ATAD5
-FUT2
-CD19
-DNAJC22
-CPNE7
-ANKRD18A
-EMC3-AS1
-NQO1
-B4GALNT4
-GALNT9
-PYCR1
-EPHA10
-IQGAP3
-KNTC1
-POU3F2
-CDCA2
-PARPBP
-PRAME
-DNAH14
-KIF18B
-SAPCD2
-THBS2
-HPDL
-ERCC6L
-TNFRSF18
-TMPRSS11A
-BAGE2
-HIST1H1C
-ENTPD8
-ATP2A1
-XRCC2
-HIST1H2AI
-S100A2
-HIST1H2AG
-HIST1H2AD
-SCN8A
-HIST1H4C
-DMBX1
-PRB3
-AKR1B10
-EPS8L3
-ARHGAP11A
-SNORA73B
-SNORA23
-ZYG11A
-LINC01270
-IGFL2
-FAM83A-AS1
-LGR4
-AKR7L
-IGHG4
-IGHG1
-PPP1R14BP2
-GPC2
-LINC02418
-VAC14-AS1
-UBE2QL1
-TNFRSF25
-LINC01983
-HAGLROS
-PSMD10P2
-AKR1B15
-LINC02474
-NKX1-2
-ANKRD36BP2
-FEZF1-AS1
-FOXD3-AS1
-DLX6-AS1
-LINC00665
-LINC01271
-LINC02535
-DSCAM-AS1
-RPSAP52
-SNHG3
-CCDC169
-MNX1-AS1
-RPL18P13
-LINC00461
-LINC02014
-LUCAT1
-LINC02362
-LINC01234
-LINC00942
-PVT1
-SCARNA13
-BBOX1-AS1
-MEX3A
-SNHG1
-LINC00346
-SALL3
-POLG2
-TUBB3
-LINC02544
-VPS9D1-AS1
-LINC01977
-RUNDC3A-AS1
-AFAP1-AS1
-LHX1
-UHRF1
-HIST1H2BF
-NEFL
-RDM1
-HIST1H2AM
-LINC01395
-HELLPAR
-SNHG4
+YBX2
+DLX6
+CELSR3
+PAX7
+SYT7
+ANLN
+GABRA3
+ABCC2
+DEPDC1
+INSRR
+ARNTL2
+HMGB3
+DEPDC1B
+ZIC2
+MAGEC2
+POLQ
+STYK1
+COL11A1
+SPAG4
+MCM10
+ASPM
+TRIP13
+HMMR
+PPP2R2C
+KCNQ2
+SPAG5
+UBE2T
+FAP
+RBFOX1
+PTPRH
+NDC80
+NKAIN1
+IGSF9
+RAD54L
+TMPRSS11E
+PTHLH
+DNMT3B
+TPX2
+FER1L4
+BIRC5
+KIF4A
+DLL3
+ORC6
+RGS17
+CDC6
+MMP11
+COCH
+POLE2
+GINS1
+MYBL2
+PABPC1L
+SALL4
+EEF1A2
+FERMT1
+FAM83D
+SRPX2
+CENPI
+RHBDL1
+SALL1
+OIP5
+FSD1
+MAST1
+STX1A
+EZH2
+LHX2
+CA9
+EBF3
+DNAJC12
+NEIL3
+NCAPG
+KIAA1549L
+FOXM1
+PRR4
+CDCA3
+TTK
+POLR3G
+ECT2
+CENPA
+FHL2
+ABCB6
+RALGPS2
+AGMAT
+SLC2A1
+CDC20
+NEK2
+CENPF
+KIF14
+ATP10B
+ONECUT2
+HELLS
+TMEM156
+PAEP
+TWIST1
+CENPK
+STIL
+HJURP
+COL10A1
+WFDC3
+OR2B6
+C1orf61
+DLGAP5
+SYNGR3
+VIL1
+GNGT1
+PPAT
+ADM2
+BAIAP2L2
+VGF
+E2F8
+EGLN3
+SGO1
+FAM155B
+GINS2
+BARX1
+CA6
+TOP2A
+RHBG
+FCRL2
+C1QTNF6
+CCNB1
+CDCA8
+TCN1
+ACRV1
+GOLM1
+PSAT1
+TROAP
+B4GALNT1
+IGF2BP3
+BRIP1
+ARHGEF39
+TFAP2A
+SLCO5A1
+SULF1
+KIF23
+KNL1
+ITPKA
+BCL2L10
+CGREF1
+KIF11
+CEP55
+GPR87
+ADAMTS14
+DNA2
+CILP
+CENPE
+GCNT3
+PIF1
+FANCI
+PMAIP1
+PLPP2
+SLC2A5
+PLK4
+KIF2C
+NUF2
+FCRL5
+CRABP2
+KCNH1
+HHIPL2
+CDCA7
+DLX1
+CCDC150
+ABCA12
+TRPM8
+OCIAD2
+CCNA2
+LGSN
+ZC3HAV1L
+FAM83A
+CDKN2A
+MKI67
+ADAM12
+CHEK1
+HMGA2
+SLC7A11
+CENPU
+PDK1
+SPOCK1
+CABYR
+EME1
+EPHB1
+MAGEC1
+SLC24A2
+CXCL13
+GLYATL2
+FBXO32
+BUB1B
+TMEM171
+CCNB2
+DPYSL5
+XDH
+HIST1H2BD
+CDC25C
+HIST1H4H
+CILP2
+TFF1
+RECQL4
+SPC24
+TEDC2
+AK4
+AKR7A3
+KIF26B
+LINC01116
+TRIM46
+TSACC
+CRYBA2
+AIM2
+KIF15
+MAD2L1
+IL31RA
+STEAP1
+SP8
+CTHRC1
+MELK
+TSHR
+PGM2L1
+SLC16A9
+GJB2
+SKA3
+E2F7
+GLB1L3
+GPT2
+PPP1R14D
+NETO1
+HTR3A
+PLK1
+GREM1
+TTYH1
+KLK6
+RAB26
+PBK
+COL3A1
+GDNF
+SOX14
+RAB3B
+COL22A1
+CKAP2L
+BUB1
+ONECUT1
+CDK1
+CST1
+HOXB9
+HS6ST2
+P2RY6
+RRM2
+FRMD5
+C5orf34
+FUT9
+MYEOV
+SYT12
+C11orf86
+MUC13
+SPTBN2
+NWD2
+EXO1
+ANKRD36C
+IL20RB
+LEP
+UBE2C
+MARCKSL1
+ANKS4B
+RMI2
+ETV4
+FAM172BP
+GPX2
+ATAD5
+FUT2
+CD19
+DNAJC22
+CPNE7
+ANKRD18A
+EMC3-AS1
+NQO1
+B4GALNT4
+GALNT9
+PYCR1
+EPHA10
+IQGAP3
+KNTC1
+POU3F2
+CDCA2
+PARPBP
+PRAME
+DNAH14
+KIF18B
+SAPCD2
+THBS2
+HPDL
+ERCC6L
+TNFRSF18
+TMPRSS11A
+BAGE2
+HIST1H1C
+ENTPD8
+ATP2A1
+XRCC2
+HIST1H2AI
+S100A2
+HIST1H2AG
+HIST1H2AD
+SCN8A
+HIST1H4C
+DMBX1
+PRB3
+AKR1B10
+EPS8L3
+ARHGAP11A
+SNORA73B
+SNORA23
+ZYG11A
+LINC01270
+IGFL2
+FAM83A-AS1
+LGR4
+AKR7L
+IGHG4
+IGHG1
+PPP1R14BP2
+GPC2
+LINC02418
+VAC14-AS1
+UBE2QL1
+TNFRSF25
+LINC01983
+HAGLROS
+PSMD10P2
+AKR1B15
+LINC02474
+NKX1-2
+ANKRD36BP2
+FEZF1-AS1
+FOXD3-AS1
+DLX6-AS1
+LINC00665
+LINC01271
+LINC02535
+DSCAM-AS1
+RPSAP52
+CCDC169
+MNX1-AS1
+RPL18P13
+LINC00461
+LINC02014
+LUCAT1
+LINC02362
+LINC01234
+LINC00942
+PVT1
+SCARNA13
+BBOX1-AS1
+MEX3A
+LINC00346
+SALL3
+TUBB3
+LINC02544
+VPS9D1-AS1
+LINC01977
+RUNDC3A-AS1
+AFAP1-AS1
+LHX1
+UHRF1
+HIST1H2BF
+NEFL
+RDM1
+HIST1H2AM
+LINC01395
+HELLPAR
+SNHG4
\ No newline at end of file
diff --git a/intro-pathway-analysis-visualization/~$nds-on_PathwayAnalysis.docx b/intro-pathway-analysis-visualization/~$nds-on_PathwayAnalysis.docx
new file mode 100644
index 0000000..70f404e
Binary files /dev/null and b/intro-pathway-analysis-visualization/~$nds-on_PathwayAnalysis.docx differ