GlyCosmos Portal

Table Filtering

Disease ID

Disease Name

Gene Symbol

Gene ID

Organism

Source

Display
results per page.

Clear

Submissions

GlyCosmos Diseases

List of diseases involving glycan related genes. The information of each database of Glyco-Disease Genes Database (GDGDB), DisGeNET, and Alliance of Genome Resources is integrated into one list.

Source	Last Updated
Alliance of Genome Resources	July 29, 2024
DisGeNET	July 29, 2024
Glyco-Disease Genes Database (GDGDB)	January 25, 2017

Displaying entries **5151 - 5175** of **7942** in total

« First

‹ Prev

…

203

204

205

206

207

208

209

210

211

…

Next ›

Last »
Disease ID	Disease Name	Gene Symbol	Gene ID	Organism	Source ▲
DOID:12514	retinal perforation Aliases: Retinal break Retinal dialysis Retinal tear	GALNS RPE	2588 6120	Homo sapiens (human)	DisGeNET
DOID:13078	eumycotic mycetoma Aliases: Madura foot Maduromycosis, mycotic Mycotic mycetoma eumycetoma maduromycosis	CHIT1 COMT CYP2B6	1118 1312 1555	Homo sapiens (human)	DisGeNET DisGeNET Alliance of Genome Resources
DOID:10607	tropical sprue Aliases: Sprue - tropical Tropical steatorrhea	ACE AGA AKR1D1 CD55 CYP27A1 DGAT1 ENPP1 HSD3B7 LCT LPIN2 MGLL MMUT MPI OCRL PIK3CA PNLIP SI SLC2A2 SLC2A5 SLC5A1 TYMP	11343 1593 1604 1636 175 1890 3938 4351 4594 4952 5167 5290 5406 6476 6514 6518 6523 6718 80270 8694 9663	Homo sapiens (human)	DisGeNET
DOID:12365	malaria Aliases: induced malaria	ABO ACACA ACE ACHE ACOT7 ADH1B AKR1A1 ALOX5 ANXA4 ANXA7 B3GAT1 CAT CD14 CD1D CD55 CDH13 CEL CERS1 CFC1 CHI3L1 CHIT1 CS CYP1A2 CYP2B6 CYP2C19 CYP2C8 CYP3A4 ENO2 ENOSF1 FCGR3B FCN2 FUT9 G6PD GAPDH GLO1 GOLPH3 GPX1 H6PD HK1 HPGDS HPRT1 HPSE HSD11B1 ICAM1 IL18R1 IL1R1 ISYNA1 LMAN1 MASP2 MBL2 MCAT MOGS MPPE1 NANP PGAM1 PGD PGLS PGM1 PKLR PNP POFUT2 POMGNT2 PSAP PTGS2 SDC1 SELE SPHK1 TMED9 TNF UMPS VNN1 VNN2	1012 10327 1056 10690 10715 10747 10855 1116 1118 11332 125 140838 1431 1544 1555 1557 1558 1576 1604 1636 2026 2215 2220 23275 240 2539 25796 2597 27087 27306 27349 2739 28 2876 307 3098 31 310 3251 3290 3383 3554 3998 4153 43 4860 51477 5223 5226 5236 5313 54732 55556 55997 5660 5743 6382 6401 64083 65258 7124 7372 7841 847 84892 8809 8875 8876 8877 912 929 9563	Homo sapiens (human)	DisGeNET Alliance of Genome Resources
DOID:14069	cerebral malaria Aliases: Malarial encephalitis	ACE ALOX5 CAT CHI3L1 ENOSF1 FH ICAM1 IL1R1 ISYNA1 LGALS2 MBL2 MPPE1 PNP PRKAA2 PTGS2 SELE	1116 1636 2271 240 3383 3554 3957 4153 4860 51477 55556 5563 5743 6401 65258 847	Homo sapiens (human)	DisGeNET
DOID:14067	Plasmodium falciparum malaria Aliases: Malaria fever, subtertian falciparum malaria malignant tertian fever	ABO ACOT7 CD14 CHI3L1 CHIT1 CYP2C19 CYP2C8 ENOSF1 FCGR3B FDPS G6PD GPX1 ICAM1 ISYNA1 MBL2 PGM1 PTGS2 SELE SLC17A5 TNF UGT1A9	1116 1118 11332 1557 1558 2215 2224 2539 26503 28 2876 3383 4153 51477 5236 54600 55556 5743 6401 7124 929	Homo sapiens (human)	DisGeNET Alliance of Genome Resources
DOID:12978	Plasmodium vivax malaria Aliases: Malaria by Plasmodium vivax Vivax Malaria	ABO ACOT7 CD55 CYP4F3 G6PD GPI HPGDS PGD PGM1	11332 1604 2539 27306 28 2821 4051 5226 5236	Homo sapiens (human)	DisGeNET
DOID:8545	malignant hyperthermia Aliases: anesthesia related hyperthermia malignant hyperpyrexia due to anesthesia	CACNA2D1 GCDH GPI HSPG2 MTMR14	2639 2821 3339 64419 781	Homo sapiens (human)	DisGeNET
DOID:10534	stomach cancer Aliases: gastric cancer gastric neoplasm	A4GNT ABO ACACA ACE ACHE ACLY ACO2 ACSL4 ACSS2 ACSS3 ACYP2 ADH1A ADH1B ADH1C ADH4 ADH5 ADH6 ADH7 AGA AKR1A1 AKR1B10 AKR1B1 AKR1C3 ALDH1A3 ALDH2 ALDH3A1 ALDH7A1 ALDOB ALOX12 ALOX15 ALOX5 ALPP AMY2A ANXA4 ANXA5 ANXA7 APRT ARSF ARSI ATP6V1A B3GAT1 BAAT BST2 CACNA2D1 CACNA2D3 CALR CANX CAT CBR1 CD14 CD177 CD1D CD248 CD33 CD44 CD55 CD74 CDH13 CEACAM5 CEACAM6 CEACAM7 CEMIP CERS6 CHGA CHI3L1 CHPT1 CLEC1B CNTN1 COG2 COG8 COMT CPT1A CYP19A1 CYP1A1 CYP1A2 CYP2B6 CYP2C19 CYP2E1 CYP3A4 CYP4F3 DCN DHDDS DHRS11 DLD DPAGT1 EBP ECHS1 EFNA1 EFNA2 ENO1 ENOSF1 FADS1 FADS2 FASN FBP1 FBP2 FBXO2 FH FKTN FOLR1 FOLR2 FUT11 FUT1 FUT2 FUT3 FUT4 FUT5 FUT6 GAL3ST1 GALE GALNS GALNT1 GALNT2 GALNT5 GALNT6 GAPDH GAS1 GBA3 GFPT1 GGT1 GLB1 GLDC GLO1 GLUL GOLPH3 GPAA1 GPC3 GPI GPNMB GPX1 GPX2 GPX3 GUSB HACD1 HAS1 HK1 HK2 HMMR HPGDS HPSE HS6ST2 HSD11B2 HSD17B1 HSD17B2 HSD17B7 HSD3B1 ICAM1 ICAM2 IDH1 IDH2 IDH3B IDUA IGF2R IL18R1 IL1RL1 IL6ST INPP5K INPPL1 ISYNA1 ITLN1 KLRK1 L1CAM LDHA LGALS1 LGALS2 LGALS3 LGALS9 LIPF LMAN2 LYPD5 LYZ MBD4 MBL2 MBOAT7 MCAT MDGA2 MELTF MGAT5 MICA MMP25 MMUT MRC1 MSLN MTAP MTMR2 MTMR3 MUTYH NAGLU NAMPT NANS NCAM1 NEIL1 NEIL2 NEU1 NEU2 NGLY1 NT5E NTHL1 OARD1 OGG1 OGT OPCML PARP1 PCCA PCNA PDHA1 PDIA3 PFKFB1 PFKFB2 PFKFB3 PFKFB4 PGAM1 PGAP3 PGK1 PIK3CA PIK3CB PIK3CD PIK3CG PIP5KL1 PKD1 PKM PLA2G2A PLAUR PLCD1 PLCE1 PLCG2 PLD1 PLPP1 PNPLA2 PPAT PRKAA2 PRNP PSAP PSMD10 PTEN PTGDS PTGS1 PTGS2 RECK RGN RPN2 SARM1 SDC1 SDHA SDHB SDHC SDHD SELE SELL SGPP1 SGPP2 SHMT2 SIRT2 SIRT4 SIRT6 SLC26A2 SLC2A4 SLC35B4 SMUG1 SOAT1 SPHK1 ST3GAL3 ST3GAL6 ST6GAL1 ST6GALNAC1 STS SUCLG1 SULF1 SULF2 SULT1E1 TDG TFF1 TIGAR TKT TKTL1 TM7SF2 TMED6 TMEM260 TNKS TP53 TPI1 TYMP UGCG UGT1A10 UGT1A1 UGT1A4 UGT1A6 UGT1A7 UGT1A8 UGT1A9 UGT2B15 ULBP1 UMPS UPP1 VCAM1 VCAN VTCN1	100507436 1012 10135 10232 10327 10402 10457 1048 10682 10855 1087 10960 1113 1116 11226 11227 124 125 126 127 1272 128 130 130367 131 1312 1374 138429 142 1462 146456 1543 1544 1555 1557 1571 1576 1588 1604 161357 1634 1636 170384 1738 175 1798 1836 1890 1892 1942 1943 2023 217 218 2182 2194 220 2203 221443 2218 2271 22796 229 22914 22933 23098 231 23213 23409 2348 2350 23583 239 240 246 250 2523 2524 2525 2526 2527 2528 252969 253782 2582 2588 2589 2590 2597 2619 26232 2673 2678 27087 2719 2720 27306 2731 27349 2739 2752 279 28 2821 284348 2876 2877 2878 2923 2990 3036 307 308 3098 3099 31 310 3161 3283 3291 3292 3294 3383 3384 340075 3417 3418 3420 3425 3482 353 3572 3636 3897 3939 3956 3957 3958 3965 3992 4051 4069 412 4153 416 4241 4249 43 4360 4507 4594 4595 4669 4680 4684 47 4758 4759 4907 4913 4968 4978 50 501 5095 5111 51146 51196 51266 51477 51478 51548 5160 51763 5207 5208 5209 5210 5223 523 5230 5290 5291 5293 5294 5310 5315 5320 5329 5333 5336 5337 54187 54575 54576 54577 54578 54600 54657 54658 5471 54916 55556 55600 5563 55768 55799 55808 55902 55959 5621 5660 56994 570 57016 57103 57104 57124 57126 5716 57214 5728 5730 5742 5743 57733 6185 6382 6389 6390 6391 6392 6401 6402 64083 64386 6472 6480 6487 6517 6646 6783 684 6996 7031 7086 7108 7157 7167 7357 7366 7372 7378 7412 781 79143 79154 79611 79661 79679 79947 80329 811 81537 821 8277 8434 84342 847 8473 84912 8513 8611 8644 8658 873 8733 8789 8802 8809 8877 8897 8898 8930 90161 9104 912 9173 9200 929 93210 9415 945 9514 960 972 98	Homo sapiens (human)	DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET Alliance of Genome Resources
DOID:5517	stomach carcinoma Aliases: cancer of the stomach carcinoma of stomach gastric carcinoma	A4GNT ABO ACACA ACE ACHE ACLY ACO2 ACSL4 ACSS2 ACSS3 ACYP2 ADH1A ADH1B ADH1C ADH4 ADH5 ADH6 ADH7 AGA AKR1A1 AKR1B10 AKR1B1 AKR1C3 ALDH1A3 ALDH2 ALDH7A1 ALDOB ALOX12 ALOX15 ALOX5 ALPP AMY2A ANXA4 ANXA5 ANXA7 APRT ARSF ARSI ATP6V1A BAAT BST2 CACNA2D1 CACNA2D3 CALR CANX CAT CBR1 CD14 CD177 CD1D CD248 CD33 CD44 CD55 CD74 CDH13 CEACAM5 CEACAM6 CEACAM7 CEMIP CERS6 CHGA CHI3L1 CHPT1 CLEC1B CNTN1 COG2 COG8 COMT CPT1A CYP19A1 CYP1A1 CYP1A2 CYP2B6 CYP2C19 CYP2E1 CYP3A4 CYP4F3 DCN DHDDS DHRS11 DLD DPAGT1 EBP ECHS1 EFNA1 EFNA2 ENO1 ENOSF1 FADS1 FADS2 FASN FBP1 FBP2 FBXO2 FH FKTN FOLR1 FOLR2 FUT1 FUT2 FUT3 FUT4 FUT5 FUT6 GAL3ST1 GALE GALNS GALNT1 GALNT2 GALNT5 GALNT6 GAPDH GAS1 GBA3 GFPT1 GGT1 GLB1 GLDC GLO1 GLUL GOLPH3 GPAA1 GPC3 GPI GPNMB GPX1 GPX2 GPX3 GUSB HACD1 HAS1 HK1 HK2 HMMR HPGDS HPSE HS6ST2 HSD11B2 HSD17B1 HSD17B2 HSD17B7 HSD3B1 ICAM1 ICAM2 IDH1 IDH2 IDH3B IDUA IGF2R IL18R1 IL1RL1 INPP5K INPPL1 ISYNA1 ITLN1 KLRK1 L1CAM LDHA LGALS1 LGALS2 LGALS3 LGALS9 LIPF LMAN2 LYPD5 LYZ MBD4 MBL2 MBOAT7 MCAT MDGA2 MELTF MGAT5 MICA MMP25 MMUT MRC1 MSLN MTAP MTMR2 MTMR3 MUTYH NAGLU NAMPT NANS NCAM1 NEIL1 NEIL2 NEU1 NEU2 NGLY1 NT5E NTHL1 OARD1 OGG1 OGT OPCML PARP1 PCCA PDHA1 PDIA3 PFKFB3 PFKFB4 PGAM1 PGAP3 PGK1 PIK3CA PIK3CB PIK3CD PIK3CG PIP5KL1 PKD1 PKM PLA2G2A PLCD1 PLCE1 PLD1 PLPP1 PNPLA2 PPAT PRKAA2 PRNP PSAP PSMD10 PTEN PTGDS PTGS1 PTGS2 RECK RPN2 SARM1 SDC1 SDHB SDHC SDHD SELE SGPP1 SGPP2 SHMT2 SIRT2 SIRT4 SIRT6 SLC26A2 SLC2A4 SLC35B4 SLC3A2 SMUG1 SOAT1 SPHK1 ST3GAL3 ST6GAL1 ST6GALNAC1 STS SUCLG1 SULF1 SULF2 SULT1E1 TDG TIGAR TKT TKTL1 TM7SF2 TMED6 TNKS TPI1 TYMP UGCG UGT1A10 UGT1A1 UGT1A4 UGT1A6 UGT1A7 UGT1A8 UGT2B15 ULBP1 UMPS UPP1 VCAM1 VCAN VTCN1	100507436 1012 10135 10232 10327 10457 1048 10682 10855 1087 10960 1113 1116 11226 11227 124 125 126 127 1272 128 130 130367 131 1312 1374 138429 142 1462 146456 1543 1544 1555 1557 1571 1576 1588 1604 161357 1634 1636 1738 175 1798 1836 1890 1892 1942 1943 2023 217 2182 2194 220 2203 221443 2218 2271 22796 229 22914 22933 23098 231 23213 23409 2348 2350 23583 239 240 246 250 2523 2524 2525 2526 2527 2528 252969 253782 2582 2588 2589 2590 2597 2619 26232 2673 2678 2719 2720 27306 2731 27349 2739 2752 279 28 2821 284348 2876 2877 2878 2923 2990 3036 307 308 3098 3099 31 310 3161 3283 3291 3292 3294 3383 3384 340075 3417 3418 3420 3425 3482 353 3636 3897 3939 3956 3957 3958 3965 3992 4051 4069 412 4153 416 4241 4249 43 4360 4507 4594 4595 4669 4680 4684 47 4758 4759 4907 4913 4968 4978 50 501 5095 51146 51196 51266 51477 51478 51548 5160 51763 5209 5210 5223 523 5230 5290 5291 5293 5294 5310 5315 5320 5333 5337 54187 54575 54576 54577 54578 54657 54658 5471 55556 55600 5563 55768 55799 55808 55902 55959 5621 5660 56994 570 57016 57103 57104 57124 57126 5716 57214 5728 5730 5742 5743 57733 6185 6382 6390 6391 6392 6401 64083 64386 6472 6480 6487 6517 6520 6646 6783 684 6996 7086 7108 7167 7357 7366 7372 7378 7412 781 79143 79154 79611 79661 79679 79947 80329 811 81537 821 8277 8434 84342 847 8473 84912 8513 8611 8644 8658 873 8733 8789 8802 8809 8877 8897 8898 8930 90161 912 9173 9200 929 93210 9415 945 9514 960 972 98	Homo sapiens (human)	DisGeNET DisGeNET Alliance of Genome Resources
DOID:9269	maple syrup urine disease Aliases: Ketoacidaemia branched chain ketoaciduria	BCKDHA BCKDHB CACNA2D2 CYB5R3 DBT DLD HADH LPL UMOD	1629 1727 1738 3033 4023 593 594 7369 9254	Homo sapiens (human)	DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET DisGeNET Alliance of Genome Resources
DOID:0014667	disease of metabolism Aliases: metabolic disease	ACACA ACADM ACAT1 ACE ACHE ACLY ACOX1 ACSF3 ADH1B AGL AGXT AKR1C3 AKR1D1 AMT APRT ARSA BAAT CAT CD14 CD248 CD38 CD74 CDH13 CEACAM5 CERS6 CFC1 COL9A2 CPT1A CPT2 CTNS CYP11B1 CYP11B2 CYP1B1 CYP21A2 CYP2B6 CYP2C19 CYP2C9 CYP7A1 CYP7B1 CYP8B1 DGAT1 DLD ECHS1 ELOVL6 ENO3 ENPP2 FASN G6PC1 G6PD GAA GAD2 GALC GALK1 GALNS GALNT3 GALNT8 GALT GBE1 GCDH GCK GLA GLDC GLUL GNPTAB GPIHBP1 GPX1 GPX3 GYG1 GYS2 HADH HADHA HSD11B1 HSD11B2 IDH1 IDH2 IDUA INPP5K INPPL1 INS KHK KL KLB L2HGDH LCAT LDHA LDHAL6A LDHAL6B LDHB LDHC LGALS3 LPIN2 LPL MACROD1 MBD4 MCEE MGAT1 MGAT2 MGAT4A MMUT MOGAT2 MRC1 NAMPT OGG1 OLR1 PARP1 PARP2 PCCA PCCB PCK2 PDHA1 PDHA2 PDHX PFKL PFKM PFKP PGAM2 PGM1 PGP PIK3CA PIK3CB PIK3CD PIK3CG PKD1 PKLR PKM PLA2G4A PMM2 PNP PNPLA2 PNPLA3 PRKAA2 PRPS1 PTEN PTGES PTGS2 PYGM RPIA SARM1 SCD SFTPD SI SIGLEC12 SIRT4 SIRT6 SLC17A5 SLC26A2 SLC2A2 SLC2A4 SLC2A5 SLC37A4 SLC5A1 SMPD1 SMUG1 SORD ST3GAL4 STS SULF1 SULT1E1 TALDO1 TM7SF2 TPI1 UMPS VCAM1 VNN1 VNN2	10038 1012 10135 1048 11320 125 1298 1374 1376 142 1497 152831 1545 1555 1557 1559 1581 1582 1584 1585 1589 160287 1636 1738 178 1836 189 1892 197322 2027 2194 22934 23098 23213 23409 23583 253782 2538 2539 2542 2548 2572 2581 2584 2588 2591 2592 26290 2632 2639 2645 26503 2717 2731 275 2752 283871 2876 2878 28992 2992 2998 3030 3033 31 3290 3291 338328 34 3417 3418 3425 353 3630 3636 3795 38 3931 3939 3945 3948 3958 4023 410 412 4245 4247 43 4360 4594 47 4860 4968 4973 5095 5096 51 5106 51548 5160 5161 5168 51763 5211 5213 5214 5224 5236 5290 5291 5293 5294 5310 5313 5315 5321 5373 5563 55997 5631 570 57104 57124 5728 5743 5837 6319 6441 6476 6484 6514 6517 6518 6523 6609 6652 6718 6783 6888 7108 7167 7372 7412 79071 79158 79944 80168 80339 8050 84693 847 8644 8694 8875 8876 8930 89858 92483 929 9365 9420 952 9536 9663 972	Homo sapiens (human)	DisGeNET DisGeNET Alliance of Genome Resources
DOID:0080195	Marinesco-Sjogren syndrome Aliases: Garland-Moorhouse syndrome Marinesco-Garland syndrome Oligophrenic cerebellolenticular degeneration hereditary oligophrenic cerebello-lental degeneration	CEACAM5 FASN IDH2 INPP5K MBD4 MRC1 PARP1 PIK3CA PTEN PTGES PTGS2 SULF1 VCAM1	1048 142 2194 23213 3418 4360 51763 5290 5728 5743 7412 8930 9536	Homo sapiens (human)	DisGeNET
DOID:10690	mastitis Aliases: Inflammatory breast disease Inflammatory disease of breast breast inflammation	ABO AMACR B4GALT1 CD14 CRLS1 CYP1A1 CYP24A1 CYP2R1 DGAT1 GALNS LPL LYZ PLA2G1B PLB1 SCD SFTPA1 SLC26A2 TLR4	120227 151056 1543 1591 1836 23600 2588 2683 28 4023 4069 5319 54675 6319 653509 7099 8694 929	Homo sapiens (human)	DisGeNET DisGeNET Alliance of Genome Resources
DOID:4658	benign mastocytoma	CD44 CD72 ENPP3 HS2ST1 HSPG2 ICAM1 IDH2 MCAT PLA2G2E	27349 30814 3339 3383 3418 5169 960 9653 971	Homo sapiens (human)	DisGeNET DisGeNET DisGeNET DisGeNET
DOID:4659	extracutaneous mastocytoma	CD44 CD72 ENPP3 HS2ST1 HSPG2 ICAM1 IDH2 MCAT PLA2G2E	27349 30814 3339 3383 3418 5169 960 9653 971	Homo sapiens (human)	DisGeNET DisGeNET DisGeNET DisGeNET
DOID:3664	mast cell neoplasm Aliases: Mast cell Proliferative disease mast cell tumor mastocytoma	CD44 CD72 ENPP3 HS2ST1 HSPG2 ICAM1 IDH2 MCAT PLA2G2E	27349 30814 3339 3383 3418 5169 960 9653 971	Homo sapiens (human)	DisGeNET DisGeNET DisGeNET
DOID:4660	indolent systemic mastocytosis Aliases: ISM	CALR CD33 CD38 CEL ETNK1 FCER2 FH HS2ST1 ICAM1 IDH2 PLA2G2E SMPD1	1056 2208 2271 30814 3383 3418 55500 6609 811 945 952 9653	Homo sapiens (human)	DisGeNET DisGeNET DisGeNET
DOID:12309	urticaria pigmentosa Aliases: UP/MPCM	CD44 CD72 DHCR24 DLD ENOSF1 ENPP3 GPX1 HSPG2 ICAM1 IDH2 MCAT	1718 1738 27349 2876 3339 3383 3418 5169 55556 960 971	Homo sapiens (human)	DisGeNET DisGeNET
DOID:0060322	mastoiditis	NT5E TLR2 TLR4	4907 7097 7099	Homo sapiens (human)	DisGeNET Alliance of Genome Resources
DOID:10792	chronic maxillary sinusitis Aliases: chronic antritis	NT5E	4907	Homo sapiens (human)	DisGeNET
DOID:2051	maxillary sinusitis	NT5E	4907	Homo sapiens (human)	DisGeNET
DOID:8622	measles Aliases: morbilli	APRT ASAH1 CANX CCDC115 CEACAM5 FOLR2 GLB1 HPRT1 IL18R1 MRC1	1048 2350 2720 3251 353 427 4360 821 84317 8809	Homo sapiens (human)	DisGeNET
DOID:9487	Meckel's diverticulum Aliases: Meckel Diverticulum Persistent vitelline duct	ACSL4 ALG13 GPC3 IL1RAPL1	11141 2182 2719 79868	Homo sapiens (human)	DisGeNET
DOID:11049	meconium aspiration syndrome Aliases: Neonatal aspiration of meconium meconium aspiration	AMY1A AMY1B AMY1C CD14 PTGS1 PTGS2	276 277 278 5742 5743 929	Homo sapiens (human)	DisGeNET

Download data in CSV format Download data in TSV format Download data in JSON format

Table Filtering

GlyTouCan

GlyComb

GlycoPOST

UniCarb-DR

All Resources

Other Information

Tools

Search Tools

International Collaboration

Acknowledgements