GEO Browser - GEO

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53 series

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Accession	Title	Series type(s)	Organism(s)	Samples	Supplementary	Contact	Release date
Filter			Sus scrofa domesticus
GSE266565	Elucidating the Onset of Cross-protective Immunity after Intranasal Vaccination with the Attenuated African Swine Fever Vaccine Candidate BA71ΔCD2	Expression profiling by high throughput sequencing	Sus scrofa domesticus	60	TXT	Jordi Argilaguet Marqués	May 08, 2024
GSE247126	Single-cell RNA-Seq of porcine peripheral blood monocytes	Expression profiling by high throughput sequencing	Sus scrofa domesticus	1	MTX TSV	Pingping Han	Mar 07, 2024
GSE200470	Divergent composition and transposon-silencing activity of small RNAs in mammalian oocytes	Expression profiling by high throughput sequencing Non-coding RNA profiling by high throughput sequencing Other	Canis lupus familiaris Capra hircus Cavia porcellus Cricetulus griseus Danio rerio Homo sapiens Macaca fascicularis Mesocricetus auratus Mus musculus Oryctolagus cuniculus Rattus norvegicus Sus scrofa domesticus	138		Wei Liu	Mar 06, 2024
GSE247127	Comparative transcriptome analysis of T lymphocyte subpopulations from porcine thymus and lymph nodes	Expression profiling by high throughput sequencing	Sus scrofa domesticus	21	TXT	Pingping Han	Jan 26, 2024
GSE248607	Changes in DNA methylation in lung tissue after long-term supplementation with an increased dose of cholecalciferol	Methylation profiling by high throughput sequencing	Sus scrofa domesticus	16	XLSX	Alicja Wierzbicka	Dec 10, 2023
GSE237209	Evolution of neuronal cell classes and types in the vertebrate retina [Pig]	Expression profiling by high throughput sequencing	Sus scrofa domesticus	11	CSV	Joshua William Hahn	Oct 01, 2023
GSE237215	Evolution of neuronal cell classes and types in the vertebrate retina	Expression profiling by high throughput sequencing	Anolis sagrei Bos taurus Callithrix jacchus Danio rerio Didelphis marsupialis Homo sapiens Ictidomys tridecemlineatus Mustela putorius furo Ovis aries Peromyscus maniculatus Rhabdomys pumilio Sus scrofa domesticus Tupaia chinensis	118		Joshua William Hahn	Oct 01, 2023
GSE242293	Changes in mRNA expression in lung tissue after long-term supplementation with an increased dose of cholecalciferol.	Expression profiling by high throughput sequencing	Sus scrofa domesticus	9	XLSX	Alicja Wierzbicka	Sep 15, 2023
GSE223748	Mammalian Methylation Consortium	Methylation profiling by array	Acinonyx jubatus Acomys cahirinus Addax nasomaculatus Aepyceros melampus Alexandromys mongolicus Alexandromys oeconomus Alticola barakshin Alticola semicanus Amblysomus hottentotus Antidorcas marsupialis Antrozous pallidus Aonyx cinereus Aplodontia rufa Apodemus agrarius Apodemus peninsulae Apodemus sylvaticus Apodemus uralensis Artibeus jamaicensis Arvicanthis niloticus Asellia tridens Atelerix albiventris Balaena mysticetus Balaenoptera borealis Balaenoptera musculus Bathyergus janetta Bathyergus suillus Blarina brevicauda Bos taurus Bradypus variegatus Cabassous unicinctus Caenolestes fuliginosus Callithrix geoffroyi Callithrix jacchus Callospermophilus lateralis Callospermophilus saturatus Canis latrans Canis lupus familiaris Capra hircus Capreolus capreolus Carollia perspicillata Castor canadensis Cavia aperea Cavia porcellus Cavia tschudii Cephalorhynchus commersonii Cephalorhynchus hectori hectori Cephalorhynchus hectori maui Ceratotherium simum simum Cervus canadensis Cervus elaphus Chaetophractus villosus Cheirogaleus medius Chinchilla lanigera Chlorocebus sabaeus Choloepus didactylus Choloepus hoffmanni Chrysocyon brachyurus Clethrionomys gapperi Condylura cristata Connochaetes taurinus albojubatus Cricetomys gambianus Cricetulus barabensis Cricetulus griseus Cricetulus longicaudatus Crocidura cyanea Crocuta crocuta Cryptomys hottentotus Ctenomys lewisi Ctenomys opimus Ctenomys steinbachi Cuniculus paca Cyclopes didactylus Cynopterus brachyotis Dasypus novemcinctus Daubentonia madagascariensis Delphinapterus leucas Delphinus delphis Dendrohyrax arboreus Desmodus rotundus Diceros bicornis Didelphis marsupialis Didelphis virginiana Dipus sagitta Dromiciops gliroides Echinops telfairi Eidolon helvum Elephantulus edwardii Elephantulus myurus Elephas maximus Ellobius talpinus Enhydra lutris Eozapus setchuanus Eptesicus fuscus Equus asinus somalicus Equus caballus Equus grevyi Equus quagga Erethizon dorsatum Erinaceus europaeus Eudorcas thomsonii Eulemur albifrons Eulemur coronatus Eulemur flavifrons Eulemur fulvus Eulemur fulvus collaris Eulemur macaco Eulemur mongoz Eulemur rubriventer Eulemur rufus Eulemur sanfordi Eumetopias jubatus Felis catus Fukomys damarensis Galago moholi Galea musteloides Galea musteloides leucoblephara Galeopterus variegatus Gazella leptoceros Georychus capensis Gerbillus cheesmani Gerbillus nanus Giraffa camelopardalis Glaucomys sabrinus Globicephala macrorhynchus Gorilla gorilla Hapalemur griseus Hemicentetes semispinosus Hemiechinus auritus Heterocephalus glaber Hipposideros ruber Hippotragus equinus Hippotragus niger Homo sapiens Hydrochoerus hydrochaeris Hylomys suillus Hystrix cristata Ictidomys tridecemlineatus Jaculus jaculus Kobus megaceros Lagenorhynchus albirostris Lagenorhynchus obliquidens Lasiopodomys brandtii Lasiopodomys gregalis Lasiopodomys mandarinus Lemur catta Leptonycteris yerbabuenae Lepus americanus Lepus californicus Litocranius walleri Loris tardigradus Loxodonta africana Lycaon pictus Lynx rufus Macaca mulatta Macropus fuliginosus Macropus giganteus Macroscelides proboscideus Marmota flaviventris Marmota monax Martes americana Megaptera novaeangliae Meriones libycus Meriones rex Meriones unguiculatus Mesocricetus auratus Mesoplodon bidens Micaelamys namaquensis Microcebus murinus Microgale cowani Microgale drouhardi Microgale thomasi Microtus fortis Microtus guentheri Microtus maximowiczii Microtus ochrogaster Microtus pennsylvanicus Microtus richardsoni Mirza zaza Molossus molossus Monodelphis domestica Mops pumilus Muntiacus vaginalis Mus minutoides Mus musculus Mustela altaica Mustela frenata Mustela putorius furo Myocastor coypus Myodes rufocanus Myotis brandtii Myotis evotis Myotis lucifugus Myotis myotis Myotis nattereri Myotis thysanodes Myotis vivesi Myotis yumanensis Nanger dama Nanger granti Nanger soemmerringii Nannospalax ehrenbergi Nannospalax galili Napaeozapus insignis Neogale vison Neomys fodiens Neophoca cinerea Neotoma cinerea Nesogale talazaci Neurotrichus gibbsii Notamacropus agilis Notamacropus eugenii Notamacropus rufogriseus Nothocricetulus migratorius Nyctalus noctula Nycticebus coucang Nycticeius humeralis Ochotona alpina Ochotona dauurica Ochotona hyperborea Ochotona pallasi Ochotona princeps Ochotona rufescens Odobenus rosmarus divergens Odocoileus virginianus Okapia johnstoni Ondatra zibethicus Orcinus orca Oreamnos americanus Orientallactaga sibirica Ornithorhynchus anatinus Orycteropus afer Oryctolagus cuniculus Osphranter robustus Osphranter rufus Otolemur crassicaudatus Ovis aries Pan troglodytes Panthera leo Panthera tigris Papio hamadryas Paraechinus aethiopicus Paraechinus hypomelas Parascalops breweri Perodicticus potto Peromyscus californicus Peromyscus eremicus Peromyscus leucopus Peromyscus maniculatus Peromyscus polionotus Phascolarctos cinereus Phoca groenlandica Phoca vitulina Phocoena phocoena Phodopus campbelli Phodopus roborovskii Phyllostomus discolor Phyllostomus hastatus Physeter catodon Pipistrellus pipistrellus Plecotus auritus Pongo pygmaeus Procavia capensis Propithecus coquereli Propithecus diadema Propithecus tattersalli Pteropus giganteus Pteropus hypomelanus Pteropus poliocephalus Pteropus pumilus Pteropus rodricensis Pteropus vampyrus Puma concolor Rattus norvegicus Rattus rattus Rhabdomys pumilio Rhinoceros unicornis Rhinolophus alcyone Rhinolophus ferrumequinum Rhinopoma hardwickii Rhombomys opimus Rhynchonycteris naso Rousettus aegyptiacus Saccopteryx bilineata Sarcophilus harrisii Scalopus aquaticus Scapanus orarius Sciurus carolinensis Sciurus niger Setifer setosus Smutsia temminckii Sorex caecutiens Sorex cinereus Sorex hoyi Sorex isodon Sorex minutissimus Sorex palustris Sorex roboratus Sorex trowbridgii Sorex tundrensis Sorex vagrans Steno bredanensis Suncus murinus Suncus varilla Suricata suricatta Sus scrofa Sus scrofa domesticus Sylvilagus audubonii Sylvilagus bachmani Sylvilagus brasiliensis Sylvilagus floridanus Sylvilagus nuttallii Tachyglossus aculeatus Tadarida brasiliensis Talpa occidentalis Tamandua mexicana Tamandua tetradactyla Tamias amoenus Tamias striatus Tamias townsendii Tamiasciurus douglasii Tamiasciurus hudsonicus Tenrec ecaudatus Tolypeutes matacus Trachypithecus francoisi Tragelaphus angasii Tragelaphus eurycerus Tragelaphus imberbis Tragelaphus oryx Tragelaphus spekii Tragelaphus strepsiceros Trichechus manatus Tupaia belangeri Tupaia gracilis Tupaia longipes Tupaia tana Tursiops aduncus Tursiops truncatus Urocitellus columbianus Ursus americanus Varecia rubra Varecia variegata Vicugna pacos Vombatus ursinus Vulpes vulpes Xanthonycticebus pygmaeus Zalophus californianus Zapus princeps	15043	CSV DOCX IDAT	Steve Horvath	Aug 05, 2023
GSE234108	Transcriptomic analysis of early IFALD in preterm piglets receiving parenteral nutrition	Expression profiling by high throughput sequencing	Sus scrofa domesticus	9	XLSX	Scott C Fligor	Aug 02, 2023
GSE223347	Transcriptomic analysis of SEFA-6179 treatment in preterm piglets receiving parenteral nutrition	Expression profiling by high throughput sequencing	Sus scrofa domesticus	11	TXT	Scott C Fligor	Jun 03, 2023
GSE228096	Epicardial Placement of Human Placental Membrane Protects from Heart Injury in a Swine Model of Myocardial Infarction	Expression profiling by high throughput sequencing	Sus scrofa domesticus	27		Marissa Anne Lopez-Pier	May 30, 2023
GSE201510	NGS-Muscle of swine supplemented with cholecalciferol and 25(OH)D	Expression profiling by high throughput sequencing	Sus scrofa domesticus	34	TXT	Alicja Wierzbicka	Jan 01, 2023
GSE215197	Infection characteristics and transcriptomics of African swine fever virus in Bama mini-pigs	Expression profiling by high throughput sequencing	Sus scrofa domesticus	12	TXT	Changjie Lv	Oct 14, 2022
GSE212315	Transcriptomic and proteomic studies of condylar ossification of the temporomandibular joint in porcine embryos	Expression profiling by high throughput sequencing	Sus scrofa domesticus	6	TXT	lei xiang	Sep 02, 2022
GSE195869	Comparative analysis of genome-scale, base-resolution DNA methylation profiles across 580 animal species	Methylation profiling by high throughput sequencing	Abronia anzuetoi Acanthosaura Acanthurus triostegus Accipiter gentilis Accipiter nisus Acinonyx Acomys Acryllium vulturinum Agapornis Agapornis canus Agapornis lilianae Agapornis personatus Agapornis taranta Ailurus fulgens Alectis ciliaris Alitta succinea Amandava subflava Amazona Amazona agilis Amblyglyphidodon leucogaster Ambystoma Ambystoma andersoni Ambystoma mexicanum Ammodytes dubius Ammodytes hexapterus Ammotragus Anas platyrhynchos Anoplopoma fimbria Antidorcas Antilope Aonyx cinereus Aotidae Aplonis panayensis Apodemus flavicollis Apodemus sylvaticus Apostichopus parvimensis Aptenodytes patagonicus Aquila heliaca Ara Ara ararauna Ardea Ariopsis felis Ascidiella aspersa Asio otus Astrochelys radiata Astrochelys yniphora Athene noctua Atherinomorus vaigiensis Axis axis Balearica pavonina Bathymaster signatus Batoidea Bison bonasus Boa constrictor Bodianus diana Boltenia echinata Boltenia ovifera Bos Boselaphus tragocamelus Bothriechis schlegelii Botryllus schlosseri Brachylophus Branchiostoma floridae Bubalus Bubo bubo Buteo Buteo buteo Buteo lagopus Bycanistes bucinator Cacatua alba Caiman yacare Callithrix jacchus Callocephalon fimbriatum Callorhinchus milii Caloenas nicobarica Calyptocephallela gayi Camelus dromedarius Camelus ferus Canis aureus Canis lupus Canis lupus familiaris Canis lupus lycaon Cantherhines pardalis Capra Capra aegagrus Capreolus capreolus Capricornis Capromyidae Capromys pilorides Carcharias taurus Cariamidae Carollia perspicillata Castoridae Casuarius casuarius Caviidae Cebinae Centropomus robalito Centropristis striata Centropyge heraldi Cephalopholis miniata Cercopithecus Cervidae Cervus elaphus Cervus nippon Chaetodon lineolatus Chaetodon lunula Chamaeleo calyptratus Chamaeleonidae Charadriidae Chauna torquata Cheilodipterus quinquelineatus Cheilopogon pinnatibarbatus californicus Chelydra serpentina Chiroxiphia pareola Chloris chloris Chloropsis Choerodon fasciatus Chromis punctipinnis Chrysopelea Ciconia ciconia Ciconiidae Ciona intestinalis Circus aeruginosus Circus cyaneus Cirrhilabrus lineatus Cirrhilabrus roseafascia Clavelina picta Clupea harengus Coccothraustes Coliiformes Colobus guereza Colobus polykomos Columba livia Columbidae Connochaetes Copsychus malabaricus Coracias cyanogaster Coracias garrulus Coris caudimacula Coris gaimard Cornufer guentheri Coronella austriaca Correlophus ciliatus Corucia zebrata Corvus Corvus corax Corvus corone Corvus frugilegus Coryphaenoides acrolepis Coturnix coturnix Coturnix delegorguei Cricetinae Cricetomyinae Cricetus Crocodylia Crotalus Cryptacanthodes maculatus Ctenochaetus striatus Cucumaria frondosa Cuora mccordi Cuora mouhotii Cyanocompsa brissonii Cyanoliseus patagonus Cyclopsitta diophthalma Cyclopterus lumpus Cyclura Cyclura cornuta Cygnus cygnus Cygnus melancoryphus Cynictis Cynomys Cynoscion regalis Cyprinus carpio Dama dama Danio rerio Dascyllus aruanus Dasypodidae Dendrocygna viduata Dinemellia Diodon hystrix Dolichotis Dolichotis patagonum Doryteuthis pealeii Dracaena guianensis Dromaius novaehollandiae Ducula bicolor Duttaphrynus melanostictus Echinarachnius parma Ecsenius Ecteinascidia turbinata Elephas maximus indicus Eliomys quercinus Elops affinis Embiotoca jacksoni Emydidae Equus Equus asinus asinus Equus zebra Erethizon Erinaceidae Erpeton Erythrura Esox lucius Eudyptes chrysocome Eunectes Euplectes Euplectes orix Eurypygidae Falco cherrug Falco peregrinus Falco tinnunculus Felis catus Felis silvestris Fistularia commersonii Folivora Fromia Fromia indica Furcifer pardalis Gadus chalcogrammus Gadus morhua Galeocerdo cuvier Gallicolumba Gallus Gallus gallus Garrulus glandarius Gekkonidae Geochelone Geoemyda spengleri Geopelia placida Geronticus eremita Giraffa giraffa Glis glis Glyptocephalus cynoglossus Glyptocephalus zachirus Graptemys Grus japonensis Grus paradisea Gymnothorax moringa Gypaetus Haemulon flavolineatum Haliaeetus albicilla Haliaeetus leucocephalus Halichoeres trimaculatus Halocynthia pyriformis Heleophrynidae Heloderma Hemilepidotus jordani Hemisphaeriodon Hemitragus Hemitripterus americanus Heterocephalus Hippoglossina oblonga Hippoglossoides elassodon Hippoglossoides platessoides Hippotragus Hippotragus equinus Histrio histrio Holothuria Holothuria atra Holothuria cinerascens Homarus americanus Hoplobatrachus tigerinus Hydrochoerus hydrochaeris Hypanus americanus Hypselecara coryphaenoides Hystricidae Iguanidae Illex illecebrosus Incilius alvarius Irena puella Jacanidae Jaculus Kobus Kobus leche Labroides bicolor Laemanctus Lagostomus maximus Lama glama Lampropeltis Lamprotornis chalcurus Leiocephalus Lemur Leontocebus fuscicollis Leontopithecus Leontopithecus chrysomelas Lepas anatifera Lepidopsetta polyxystra Leptailurus Leptoclinus maculatus Leptoptilos crumeniferus Lepus europaeus Lepus timidus Lethenteron camtschaticum Lethrinus atkinsoni Leucoraja erinacea Leucoraja ocellata Lissemys punctata Loligo vulgaris Lophius piscatorius Loriculus galgulus Loweina rara Loweina terminata Lumpenus lampretaeformis Lutjanus mahogoni Lutjanus quinquelineatus Lutra lutra Lynx lynx Lyrurus tetrix Lytechinus variegatus Macaca Macaca silenus Macaca sylvanus Macropodidae Macropus Macroscelidea Macroscelides proboscideus Magallana gigas Malacochersus Marmota Martes foina Meles meles Melopsittacus Merops apiaster Merops bullockoides Milvus milvus Mimus polyglottos Molgula citrina Monacanthidae Morone saxatilis Mullus surmuletus Mungos mungo Muntiacus Mus musculus Musophaga Musophagidae Mustela Mustela putorius Mustelidae Mustelus canis Mya arenaria Myocastor coypus Myoxocephalus octodecemspinosus Myzopsetta ferruginea Naja Nanger dama Nardoa novaecaledoniae Nasua Natrix tessellata Nectariniidae Negaprion brevirostris Neoniphon sammara Neurergus Notamacropus parma Notamacropus rufogriseus Nothobranchius furzeri Nyctereutes Nymphicus hollandicus Octopus vulgaris Onuxodon fowleri Ophioderma panamensis Ophiopteris papillosa Ophiothrix spiculata Oplurus Oryctolagus cuniculus Osteoglossum bicirrhosum Ostorhinchus aureus Ostorhinchus moluccensis Ostorhinchus rueppellii Ostrea edulis Otaria Ovis aries Ovis orientalis Oxycercichthys veliferus Oxycheilinus digramma Oxylebius pictus Pachyuromys Padda oryzivora Panthera leo Panthera onca Panthera pardus Panthera tigris Papio Papio hamadryas Paracanthurus hepatus Paracirrhites forsteri Paralichthys dentatus Parapercis xanthozona Paroedura picta Parupeneus spilurus Parus major Passer domesticus Patiria miniata Pelecanus Pelecanus crispus Penaeus Perdix perdix Petauridae Petaurus breviceps Phalacrocorax carbo Phascolarctos cinereus Phasianus colchicus Philomachus Phloeomys Phocidae Phodopus campbelli Phoenicopteriformes Photoblepharon palpebratum Phyllopteryx taeniolatus Picus viridis Pisaster brevispinus Pisaster giganteus Pithecia pithecia Pitta moluccensis Platax teira Plegadis falcinellus Pleoticus muelleri Pleurogrammus monopterygius Ploceus cucullatus Podothecus accipenserinus Pogona barbata Pollachius virens Polychrus marmoratus Polypedates otilophus Pomacentrus coelestis Pomatomus saltatrix Pongo Potamochoerus porcus Prionotus carolinus Pristigenys alta Probosciger aterrimus Procyon lotor Psammomys obesus Psarisomus dalhousiae Pseudanthias Pseudanthias ventralis Pseudobalistes fuscus Pseudomonacanthus peroni Psittacus Pterocaesio marri Pteropus Ptilinopus Ptilinopus pulchellus Puma concolor Pycnonotus barbatus Python molurus Python regius Pythonidae Pytilia melba Rangifer tarandus Rattus norvegicus Rattus rattus Recurvirostra avosetta Rhabdamia gracilis Rhacophorus reinwardtii Rhea americana Rhinecanthus aculeatus Rhinocerotidae Rhinogobiops nicholsii Rhinoptera bonasus Rhyticeros narcondami Riftia pachyptila Rollulus Rupicapra rupicapra Saccoglossus kowalevskii Saguinus Saguinus imperator Saguinus mystax Saguinus oedipus Saimiriinae Salmo salar Salmo trutta Salvelinus alpinus Salvelinus umbla Sarcophilus Sauromalus Scandentia Scincidae Sciurus vulgaris Scolopsis bilineata Scophthalmus aquosus Scopus umbretta Scyliorhinus retifer Sebastes atrovirens Sebastes borealis Sebastes caurinus Sebastes chrysomelas Sebastes constellatus Sebastes hopkinsi Sebastes miniatus Sebastes mystinus Sebastes norvegicus Sebastes ovalis Sebastes paucispinis Sebastes semicinctus Sebastolobus alascanus Semicossyphus pulcher Serinus Shinisaurus crocodilurus Spatula querquedula Spermophilus Spheniscus humboldti Sphoeroides maculatus Spinus spinus Squalus acanthias Stenotomus chrysops Stichopus chloronotus Strigiformes Strix aluco Strix uralensis Strongylocentrotus droebachiensis Strongylocentrotus purpuratus Struthio camelus Sturnus vulgaris Styela montereyensis Sufflamen chrysopterum Suricata Sus scrofa Sus scrofa domesticus Sylvia atricapilla Tamias Tamiops Tapirus Taurotragus Tayassuidae Terrapene Testudinidae Testudo hermanni Testudo kleinmanni Tetrao urogallus Tetrastes bonasia Theloderma Theropithecus gelada Thunnus albacares Thyonella gemmata Tiliqua rugosa Tiliqua scincoides Tinca tinca Tockus alboterminatus Tockus deckeni Tockus flavirostris Tockus nasutus Trachemys Trachemys scripta elegans Trachemys scripta scripta Trachyphonus erythrocephalus Tragelaphus angasii Tragelaphus spekii Tragulus javanicus Triglops scepticus Tringa totanus Trioceros jacksonii Tupaia Upupa epops Uraeginthus bengalus Uromastyx Uromastyx ocellata Urophycis tenuis Ursus Ursus arctos Vanellus armatus Varanus Varanus exanthematicus Varanus gouldii Varecia Vermilingua Vicugna Vicugna pacos Vidua paradisaea Vipera ammodytes Vipera berus Vulpes vulpes Xenagama wilmsi Xiphias gladius Yangochiroptera Yinpterochiroptera Zamenis longissimus Zaprora silenus Zenopsis conchifer Zoarces americanus Zosteropidae	3023	BED SRA Run Selector	Christoph Bock	Jun 18, 2022
GSE196055	A Single Cell Transcriptome Atlas of The Domestic Pig II	Expression profiling by high throughput sequencing	Sus scrofa domesticus	2	MTX TSV	Lin Lin	Mar 01, 2022
GSE193975	A Single Cell Transcriptome Atlas of The Domestic Pig	Expression profiling by high throughput sequencing	Sus scrofa domesticus	45	MTX TSV SRA Run Selector	Lin Lin	Jan 21, 2022
GSE182829	Analysis of Transcriptome in small intestine after radiation injury with treatment of pravastatin	Expression profiling by high throughput sequencing	Sus scrofa domesticus	6	TXT SRA Run Selector	Hyosun Jang	Aug 29, 2021
GSE168615	Transcriptome profile of the anterior pituitary gland in pigs during maternal recognition of pregnancy	Expression profiling by array	Sus scrofa Sus scrofa domesticus	4	TXT	Agata Zmijewska	Mar 11, 2021