{"id":1562,"date":"2021-01-25T16:55:34","date_gmt":"2021-01-25T21:55:34","guid":{"rendered":"https:\/\/labs.icahn.mssm.edu\/minervalab\/?page_id=1562"},"modified":"2026-10-29T14:12:08","modified_gmt":"2026-10-29T18:12:08","slug":"gwas-summary-statistics","status":"publish","type":"page","link":"https:\/\/labs.icahn.mssm.edu\/minervalab\/resources\/data-ark\/gwas-summary-statistics\/","title":{"rendered":"GWAS Summary Statistics"},"content":{"rendered":"<p>[et_pb_section bb_built=&#8221;1&#8243; fullwidth=&#8221;on&#8221; _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221; next_background_color=&#8221;#000000&#8243;][et_pb_fullwidth_menu menu_id=&#8221;14&#8243; menu_style=&#8221;centered&#8221; fullwidth_menu=&#8221;on&#8221; active_link_color=&#8221;#d80b8c&#8221; dropdown_menu_line_color=&#8221;#221f72&#8243; _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221; menu_font=&#8221;|600|||||||&#8221; menu_text_color=&#8221;#FFFFFF&#8221; menu_font_size=&#8221;16px&#8221; background_color=&#8221;#221f72&#8243; background_layout=&#8221;dark&#8221; sticky_position=&#8221;top&#8221;]<\/p>\n<p>[\/et_pb_fullwidth_menu][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; prev_background_color=&#8221;#000000&#8243; next_background_color=&#8221;#000000&#8243;][et_pb_row _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;||0px||false|false&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221;][et_pb_text admin_label=&#8221;breadcrumb&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_pattern_color=&#8221;rgba(0,0,0,0.2)&#8221; background_mask_color=&#8221;#ffffff&#8221; text_text_shadow_horizontal_length=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; text_text_shadow_vertical_length=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_vertical_length_tablet=&#8221;0px&#8221; text_text_shadow_blur_strength=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_blur_strength_tablet=&#8221;1px&#8221; link_text_shadow_horizontal_length=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; link_text_shadow_vertical_length=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_vertical_length_tablet=&#8221;0px&#8221; link_text_shadow_blur_strength=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_blur_strength_tablet=&#8221;1px&#8221; ul_text_shadow_horizontal_length=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; ul_text_shadow_vertical_length=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_vertical_length_tablet=&#8221;0px&#8221; ul_text_shadow_blur_strength=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_blur_strength_tablet=&#8221;1px&#8221; ol_text_shadow_horizontal_length=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; ol_text_shadow_vertical_length=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_vertical_length_tablet=&#8221;0px&#8221; ol_text_shadow_blur_strength=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_blur_strength_tablet=&#8221;1px&#8221; quote_text_shadow_horizontal_length=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; quote_text_shadow_vertical_length=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_vertical_length_tablet=&#8221;0px&#8221; quote_text_shadow_blur_strength=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_text_shadow_horizontal_length=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_text_shadow_vertical_length=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_text_shadow_blur_strength=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_2_text_shadow_horizontal_length=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_2_text_shadow_vertical_length=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_2_text_shadow_blur_strength=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_3_text_shadow_horizontal_length=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_3_text_shadow_vertical_length=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_3_text_shadow_blur_strength=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_4_text_shadow_horizontal_length=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_4_text_shadow_vertical_length=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_4_text_shadow_blur_strength=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_5_text_shadow_horizontal_length=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_5_text_shadow_vertical_length=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_5_text_shadow_blur_strength=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_6_text_shadow_horizontal_length=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_6_text_shadow_vertical_length=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_6_text_shadow_blur_strength=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_blur_strength_tablet=&#8221;1px&#8221; box_shadow_horizontal_tablet=&#8221;0px&#8221; box_shadow_vertical_tablet=&#8221;0px&#8221; box_shadow_blur_tablet=&#8221;40px&#8221; box_shadow_spread_tablet=&#8221;0px&#8221; custom_css_free_form=&#8221;#breadcrumb {||  list-style: none;||  display: inline-block;||  margin-left: 0px;||}||#breadcrumb .icon {||  font-size: 14px;||}||#breadcrumb li {||  float: left;||}||#breadcrumb li a {||  color: #fff;||  display: block;||  background: #3498db;||  text-decoration: none;||  position: relative;||  height: 20px;||  line-height: 20px;||  padding: 0 10px 0 5px;||  text-align: center;||  margin-right: 23px;||}||#breadcrumb li:nth-child(even) a {||  background-color: #2980b9;||}||#breadcrumb li:nth-child(even) a:before {||  border-color: #2980b9;||  border-left-color: transparent;||}||#breadcrumb li:nth-child(even) a:after {||  border-left-color: #2980b9;||}||#breadcrumb li:first-child a {||  padding-left: 15px;||  -moz-border-radius: 4px 0 0 4px;||  -webkit-border-radius: 4px;||  border-radius: 4px 0 0 4px;||}||#breadcrumb li:first-child a:before {||  border: none;||}||#breadcrumb li:last-child a {||  padding-right: 15px;||  -moz-border-radius: 0 4px 4px 0;||  -webkit-border-radius: 0;||  border-radius: 0 4px 4px 0;||}||#breadcrumb li:last-child a:after {||  border: none;||}||#breadcrumb li a:before, #breadcrumb li a:after {||  content: %22%22;||  position: absolute;||  top: 0;||  border: 0 solid #3498db;||  border-width: 10px 10px;||  width: 0;||  height: 0;||}||#breadcrumb li a:before {||  left: -20px;||  border-left-color: transparent;||}||#breadcrumb li a:after {||  left: 100%;||  border-color: transparent;||  border-left-color: #3498db;||}||#breadcrumb li a:hover {||  background-color: #1abc9c;||}||#breadcrumb li a:hover:before {||  border-color: #1abc9c;||  border-left-color: transparent;||}||#breadcrumb li a:hover:after {||  border-left-color: #1abc9c;||}||#breadcrumb li a:active {||  background-color: #16a085;||}||#breadcrumb li a:active:before {||  border-color: #16a085;||  border-left-color: transparent;||}||#breadcrumb li a:active:after {||  border-left-color: #16a085;||}&#8221; vertical_offset_tablet=&#8221;0&#8243; horizontal_offset_tablet=&#8221;0&#8243; z_index_tablet=&#8221;0&#8243;]<\/p>\n<p><a href=\"https:\/\/labs.icahn.mssm.edu\/minervalab\/scientific-computing-and-data\/\">Scientific Computing and Data<\/a> \/ <a href=\"https:\/\/labs.icahn.mssm.edu\/minervalab\/rds\/\">Research Data Services<\/a>\u00a0\/\u00a0<a href=\"https:\/\/labs.icahn.mssm.edu\/minervalab\/resources\/data-ark\/\">Data Ark: Data Commons<\/a> \/ GWAS Summary Statistics<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section bb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; _builder_version=&#8221;4.9.0&#8243; custom_padding=&#8221;0px||||false|false&#8221; prev_background_color=&#8221;#000000&#8243;][et_pb_row _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221;][et_pb_text admin_label=&#8221;Header&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; header_font_size=&#8221;36px&#8221; background_pattern_color=&#8221;rgba(0,0,0,0.2)&#8221; background_mask_color=&#8221;#ffffff&#8221; text_text_shadow_horizontal_length=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; text_text_shadow_vertical_length=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_vertical_length_tablet=&#8221;0px&#8221; text_text_shadow_blur_strength=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_blur_strength_tablet=&#8221;1px&#8221; link_text_shadow_horizontal_length=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; link_text_shadow_vertical_length=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_vertical_length_tablet=&#8221;0px&#8221; link_text_shadow_blur_strength=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_blur_strength_tablet=&#8221;1px&#8221; ul_text_shadow_horizontal_length=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; ul_text_shadow_vertical_length=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_vertical_length_tablet=&#8221;0px&#8221; ul_text_shadow_blur_strength=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_blur_strength_tablet=&#8221;1px&#8221; ol_text_shadow_horizontal_length=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; ol_text_shadow_vertical_length=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_vertical_length_tablet=&#8221;0px&#8221; ol_text_shadow_blur_strength=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_blur_strength_tablet=&#8221;1px&#8221; quote_text_shadow_horizontal_length=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; quote_text_shadow_vertical_length=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_vertical_length_tablet=&#8221;0px&#8221; quote_text_shadow_blur_strength=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_text_shadow_horizontal_length=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_text_shadow_vertical_length=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_text_shadow_blur_strength=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_2_text_shadow_horizontal_length=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_2_text_shadow_vertical_length=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_2_text_shadow_blur_strength=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_3_text_shadow_horizontal_length=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_3_text_shadow_vertical_length=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_3_text_shadow_blur_strength=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_4_text_shadow_horizontal_length=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_4_text_shadow_vertical_length=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_4_text_shadow_blur_strength=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_5_text_shadow_horizontal_length=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_5_text_shadow_vertical_length=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_5_text_shadow_blur_strength=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_6_text_shadow_horizontal_length=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_6_text_shadow_vertical_length=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_6_text_shadow_blur_strength=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_blur_strength_tablet=&#8221;1px&#8221; box_shadow_horizontal_tablet=&#8221;0px&#8221; box_shadow_vertical_tablet=&#8221;0px&#8221; box_shadow_blur_tablet=&#8221;40px&#8221; box_shadow_spread_tablet=&#8221;0px&#8221; custom_css_free_form=&#8221;.airms-new-doc {||  &#8211;ink-900: #212070;||  &#8211;ink-700: #3a3a52;||  &#8211;ink-500: #6f7086;||  &#8211;line: #e4e4ee;||  &#8211;line-soft: #efeff6;||  &#8211;bg-page: #fbfbfd;||  &#8211;bg-card: #ffffff;||  &#8211;bg-subtle: #f5f5fa;||  &#8211;accent-600: #dc298d;||  &#8211;accent-500: #dc298d;||  &#8211;accent-100: #fbdeee;||  &#8211;accent-050: #fdf0f7;||  &#8211;indigo-100: #e4e4f2;||  &#8211;indigo-050: #f2f2f9;||  &#8211;code-bg: #1b1b3a;||  &#8211;code-text: #e6e6f0;||  &#8211;code-line: rgba(255,255,255,0.08);||  &#8211;font-body: %22Open Sans%22, -apple-system, BlinkMacSystemFont, %22Segoe UI%22, Helvetica, Arial, sans-serif;||  &#8211;font-mono: %22SFMono-Regular%22, %22JetBrains Mono%22, Consolas, Menlo, monospace;||  &#8211;radius-lg: 14px;||  &#8211;radius-md: 8px;||  width: 100%;||  padding: 0 8px;||  background: var(&#8211;bg-page);||  color: var(&#8211;ink-700);||  font-family: var(&#8211;font-body);||  font-size: 16px;||  line-height: 1.65;||  -webkit-font-smoothing: antialiased;||}||||.airms-new-doc *,||.airms-new-doc *::before,||.airms-new-doc *::after {||  box-sizing: border-box;||}||||.airms-new-doc p br,||.airms-new-doc li br,||.airms-new-doc .note br,||.airms-new-doc .callout br {||  display: none;||}||||.airms-new-doc .site-header {||  padding: 40px 0 8px;||}||||.airms-new-doc .brand-tag {||  display: inline-flex;||  align-items: center;||  font-size: 12.5px;||  font-weight: 600;||  color: #212070;||  background: var(&#8211;indigo-100);||  padding: 5px 12px;||  border-radius: 999px;||  letter-spacing: 0.2px;||  margin-bottom: 14px;||}||||.airms-new-doc .brand-title {||  margin: 0;||  color: var(&#8211;ink-900);||  font-size: 32px;||  font-weight: 700;||  letter-spacing: -0.6px;||  line-height: 1.2;||}||||.airms-new-doc .intro {||  padding: 14px 0 30px;||  border-bottom: 1px solid var(&#8211;line);||}||||.airms-new-doc .doc-section {||  border-bottom: 1px solid var(&#8211;line);||}||||.airms-new-doc .doc-section:last-of-type {||  border-bottom: none;||}||||.airms-new-doc .doc-section summary {||  list-style: none;||  cursor: pointer;||  padding: 22px 0;||  display: flex;||  align-items: baseline;||  gap: 8px;||  font-size: 26px;||  font-weight: 700;||  color: var(&#8211;ink-900);||  position: relative;||}||||.airms-new-doc .doc-section summary::-webkit-details-marker {||  display: none;||}||||.airms-new-doc .doc-section summary::after {||  content: %22%22;||  margin-left: auto;||  align-self: center;||  width: 10px;||  height: 10px;||  border-right: 2px solid var(&#8211;ink-500);||  border-bottom: 2px solid var(&#8211;ink-500);||  transform: rotate(45deg);||  transition: transform 0.2s ease;||  flex: none;||}||||.airms-new-doc .doc-section%91open%93 summary::after {||  transform: rotate(-135deg);||  border-color: var(&#8211;accent-600);||}||||.airms-new-doc .doc-section summary:hover {||  color: var(&#8211;accent-600);||}||||.airms-new-doc .section-body {||  padding: 0 0 28px;||}||||.airms-new-doc .eyebrow {||  display: inline-block;||  font-family: var(&#8211;font-body);||  font-size: 26px;||  font-weight: 700;||  color: var(&#8211;ink-900);||  letter-spacing: 0;||}||||.airms-new-doc .intro-eyebrow {||  display: block;||  font-family: var(&#8211;font-body);||  font-size: 26px;||  font-weight: 700;||  color: var(&#8211;ink-900);||  letter-spacing: 0;||  margin-bottom: 10px;||}||||.airms-new-doc h3 {||  color: var(&#8211;ink-900);||  font-size: 15px;||  font-weight: 600;||  margin: 24px 0 10px;||  line-height: 1.3;||}||||.airms-new-doc p {||  margin: 0 0 16px;||  color: var(&#8211;ink-700);||}||||.airms-new-doc .section-body &gt; p:last-child {||  margin-bottom: 0;||}||||.airms-new-doc a {||  color: var(&#8211;accent-600);||  text-decoration: none;||  background-image: linear-gradient(var(&#8211;accent-500), var(&#8211;accent-500));||  background-repeat: no-repeat;||  background-size: 100% 1px;||  background-position: 0 100%;||}||||.airms-new-doc a:hover {||  color: var(&#8211;ink-900);||  background-image: linear-gradient(#212070, #212070);||}||||.airms-new-doc strong {||  font-weight: 600;||  color: var(&#8211;ink-900);||}||||.airms-new-doc ul,||.airms-new-doc ol {||  margin: 0 0 16px;||  padding-left: 22px;||}||||.airms-new-doc li {||  margin-bottom: 9px;||}||||.airms-new-doc li:last-child {||  margin-bottom: 0;||}||||.airms-new-doc li ul,||.airms-new-doc li ol {||  margin-top: 9px;||  margin-bottom: 0;||}||||.airms-new-doc ul &gt; li::marker {||  color: var(&#8211;accent-500);||}||||.airms-new-doc ol &gt; li::marker {||  color: var(&#8211;accent-500);||  font-weight: 600;||}||||.airms-new-doc .callout {||  margin: 20px 0 16px;||  padding: 18px 22px;||  border-radius: var(&#8211;radius-md);||}||||.airms-new-doc .callout p:last-child {||  margin-bottom: 0;||}||||.airms-new-doc .callout-accent {||  background: var(&#8211;indigo-050);||  border: 1px solid var(&#8211;indigo-100);||  border-left: 3px solid var(&#8211;accent-500);||}||||.airms-new-doc .callout-warning {||  background: #fef9ee;||  border: 1px solid #fae8be;||  border-left: 3px solid #d97706;||}||||.airms-new-doc .callout-warning strong {||  color: #78350f;||}||||.airms-new-doc .callout-accent strong {||  color: var(&#8211;ink-900);||}||||.airms-new-doc .callout-subtle {||  background: var(&#8211;bg-subtle);||  border: 1px solid var(&#8211;line-soft);||}||||.airms-new-doc .callout-subtle h3 {||  margin-top: 0;||}||||.airms-new-doc .callout-subtle ul {||  margin-bottom: 0;||}||||.airms-new-doc .note {||  background: var(&#8211;bg-subtle);||  border: 1px solid var(&#8211;line);||  border-left: 3px solid #212070;||  padding: 14px 18px;||  margin: 0 0 16px;||  border-radius: 0 var(&#8211;radius-md) var(&#8211;radius-md) 0;||  color: var(&#8211;ink-700);||}||||.airms-new-doc code {||  font-family: var(&#8211;font-mono);||  background: var(&#8211;bg-subtle);||  color: #b81f77;||  padding: 2px 6px;||  border-radius: 4px;||  font-size: 0.87em;||  border: 1px solid var(&#8211;line);||}||||.airms-new-doc .code-block {||  background: var(&#8211;code-bg);||  border-radius: var(&#8211;radius-md);||  margin: 14px 0 22px;||  overflow: hidden;||  box-shadow: 0 8px 24px rgba(33, 32, 112, 0.18);||}||||.airms-new-doc .code-block-header {||  display: flex;||  align-items: center;||  gap: 6px;||  padding: 8px 10px 8px 14px;||  border-bottom: 1px solid var(&#8211;code-line);||}||||.airms-new-doc .code-lang {||  font-family: var(&#8211;font-mono);||  font-size: 11px;||  color: #9b9bc0;||  text-transform: uppercase;||  letter-spacing: 1px;||}||||.airms-new-doc .code-block pre {||  margin: 0;||  padding: 16px 18px 18px;||  font-family: var(&#8211;font-mono);||  font-size: 13.5px;||  line-height: 1.7;||  color: var(&#8211;code-text);||  white-space: pre-wrap;||  word-break: break-word;||  overflow-x: auto;||}||||.airms-new-doc .code-block pre code {||  background: none;||  border: none;||  padding: 0;||  color: inherit;||}||||.airms-new-doc .code-block a {||  color: #f6a3d0;||  background-image: linear-gradient(#f6a3d0, #f6a3d0);||}||||.airms-new-doc .table-wrap {||  overflow-x: auto;||  margin: 14px 0 4px;||  border-radius: var(&#8211;radius-md);||  border: 1px solid var(&#8211;line);||}||||.airms-new-doc table {||  width: 100%;||  border-collapse: collapse;||  font-size: 14px;||}||||.airms-new-doc th {||  background: var(&#8211;indigo-050);||  color: var(&#8211;ink-900);||  font-weight: 600;||  text-align: left;||  padding: 12px 16px;||  font-size: 12px;||  text-transform: uppercase;||  letter-spacing: 0.5px;||  border-bottom: 1px solid var(&#8211;indigo-100);||}||||.airms-new-doc td {||  padding: 12px 16px;||  border-top: 1px solid var(&#8211;line-soft);||  vertical-align: top;||  color: var(&#8211;ink-700);||}||||.airms-new-doc tbody tr:hover {||  background: var(&#8211;bg-subtle);||}||||.airms-new-doc .doc-footer {||  padding: 24px 0 8px;||  text-align: center;||  color: var(&#8211;ink-500);||  font-size: 13px;||}||||@media (max-width: 520px) {||  .airms-new-doc .brand-title { font-size: 24px; }||  .airms-new-doc .doc-section summary { font-size: 21px; }||  .airms-new-doc .eyebrow,||  .airms-new-doc .intro-eyebrow { font-size: 21px; }||}||&#8221; vertical_offset_tablet=&#8221;0&#8243; horizontal_offset_tablet=&#8221;0&#8243; z_index_tablet=&#8221;0&#8243;]<\/p>\n<h1><strong><span style=\"color: #333399\">GWAS Summary Statistics<\/span><\/strong><\/h1>\n<p>[\/et_pb_text][et_pb_image src=&#8221;https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-content\/uploads\/sites\/342\/2021\/01\/gwas.png&#8221; title_text=&#8221;gwas&#8221; _builder_version=&#8221;4.9.0&#8243; _module_preset=&#8221;default&#8221;]<\/p>\n<p>[\/et_pb_image][et_pb_text admin_label=&#8221;Body text&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; text_line_height=&#8221;1.5em&#8221; hover_enabled=&#8221;0&#8243; sticky_enabled=&#8221;0&#8243; background_pattern_color=&#8221;rgba(0,0,0,0.2)&#8221; background_mask_color=&#8221;#ffffff&#8221; text_text_shadow_horizontal_length=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; text_text_shadow_vertical_length=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_vertical_length_tablet=&#8221;0px&#8221; text_text_shadow_blur_strength=&#8221;text_text_shadow_style,%91object Object%93&#8243; text_text_shadow_blur_strength_tablet=&#8221;1px&#8221; link_text_shadow_horizontal_length=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; link_text_shadow_vertical_length=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_vertical_length_tablet=&#8221;0px&#8221; link_text_shadow_blur_strength=&#8221;link_text_shadow_style,%91object Object%93&#8243; link_text_shadow_blur_strength_tablet=&#8221;1px&#8221; ul_text_shadow_horizontal_length=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; ul_text_shadow_vertical_length=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_vertical_length_tablet=&#8221;0px&#8221; ul_text_shadow_blur_strength=&#8221;ul_text_shadow_style,%91object Object%93&#8243; ul_text_shadow_blur_strength_tablet=&#8221;1px&#8221; ol_text_shadow_horizontal_length=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; ol_text_shadow_vertical_length=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_vertical_length_tablet=&#8221;0px&#8221; ol_text_shadow_blur_strength=&#8221;ol_text_shadow_style,%91object Object%93&#8243; ol_text_shadow_blur_strength_tablet=&#8221;1px&#8221; quote_text_shadow_horizontal_length=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; quote_text_shadow_vertical_length=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_vertical_length_tablet=&#8221;0px&#8221; quote_text_shadow_blur_strength=&#8221;quote_text_shadow_style,%91object Object%93&#8243; quote_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_text_shadow_horizontal_length=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_text_shadow_vertical_length=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_text_shadow_blur_strength=&#8221;header_text_shadow_style,%91object Object%93&#8243; header_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_2_text_shadow_horizontal_length=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_2_text_shadow_vertical_length=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_2_text_shadow_blur_strength=&#8221;header_2_text_shadow_style,%91object Object%93&#8243; header_2_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_3_text_shadow_horizontal_length=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_3_text_shadow_vertical_length=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_3_text_shadow_blur_strength=&#8221;header_3_text_shadow_style,%91object Object%93&#8243; header_3_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_4_text_shadow_horizontal_length=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_4_text_shadow_vertical_length=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_4_text_shadow_blur_strength=&#8221;header_4_text_shadow_style,%91object Object%93&#8243; header_4_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_5_text_shadow_horizontal_length=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_5_text_shadow_vertical_length=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_5_text_shadow_blur_strength=&#8221;header_5_text_shadow_style,%91object Object%93&#8243; header_5_text_shadow_blur_strength_tablet=&#8221;1px&#8221; header_6_text_shadow_horizontal_length=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_horizontal_length_tablet=&#8221;0px&#8221; header_6_text_shadow_vertical_length=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_vertical_length_tablet=&#8221;0px&#8221; header_6_text_shadow_blur_strength=&#8221;header_6_text_shadow_style,%91object Object%93&#8243; header_6_text_shadow_blur_strength_tablet=&#8221;1px&#8221; box_shadow_horizontal_tablet=&#8221;0px&#8221; box_shadow_vertical_tablet=&#8221;0px&#8221; box_shadow_blur_tablet=&#8221;40px&#8221; box_shadow_spread_tablet=&#8221;0px&#8221; custom_css_free_form=&#8221;.airms-new-doc {||  &#8211;ink-900: #212070;||  &#8211;ink-700: #3a3a52;||  &#8211;ink-500: #6f7086;||  &#8211;line: #e4e4ee;||  &#8211;line-soft: #efeff6;||  &#8211;bg-page: #fbfbfd;||  &#8211;bg-card: #ffffff;||  &#8211;bg-subtle: #f5f5fa;||  &#8211;accent-600: #dc298d;||  &#8211;accent-500: #dc298d;||  &#8211;accent-100: #fbdeee;||  &#8211;accent-050: #fdf0f7;||  &#8211;indigo-100: #e4e4f2;||  &#8211;indigo-050: #f2f2f9;||  &#8211;code-bg: #1b1b3a;||  &#8211;code-text: #e6e6f0;||  &#8211;code-line: rgba(255,255,255,0.08);||  &#8211;font-body: %22Open Sans%22, -apple-system, BlinkMacSystemFont, %22Segoe UI%22, Helvetica, Arial, sans-serif;||  &#8211;font-mono: %22SFMono-Regular%22, %22JetBrains Mono%22, Consolas, Menlo, monospace;||  &#8211;radius-lg: 14px;||  &#8211;radius-md: 8px;||  width: 100%;||  padding: 0 8px;||  background: var(&#8211;bg-page);||  color: var(&#8211;ink-700);||  font-family: var(&#8211;font-body);||  font-size: 16px;||  line-height: 1.65;||  -webkit-font-smoothing: antialiased;||}||||.airms-new-doc *,||.airms-new-doc *::before,||.airms-new-doc *::after {||  box-sizing: border-box;||}||||.airms-new-doc p br,||.airms-new-doc li br,||.airms-new-doc .note br,||.airms-new-doc .callout br {||  display: none;||}||||.airms-new-doc .site-header {||  padding: 40px 0 8px;||}||||.airms-new-doc .brand-tag {||  display: inline-flex;||  align-items: center;||  font-size: 12.5px;||  font-weight: 600;||  color: #212070;||  background: var(&#8211;indigo-100);||  padding: 5px 12px;||  border-radius: 999px;||  letter-spacing: 0.2px;||  margin-bottom: 14px;||}||||.airms-new-doc .brand-title {||  margin: 0;||  color: var(&#8211;ink-900);||  font-size: 32px;||  font-weight: 700;||  letter-spacing: -0.6px;||  line-height: 1.2;||}||||.airms-new-doc .intro {||  padding: 14px 0 30px;||  border-bottom: 1px solid var(&#8211;line);||}||||.airms-new-doc .doc-section {||  border-bottom: 1px solid var(&#8211;line);||}||||.airms-new-doc .doc-section:last-of-type {||  border-bottom: none;||}||||.airms-new-doc .doc-section summary {||  list-style: none;||  cursor: pointer;||  padding: 22px 0;||  display: flex;||  align-items: baseline;||  gap: 8px;||  font-size: 26px;||  font-weight: 700;||  color: var(&#8211;ink-900);||  position: relative;||}||||.airms-new-doc .doc-section summary::-webkit-details-marker {||  display: none;||}||||.airms-new-doc .doc-section summary::after {||  content: %22%22;||  margin-left: auto;||  align-self: center;||  width: 10px;||  height: 10px;||  border-right: 2px solid var(&#8211;ink-500);||  border-bottom: 2px solid var(&#8211;ink-500);||  transform: rotate(45deg);||  transition: transform 0.2s ease;||  flex: none;||}||||.airms-new-doc .doc-section%91open%93 summary::after {||  transform: rotate(-135deg);||  border-color: var(&#8211;accent-600);||}||||.airms-new-doc .doc-section summary:hover {||  color: var(&#8211;accent-600);||}||||.airms-new-doc .section-body {||  padding: 0 0 28px;||}||||.airms-new-doc .eyebrow {||  display: inline-block;||  font-family: var(&#8211;font-body);||  font-size: 26px;||  font-weight: 700;||  color: var(&#8211;ink-900);||  letter-spacing: 0;||}||||.airms-new-doc .intro-eyebrow {||  display: block;||  font-family: var(&#8211;font-body);||  font-size: 26px;||  font-weight: 700;||  color: var(&#8211;ink-900);||  letter-spacing: 0;||  margin-bottom: 10px;||}||||.airms-new-doc h3 {||  color: var(&#8211;ink-900);||  font-size: 15px;||  font-weight: 600;||  margin: 24px 0 10px;||  line-height: 1.3;||}||||.airms-new-doc p {||  margin: 0 0 16px;||  color: var(&#8211;ink-700);||}||||.airms-new-doc .section-body &gt; p:last-child {||  margin-bottom: 0;||}||||.airms-new-doc a {||  color: var(&#8211;accent-600);||  text-decoration: none;||  background-image: linear-gradient(var(&#8211;accent-500), var(&#8211;accent-500));||  background-repeat: no-repeat;||  background-size: 100% 1px;||  background-position: 0 100%;||}||||.airms-new-doc a:hover {||  color: var(&#8211;ink-900);||  background-image: linear-gradient(#212070, #212070);||}||||.airms-new-doc strong {||  font-weight: 600;||  color: var(&#8211;ink-900);||}||||.airms-new-doc ul,||.airms-new-doc ol {||  margin: 0 0 16px;||  padding-left: 22px;||}||||.airms-new-doc li {||  margin-bottom: 9px;||}||||.airms-new-doc li:last-child {||  margin-bottom: 0;||}||||.airms-new-doc li ul,||.airms-new-doc li ol {||  margin-top: 9px;||  margin-bottom: 0;||}||||.airms-new-doc ul &gt; li::marker {||  color: var(&#8211;accent-500);||}||||.airms-new-doc ol &gt; li::marker {||  color: var(&#8211;accent-500);||  font-weight: 600;||}||||.airms-new-doc .callout {||  margin: 20px 0 16px;||  padding: 18px 22px;||  border-radius: var(&#8211;radius-md);||}||||.airms-new-doc .callout p:last-child {||  margin-bottom: 0;||}||||.airms-new-doc .callout-accent {||  background: var(&#8211;indigo-050);||  border: 1px solid var(&#8211;indigo-100);||  border-left: 3px solid var(&#8211;accent-500);||}||||.airms-new-doc .callout-warning {||  background: #fef9ee;||  border: 1px solid #fae8be;||  border-left: 3px solid #d97706;||}||||.airms-new-doc .callout-warning strong {||  color: #78350f;||}||||.airms-new-doc .callout-accent strong {||  color: var(&#8211;ink-900);||}||||.airms-new-doc .callout-subtle {||  background: var(&#8211;bg-subtle);||  border: 1px solid var(&#8211;line-soft);||}||||.airms-new-doc .callout-subtle h3 {||  margin-top: 0;||}||||.airms-new-doc .callout-subtle ul {||  margin-bottom: 0;||}||||.airms-new-doc .note {||  background: var(&#8211;bg-subtle);||  border: 1px solid var(&#8211;line);||  border-left: 3px solid #212070;||  padding: 14px 18px;||  margin: 0 0 16px;||  border-radius: 0 var(&#8211;radius-md) var(&#8211;radius-md) 0;||  color: var(&#8211;ink-700);||}||||.airms-new-doc code {||  font-family: var(&#8211;font-mono);||  background: var(&#8211;bg-subtle);||  color: #b81f77;||  padding: 2px 6px;||  border-radius: 4px;||  font-size: 0.87em;||  border: 1px solid var(&#8211;line);||}||||.airms-new-doc .code-block {||  background: var(&#8211;code-bg);||  border-radius: var(&#8211;radius-md);||  margin: 14px 0 22px;||  overflow: hidden;||  box-shadow: 0 8px 24px rgba(33, 32, 112, 0.18);||}||||.airms-new-doc .code-block-header {||  display: flex;||  align-items: center;||  gap: 6px;||  padding: 8px 10px 8px 14px;||  border-bottom: 1px solid var(&#8211;code-line);||}||||.airms-new-doc .code-lang {||  font-family: var(&#8211;font-mono);||  font-size: 11px;||  color: #9b9bc0;||  text-transform: uppercase;||  letter-spacing: 1px;||}||||.airms-new-doc .code-block pre {||  margin: 0;||  padding: 16px 18px 18px;||  font-family: var(&#8211;font-mono);||  font-size: 13.5px;||  line-height: 1.7;||  color: var(&#8211;code-text);||  white-space: pre-wrap;||  word-break: break-word;||  overflow-x: auto;||}||||.airms-new-doc .code-block pre code {||  background: none;||  border: none;||  padding: 0;||  color: inherit;||}||||.airms-new-doc .code-block a {||  color: #f6a3d0;||  background-image: linear-gradient(#f6a3d0, #f6a3d0);||}||||.airms-new-doc .table-wrap {||  overflow-x: auto;||  margin: 14px 0 4px;||  border-radius: var(&#8211;radius-md);||  border: 1px solid var(&#8211;line);||}||||.airms-new-doc table {||  width: 100%;||  border-collapse: collapse;||  font-size: 14px;||}||||.airms-new-doc th {||  background: var(&#8211;indigo-050);||  color: var(&#8211;ink-900);||  font-weight: 600;||  text-align: left;||  padding: 12px 16px;||  font-size: 12px;||  text-transform: uppercase;||  letter-spacing: 0.5px;||  border-bottom: 1px solid var(&#8211;indigo-100);||}||||.airms-new-doc td {||  padding: 12px 16px;||  border-top: 1px solid var(&#8211;line-soft);||  vertical-align: top;||  color: var(&#8211;ink-700);||}||||.airms-new-doc tbody tr:hover {||  background: var(&#8211;bg-subtle);||}||||.airms-new-doc .doc-footer {||  padding: 24px 0 8px;||  text-align: center;||  color: var(&#8211;ink-500);||  font-size: 13px;||}||||@media (max-width: 520px) {||  .airms-new-doc .brand-title { font-size: 24px; }||  .airms-new-doc .doc-section summary { font-size: 21px; }||  .airms-new-doc .eyebrow,||  .airms-new-doc .intro-eyebrow { font-size: 21px; }||}||&#8221; vertical_offset_tablet=&#8221;0&#8243; horizontal_offset_tablet=&#8221;0&#8243; z_index_tablet=&#8221;0&#8243;]<\/p>\n<h2>Overview<\/h2>\n<p>Genome-wide association studies (GWAS) provide a powerful tool for identifying genetic loci associated with phenotypes of interest. The sharing of GWAS summary statistics has enabled a range of secondary research applications that do not require access to the individual level data such as gene prioritization, fine-mapping, pathway enrichment analyses, causal inference of exposures, risk prediction, genetic correlation and heritability estimation.<\/p>\n<p>Several thousand GWAS summary statistics are available in the Data Ark, obtained from the <a href=\"https:\/\/gwas.mrcieu.ac.uk\/about\/\">IEU Open GWAS Project<\/a> including:<\/p>\n<p>* ebi-a (n = 288): GWAS satisfying minimum requirements imported from the EBI database of complete GWAS summary data<\/p>\n<p>* ieu-a (n = 440): GWAS generated by many different consortia that have been manually collected and curated, initially developed for MR-Base<\/p>\n<p>* ieu-b (n = 37): GWAS generated by many different consortia that have been manually collected and curated, initially developed for MR-Base (round 2)<\/p>\n<p>* ukb-b (n = 2514): IEU analysis of UK Biobank phenotypes<\/p>\n<p>These GWAS are stored on the Data Ark in the GWAS-VCF format, which provides a consistent and robust approach to storing genetic variants, annotations and metadata enabling interoperability and reusability consistent with the FAIR principles [1]. Crucially, this ensures that all the provided GWAS are harmonized so that eg. the ALT allele corresponds to the effect allele and that all the files utilize a consistent labeling scheme.<\/p>\n<p>More details on the GWAS-VCF format (illustrated above) and the available Open-source tools for working with GWAS-VCFs can be found in the corresponding publication. <a href=\"https:\/\/doi.org\/10.1186\/s13059-020-02248-0\">Lyon, M. et al. (2021). <em>The variant call format provides efficient and robust storage of GWAS summary statistics.<\/em> Genome Biol 22, 32<\/a>, and are included in the Data Ark.<\/p>\n<p><strong>Now available in the Data Ark:\u00a0<\/strong><\/p>\n<ul>\n<li><strong>The Oxford Brain Imaging Genetics Server &#8211; BIG40: <\/strong>This open data server contains results from GWAS of almost 4,000 imaging-derived phenotypes from the multimodal brain imaging in UK Biobank. It is a major update to the original BIG server, using data from the 40,000 subject imaging data release from early 2020. The discovery sample size was 22,138 and the replication sample 11,086. Chromosomes 1:22 and X are included, resulting in associations with 17,103,079 SNPs. More Information can be found <a href=\"https:\/\/open.win.ox.ac.uk\/ukbiobank\/big40\/\">here.<\/a><\/li>\n<\/ul>\n<h2>Access<\/h2>\n<p>Effective from January 22, 2024, you must read, agree and sign the <a href=\"https:\/\/dataarkforms.hpc.mssm.edu\/\">Data Use Agreement <\/a>(you must be logged in through the Mount Sinai campus network or secure remote VPN). Access is granted within 24 hours, and on Minerva, you can load module <strong>$ module load dataark <\/strong>to see the path variables.<\/p>\n<h2>More Information<\/h2>\n<p>The GWAS summary statistics, as well as scripts for working with them, were uploaded to the Data Ark by Shea Andrews (<a href=\"mailto:shea.andrews@mssm.edu\">shea.andrews@mssm.edu<\/a>), on 01\/16\/21.<\/p>\n<h2>Data Ark Data Sets<\/h2>\n<p>Please visit the <a href=\"https:\/\/labs.icahn.mssm.edu\/minervalab\/resources\/data-ark\/data-ark-data-sets\/\">Data Ark Data Set<\/a> webpage to explore other data sets.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Scientific Computing and Data \/ Research Data Services\u00a0\/\u00a0Data Ark: Data Commons \/ GWAS Summary Statistics GWAS Summary Statistics OverviewGenome-wide association studies (GWAS) provide a powerful tool for identifying genetic loci associated with phenotypes of interest. The sharing of GWAS summary statistics has enabled a range of secondary research applications that do not require access to [&hellip;]<\/p>\n","protected":false},"author":396,"featured_media":0,"parent":1321,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"<img class=\"aligncenter size-full wp-image-1563\" src=\"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-content\/uploads\/sites\/342\/2021\/01\/gwas.png\" alt=\"\" width=\"970\" height=\"446\" \/>\r\n\r\nGenome-wide association studies (GWAS) provide a powerful tool for identifying genetic loci associated with phenotypes of interest. The sharing of GWAS summary statistics has enabled a range of secondary research applications that do not require access to the individual level data such as gene prioritization, fine-mapping, pathway enrichment analyses, causal inference of exposures, risk prediction, genetic correlation and heritability estimation.\r\n\r\nSeveral thousand GWAS summary statistics are available in the Data Ark, obtained from the <a href=\"https:\/\/gwas.mrcieu.ac.uk\/about\/\">IEU Open GWAS Project<\/a> including:\r\n\r\n* ebi-a (n = 288): GWAS satisfying minimum requirements imported from the EBI database of complete GWAS summary data\r\n\r\n* ieu-a (n = 440): GWAS generated by many different consortia that have been manually collected and curated, initially developed for MR-Base\r\n\r\n* ieu-b (n = 37): GWAS generated by many different consortia that have been manually collected and curated, initially developed for MR-Base (round 2)\r\n\r\n* ukb-b (n = 2514): IEU analysis of UK Biobank phenotypes\r\n\r\nThese GWAS are stored on the Data Ark in the GWAS-VCF format, which provides a consistent and robust approach to storing genetic variants, annotations and metadata enabling interoperability and reusability consistent with the FAIR principles [1]. Crucially, this ensures that all the provided GWAS are harmonized so that eg. the ALT allele corresponds to the effect allele and that all the files utilize a consistent labeling scheme.\r\n\r\nMore details on the GWAS-VCF format (illustrated above) and the available Open-source tools for working with GWAS-VCFs can be found in the corresponding publication. <a href=\"https:\/\/doi.org\/10.1186\/s13059-020-02248-0\">Lyon, M. et al. (2021). <em>The variant call format provides efficient and robust storage of GWAS summary statistics.<\/em> Genome Biol 22, 32<\/a>, and are included in the Data Ark.\r\n\r\nThe GWAS summary statistics, as well as scripts for working with them, were uploaded to the Data Ark by Shea Andrews (<a href=\"mailto:shea.andrews@mssm.edu\">shea.andrews@mssm.edu<\/a>), on 01\/16\/21.\r\n\r\nTo use this data, you must read, agree and sign the <a href=\"https:\/\/dataarkforms.hpc.mssm.edu\/\"><em><strong>Data Use Agreement here<\/strong><\/em><\/a>.","_et_gb_content_width":"","footnotes":""},"class_list":["post-1562","page","type-page","status-publish","hentry"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/pages\/1562","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/users\/396"}],"replies":[{"embeddable":true,"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/comments?post=1562"}],"version-history":[{"count":43,"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/pages\/1562\/revisions"}],"predecessor-version":[{"id":15688,"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/pages\/1562\/revisions\/15688"}],"up":[{"embeddable":true,"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/pages\/1321"}],"wp:attachment":[{"href":"https:\/\/labs.icahn.mssm.edu\/minervalab\/wp-json\/wp\/v2\/media?parent=1562"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}