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GEO help: Mouse over screen elements for information. |
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Status |
Public on Mar 23, 2014 |
Title |
Pseudo-temporal ordering of individual cells reveals regulators of differentiation |
Organism |
Homo sapiens |
Experiment type |
Expression profiling by high throughput sequencing
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Summary |
Single-cell expression profiling by RNA-Seq promises to exploit cell-to-cell variation in gene expression to reveal regulatory circuitry governing cell differentiation and other biological processes. Here, we describe Monocle, a novel unsupervised algorithm for ordering cells by progress through differentiation that dramatically increases temporal resolution of expression measurements. This reordering unmasks switch-like changes in expression of key regulatory factors, reveals sequentially organized waves of gene regulation, and exposes regulators of cell differentiation. A functional screen confirms that a number of these regulators dramatically alter the efficiency of myoblast differentiation, demonstrating that single-cell expression analysis with Monocle can uncover new regulators even in well-studied systems.
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Overall design |
We selected primary human myoblasts as a model system of cell differentiation to investigate whether ordering cells by progress revealed new regulators of the process. We sequenced RNA-Seq libraries from each of several hundred cells taken over a time-course of serum-induced differentiation. Please note that this dataset is a single-cell RNA-Seq data set, and each cell comes from a capture plate. Thus, each well of the plate was scored and flagged with several QC criteria prior to library construction, which are provided as sample characteristics; CONTROL indicates that this library is a off-chip tube control library constructed from RNA of approximately 250 cells and 'DEBRIS' indicates that the well contained visible debris (and may or may not include a cell). Libraries marked DEBRIS thus cannot be confirmed to come from a single cell.
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Contributor(s) |
Trapnell C, Cacchiarelli D, Grimbsby J, Pokharel P, Li S, Morse M, Mikkelsen T, Rinn J |
Citation(s) |
24658644 |
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Submission date |
Nov 19, 2013 |
Last update date |
May 15, 2019 |
Contact name |
Cole Trapnell |
E-mail(s) |
cole@broadinstitute.org
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Organization name |
Harvard University
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Department |
Stem Cell and Regenerative Biology
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Lab |
John Rinn
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Street address |
7 Divinity Ave
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City |
Cambridge |
State/province |
MA |
ZIP/Postal code |
02138 |
Country |
USA |
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Platforms (2) |
GPL11154 |
Illumina HiSeq 2000 (Homo sapiens) |
GPL16791 |
Illumina HiSeq 2500 (Homo sapiens) |
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Samples (384)
|
GSM1268963 |
Cell T0_CT_A04 |
GSM1268964 |
Cell T0_CT_A05 |
GSM1268965 |
Cell T0_CT_A06 |
GSM1268966 |
Cell T0_CT_A07 |
GSM1268967 |
Cell T0_CT_A08 |
GSM1268968 |
Cell T0_CT_A09 |
GSM1268969 |
Cell T0_CT_A10 |
GSM1268970 |
Cell T0_CT_A11 |
GSM1268971 |
Cell T0_CT_A12 |
GSM1268972 |
Cell T0_CT_B01 |
GSM1268973 |
Cell T0_CT_B02 |
GSM1268974 |
Cell T0_CT_B03 |
GSM1268975 |
Cell T0_CT_B04 |
GSM1268976 |
Cell T0_CT_B05 |
GSM1268977 |
Cell T0_CT_B06 |
GSM1268978 |
Cell T0_CT_B07 |
GSM1268979 |
Cell T0_CT_B08 |
GSM1268980 |
Cell T0_CT_B09 |
GSM1268981 |
Cell T0_CT_B10 |
GSM1268982 |
Cell T0_CT_B11 |
GSM1268983 |
Cell T0_CT_B12 |
GSM1268984 |
Cell T0_CT_C01 |
GSM1268985 |
Cell T0_CT_C02 |
GSM1268986 |
Cell T0_CT_C03 |
GSM1268987 |
Cell T0_CT_C04 |
GSM1268988 |
Cell T0_CT_C05 |
GSM1268989 |
Cell T0_CT_C06 |
GSM1268990 |
Cell T0_CT_C07 |
GSM1268991 |
Cell T0_CT_C08 |
GSM1268992 |
Cell T0_CT_C09 |
GSM1268993 |
Cell T0_CT_C10 |
GSM1268994 |
Cell T0_CT_C11 |
GSM1268995 |
Cell T0_CT_C12 |
GSM1268996 |
Cell T0_CT_D01 |
GSM1268997 |
Cell T0_CT_D02 |
GSM1268998 |
Cell T0_CT_D03 |
GSM1268999 |
Cell T0_CT_D04 |
GSM1269000 |
Cell T0_CT_D05 |
GSM1269001 |
Cell T0_CT_D06 |
GSM1269002 |
Cell T0_CT_D07 |
GSM1269003 |
Cell T0_CT_D08 |
GSM1269004 |
Cell T0_CT_D09 |
GSM1269005 |
Cell T0_CT_D10 |
GSM1269006 |
Cell T0_CT_D11 |
GSM1269007 |
Cell T0_CT_D12 |
GSM1269008 |
Cell T0_CT_E01 |
GSM1269009 |
Cell T0_CT_E02 |
GSM1269010 |
Cell T0_CT_E03 |
GSM1269011 |
Cell T0_CT_E04 |
GSM1269012 |
Cell T0_CT_E05 |
GSM1269013 |
Cell T0_CT_E06 |
GSM1269014 |
Cell T0_CT_E07 |
GSM1269015 |
Cell T0_CT_E08 |
GSM1269016 |
Cell T0_CT_E09 |
GSM1269017 |
Cell T0_CT_E10 |
GSM1269018 |
Cell T0_CT_E11 |
GSM1269019 |
Cell T0_CT_E12 |
GSM1269020 |
Cell T0_CT_F01 |
GSM1269021 |
Cell T0_CT_F02 |
GSM1269022 |
Cell T0_CT_F03 |
GSM1269023 |
Cell T0_CT_F04 |
GSM1269024 |
Cell T0_CT_F05 |
GSM1269025 |
Cell T0_CT_F06 |
GSM1269026 |
Cell T0_CT_F07 |
GSM1269027 |
Cell T0_CT_F08 |
GSM1269028 |
Cell T0_CT_F09 |
GSM1269029 |
Cell T0_CT_F10 |
GSM1269030 |
Cell T0_CT_F11 |
GSM1269031 |
Cell T0_CT_F12 |
GSM1269032 |
Cell T0_CT_G01 |
GSM1269033 |
Cell T0_CT_G02 |
GSM1269034 |
Cell T0_CT_G03 |
GSM1269035 |
Cell T0_CT_G04 |
GSM1269036 |
Cell T0_CT_G05 |
GSM1269037 |
Cell T0_CT_G06 |
GSM1269038 |
Cell T0_CT_G07 |
GSM1269039 |
Cell T0_CT_G08 |
GSM1269040 |
Cell T0_CT_G09 |
GSM1269041 |
Cell T0_CT_G10 |
GSM1269042 |
Cell T0_CT_G11 |
GSM1269043 |
Cell T0_CT_G12 |
GSM1269044 |
Cell T0_CT_H01 |
GSM1269045 |
Cell T0_CT_H02 |
GSM1269046 |
Cell T0_CT_H03 |
GSM1269047 |
Cell T0_CT_H04 |
GSM1269048 |
Cell T0_CT_H05 |
GSM1269049 |
Cell T0_CT_H06 |
GSM1269050 |
Cell T0_CT_H07 |
GSM1269051 |
Cell T0_CT_H08 |
GSM1269052 |
Cell T0_CT_H09 |
GSM1269053 |
Cell T0_CT_H10 |
GSM1269054 |
Cell T0_CT_H11 |
GSM1269055 |
Cell T0_CT_H12 |
GSM1269056 |
Cell T24_CT_A01 |
GSM1269057 |
Cell T24_CT_A02 |
GSM1269058 |
Cell T24_CT_A03 |
GSM1269059 |
Cell T24_CT_A04 |
GSM1269060 |
Cell T24_CT_A05 |
GSM1269061 |
Cell T24_CT_A06 |
GSM1269062 |
Cell T24_CT_A07 |
GSM1269063 |
Cell T24_CT_A08 |
GSM1269064 |
Cell T24_CT_A09 |
GSM1269065 |
Cell T24_CT_A10 |
GSM1269066 |
Cell T24_CT_A11 |
GSM1269067 |
Cell T24_CT_A12 |
GSM1269068 |
Cell T24_CT_B01 |
GSM1269069 |
Cell T24_CT_B02 |
GSM1269070 |
Cell T24_CT_B03 |
GSM1269071 |
Cell T24_CT_B04 |
GSM1269072 |
Cell T24_CT_B05 |
GSM1269073 |
Cell T24_CT_B06 |
GSM1269074 |
Cell T24_CT_B07 |
GSM1269075 |
Cell T24_CT_B08 |
GSM1269076 |
Cell T24_CT_B09 |
GSM1269077 |
Cell T24_CT_B10 |
GSM1269078 |
Cell T24_CT_B11 |
GSM1269079 |
Cell T24_CT_B12 |
GSM1269080 |
Cell T24_CT_C01 |
GSM1269081 |
Cell T24_CT_C02 |
GSM1269082 |
Cell T24_CT_C03 |
GSM1269083 |
Cell T24_CT_C04 |
GSM1269084 |
Cell T24_CT_C05 |
GSM1269085 |
Cell T24_CT_C06 |
GSM1269086 |
Cell T24_CT_C07 |
GSM1269087 |
Cell T24_CT_C08 |
GSM1269088 |
Cell T24_CT_C09 |
GSM1269089 |
Cell T24_CT_C10 |
GSM1269090 |
Cell T24_CT_C11 |
GSM1269091 |
Cell T24_CT_C12 |
GSM1269092 |
Cell T24_CT_D01 |
GSM1269093 |
Cell T24_CT_D02 |
GSM1269094 |
Cell T24_CT_D03 |
GSM1269095 |
Cell T24_CT_D04 |
GSM1269096 |
Cell T24_CT_D05 |
GSM1269097 |
Cell T24_CT_D06 |
GSM1269098 |
Cell T24_CT_D07 |
GSM1269099 |
Cell T24_CT_D08 |
GSM1269100 |
Cell T24_CT_D09 |
GSM1269101 |
Cell T24_CT_D10 |
GSM1269102 |
Cell T24_CT_D11 |
GSM1269103 |
Cell T24_CT_D12 |
GSM1269104 |
Cell T24_CT_E01 |
GSM1269105 |
Cell T24_CT_E02 |
GSM1269106 |
Cell T24_CT_E03 |
GSM1269107 |
Cell T24_CT_E04 |
GSM1269108 |
Cell T24_CT_E05 |
GSM1269109 |
Cell T24_CT_E06 |
GSM1269110 |
Cell T24_CT_E07 |
GSM1269111 |
Cell T24_CT_E08 |
GSM1269112 |
Cell T24_CT_E09 |
GSM1269113 |
Cell T24_CT_E10 |
GSM1269114 |
Cell T24_CT_E11 |
GSM1269115 |
Cell T24_CT_E12 |
GSM1269116 |
Cell T24_CT_F01 |
GSM1269117 |
Cell T24_CT_F02 |
GSM1269118 |
Cell T24_CT_F03 |
GSM1269119 |
Cell T24_CT_F04 |
GSM1269120 |
Cell T24_CT_F05 |
GSM1269121 |
Cell T24_CT_F06 |
GSM1269122 |
Cell T24_CT_F07 |
GSM1269123 |
Cell T24_CT_F08 |
GSM1269124 |
Cell T24_CT_F09 |
GSM1269125 |
Cell T24_CT_F10 |
GSM1269126 |
Cell T24_CT_F11 |
GSM1269127 |
Cell T24_CT_F12 |
GSM1269128 |
Cell T24_CT_G01 |
GSM1269129 |
Cell T24_CT_G02 |
GSM1269130 |
Cell T24_CT_G03 |
GSM1269131 |
Cell T24_CT_G04 |
GSM1269132 |
Cell T24_CT_G05 |
GSM1269133 |
Cell T24_CT_G06 |
GSM1269134 |
Cell T24_CT_G07 |
GSM1269135 |
Cell T24_CT_G08 |
GSM1269136 |
Cell T24_CT_G09 |
GSM1269137 |
Cell T24_CT_G10 |
GSM1269138 |
Cell T24_CT_G11 |
GSM1269139 |
Cell T24_CT_G12 |
GSM1269140 |
Cell T24_CT_H01 |
GSM1269141 |
Cell T24_CT_H02 |
GSM1269142 |
Cell T24_CT_H03 |
GSM1269143 |
Cell T24_CT_H04 |
GSM1269144 |
Cell T24_CT_H05 |
GSM1269145 |
Cell T24_CT_H06 |
GSM1269146 |
Cell T24_CT_H07 |
GSM1269147 |
Cell T24_CT_H08 |
GSM1269148 |
Cell T24_CT_H09 |
GSM1269149 |
Cell T24_CT_H10 |
GSM1269150 |
Cell T24_CT_H11 |
GSM1269151 |
Cell T24_CT_H12 |
GSM1269152 |
Cell T48_CT_A01 |
GSM1269153 |
Cell T48_CT_A02 |
GSM1269154 |
Cell T48_CT_A03 |
GSM1269155 |
Cell T48_CT_A04 |
GSM1269156 |
Cell T48_CT_A05 |
GSM1269157 |
Cell T48_CT_A06 |
GSM1269158 |
Cell T48_CT_A07 |
GSM1269159 |
Cell T48_CT_A08 |
GSM1269160 |
Cell T48_CT_A09 |
GSM1269161 |
Cell T48_CT_A10 |
GSM1269162 |
Cell T48_CT_A11 |
GSM1269163 |
Cell T48_CT_A12 |
GSM1269164 |
Cell T48_CT_B01 |
GSM1269165 |
Cell T48_CT_B02 |
GSM1269166 |
Cell T48_CT_B03 |
GSM1269167 |
Cell T48_CT_B04 |
GSM1269168 |
Cell T48_CT_B05 |
GSM1269169 |
Cell T48_CT_B06 |
GSM1269170 |
Cell T48_CT_B07 |
GSM1269171 |
Cell T48_CT_B08 |
GSM1269172 |
Cell T48_CT_B09 |
GSM1269173 |
Cell T48_CT_B10 |
GSM1269174 |
Cell T48_CT_B11 |
GSM1269175 |
Cell T48_CT_B12 |
GSM1269176 |
Cell T48_CT_C01 |
GSM1269177 |
Cell T48_CT_C02 |
GSM1269178 |
Cell T48_CT_C03 |
GSM1269179 |
Cell T48_CT_C04 |
GSM1269180 |
Cell T48_CT_C05 |
GSM1269181 |
Cell T48_CT_C06 |
GSM1269182 |
Cell T48_CT_C07 |
GSM1269183 |
Cell T48_CT_C08 |
GSM1269184 |
Cell T48_CT_C09 |
GSM1269185 |
Cell T48_CT_C10 |
GSM1269186 |
Cell T48_CT_C11 |
GSM1269187 |
Cell T48_CT_C12 |
GSM1269188 |
Cell T48_CT_D01 |
GSM1269189 |
Cell T48_CT_D02 |
GSM1269190 |
Cell T48_CT_D03 |
GSM1269191 |
Cell T48_CT_D04 |
GSM1269192 |
Cell T48_CT_D05 |
GSM1269193 |
Cell T48_CT_D06 |
GSM1269194 |
Cell T48_CT_D07 |
GSM1269195 |
Cell T48_CT_D08 |
GSM1269196 |
Cell T48_CT_D09 |
GSM1269197 |
Cell T48_CT_D10 |
GSM1269198 |
Cell T48_CT_D11 |
GSM1269199 |
Cell T48_CT_D12 |
GSM1269200 |
Cell T48_CT_E01 |
GSM1269201 |
Cell T48_CT_E02 |
GSM1269202 |
Cell T48_CT_E03 |
GSM1269203 |
Cell T48_CT_E04 |
GSM1269204 |
Cell T48_CT_E05 |
GSM1269205 |
Cell T48_CT_E06 |
GSM1269206 |
Cell T48_CT_E07 |
GSM1269207 |
Cell T48_CT_E08 |
GSM1269208 |
Cell T48_CT_E09 |
GSM1269209 |
Cell T48_CT_E10 |
GSM1269210 |
Cell T48_CT_E11 |
GSM1269211 |
Cell T48_CT_E12 |
GSM1269212 |
Cell T48_CT_F01 |
GSM1269213 |
Cell T48_CT_F02 |
GSM1269214 |
Cell T48_CT_F03 |
GSM1269215 |
Cell T48_CT_F04 |
GSM1269216 |
Cell T48_CT_F05 |
GSM1269217 |
Cell T48_CT_F06 |
GSM1269218 |
Cell T48_CT_F07 |
GSM1269219 |
Cell T48_CT_F08 |
GSM1269220 |
Cell T48_CT_F09 |
GSM1269221 |
Cell T48_CT_F10 |
GSM1269222 |
Cell T48_CT_F11 |
GSM1269223 |
Cell T48_CT_F12 |
GSM1269224 |
Cell T48_CT_G01 |
GSM1269225 |
Cell T48_CT_G02 |
GSM1269226 |
Cell T48_CT_G03 |
GSM1269227 |
Cell T48_CT_G04 |
GSM1269228 |
Cell T48_CT_G05 |
GSM1269229 |
Cell T48_CT_G06 |
GSM1269230 |
Cell T48_CT_G07 |
GSM1269231 |
Cell T48_CT_G08 |
GSM1269232 |
Cell T48_CT_G09 |
GSM1269233 |
Cell T48_CT_G10 |
GSM1269234 |
Cell T48_CT_G11 |
GSM1269235 |
Cell T48_CT_G12 |
GSM1269236 |
Cell T48_CT_H01 |
GSM1269237 |
Cell T48_CT_H02 |
GSM1269238 |
Cell T48_CT_H03 |
GSM1269239 |
Cell T48_CT_H04 |
GSM1269240 |
Cell T48_CT_H05 |
GSM1269241 |
Cell T48_CT_H06 |
GSM1269242 |
Cell T48_CT_H07 |
GSM1269243 |
Cell T48_CT_H08 |
GSM1269244 |
Cell T48_CT_H09 |
GSM1269245 |
Cell T48_CT_H10 |
GSM1269246 |
Cell T48_CT_H11 |
GSM1269247 |
Cell T48_CT_H12 |
GSM1269248 |
Cell T72_CT_A01 |
GSM1269249 |
Cell T72_CT_A02 |
GSM1269250 |
Cell T72_CT_A05 |
GSM1269251 |
Cell T72_CT_A06 |
GSM1269252 |
Cell T72_CT_A07 |
GSM1269253 |
Cell T72_CT_A08 |
GSM1269254 |
Cell T72_CT_A09 |
GSM1269255 |
Cell T72_CT_A10 |
GSM1269256 |
Cell T72_CT_A11 |
GSM1269257 |
Cell T72_CT_B01 |
GSM1269258 |
Cell T72_CT_B02 |
GSM1269259 |
Cell T72_CT_B03 |
GSM1269260 |
Cell T72_CT_B04 |
GSM1269261 |
Cell T72_CT_B05 |
GSM1269262 |
Cell T72_CT_B06 |
GSM1269263 |
Cell T72_CT_B07 |
GSM1269264 |
Cell T72_CT_B08 |
GSM1269265 |
Cell T72_CT_B09 |
GSM1269266 |
Cell T72_CT_B10 |
GSM1269267 |
Cell T72_CT_B11 |
GSM1269268 |
Cell T72_CT_B12 |
GSM1269269 |
Cell T72_CT_C01 |
GSM1269270 |
Cell T72_CT_C02 |
GSM1269271 |
Cell T72_CT_C03 |
GSM1269272 |
Cell T72_CT_C04 |
GSM1269273 |
Cell T72_CT_C06 |
GSM1269274 |
Cell T72_CT_C07 |
GSM1269275 |
Cell T72_CT_C08 |
GSM1269276 |
Cell T72_CT_C09 |
GSM1269277 |
Cell T72_CT_C10 |
GSM1269278 |
Cell T72_CT_C11 |
GSM1269279 |
Cell T72_CT_C12 |
GSM1269280 |
Cell T72_CT_D01 |
GSM1269281 |
Cell T72_CT_D02 |
GSM1269282 |
Cell T72_CT_D03 |
GSM1269283 |
Cell T72_CT_D04 |
GSM1269284 |
Cell T72_CT_D05 |
GSM1269285 |
Cell T72_CT_D06 |
GSM1269286 |
Cell T72_CT_D07 |
GSM1269287 |
Cell T72_CT_D08 |
GSM1269288 |
Cell T72_CT_D09 |
GSM1269289 |
Cell T72_CT_D10 |
GSM1269290 |
Cell T72_CT_D11 |
GSM1269291 |
Cell T72_CT_D12 |
GSM1269292 |
Cell T72_CT_E01 |
GSM1269293 |
Cell T72_CT_E02 |
GSM1269294 |
Cell T72_CT_E03 |
GSM1269295 |
Cell T72_CT_E04 |
GSM1269296 |
Cell T72_CT_E05 |
GSM1269297 |
Cell T72_CT_E06 |
GSM1269298 |
Cell T72_CT_E07 |
GSM1269299 |
Cell T72_CT_E08 |
GSM1269300 |
Cell T72_CT_E12 |
GSM1269301 |
Cell T72_CT_F01 |
GSM1269302 |
Cell T72_CT_F02 |
GSM1269303 |
Cell T72_CT_F04 |
GSM1269304 |
Cell T72_CT_F05 |
GSM1269305 |
Cell T72_CT_F07 |
GSM1269306 |
Cell T72_CT_F08 |
GSM1269307 |
Cell T72_CT_F09 |
GSM1269308 |
Cell T72_CT_F10 |
GSM1269309 |
Cell T72_CT_F11 |
GSM1269310 |
Cell T72_CT_G02 |
GSM1269311 |
Cell T72_CT_G03 |
GSM1269312 |
Cell T72_CT_G04 |
GSM1269313 |
Cell T72_CT_G05 |
GSM1269314 |
Cell T72_CT_G06 |
GSM1269315 |
Cell T72_CT_G07 |
GSM1269316 |
Cell T72_CT_G08 |
GSM1269317 |
Cell T72_CT_G09 |
GSM1269318 |
Cell T72_CT_G10 |
GSM1269319 |
Cell T72_CT_G11 |
GSM1269320 |
Cell T72_CT_G12 |
GSM1269321 |
Cell T72_CT_H01 |
GSM1269322 |
Cell T72_CT_H02 |
GSM1269323 |
Cell T72_CT_H03 |
GSM1269324 |
Cell T72_CT_H04 |
GSM1269325 |
Cell T72_CT_H05 |
GSM1269326 |
Cell T72_CT_H06 |
GSM1269327 |
Cell T72_CT_H08 |
GSM1269328 |
Cell T72_CT_H09 |
GSM1269329 |
Cell T72_CT_H10 |
GSM1269330 |
Cell T72_CT_H11 |
GSM1269331 |
Cell T72_CT_H12 |
GSM1269332 |
Bulk RNA-Seq, 0 hrs, replicate 1 |
GSM1269333 |
Bulk RNA-Seq, 0 hrs, replicate 2 |
GSM1269334 |
Bulk RNA-Seq, 0 hrs, replicate 3 |
GSM1269335 |
Bulk RNA-Seq, 24 hrs, replicate 1 |
GSM1269336 |
Bulk RNA-Seq, 24 hrs, replicate 2 |
GSM1269337 |
Bulk RNA-Seq, 24 hrs, replicate 3 |
GSM1269338 |
Bulk RNA-Seq, 48 hrs, replicate 1 |
GSM1269339 |
Bulk RNA-Seq, 48 hrs, replicate 2 |
GSM1269340 |
Bulk RNA-Seq, 48 hrs, replicate 3 |
GSM1269341 |
Bulk RNA-Seq, 72 hrs, replicate 1 |
GSM1269342 |
Bulk RNA-Seq, 72 hrs, replicate 2 |
GSM1269343 |
Bulk RNA-Seq, 72 hrs, replicate 3 |
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Relations |
BioProject |
PRJNA229164 |
SRA |
SRP033135 |
Supplementary file |
Size |
Download |
File type/resource |
GSE52529_fpkm_matrix.txt.gz |
10.9 Mb |
(ftp)(http) |
TXT |
GSE52529_truseq_fpkm_matrix.txt.gz |
1.1 Mb |
(ftp)(http) |
TXT |
SRA Run Selector |
Raw data are available in SRA |
Processed data are available on Series record |
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