UTHSC BXD Young Adult Eye RNA-Seq (Nov20) TPM Log2

Download datasets and supplementary data files

Experiment design

Total RNA was extracted using Trizol® reagent (Invitrogen, Grand Island, NY, USA) according to the manufacturer’s instructions. Both left and right eyeballs from one mouse were added into a 2 mL tube containing 700ul QIAzol Lysis Reagent and one 5 mm stainless steel bead (Qiagen, Hilden, Germany). The tissue was homogenized for 2 minutes in a Tissue Lyser II (Qiagen, Hilden, Germany) with a speed frequency of 30 r followed by incubating for 5 minutes.140 µl chloroform was added into the homogenate, shaken vigorously for 15 seconds, and centrifuged for 15 minutes at 12,000 x g at 4 ℃. 280 µl upper aqueous was then transferred into a new collection tube containing 500 µl 100% ethanol. The mixture was loaded into a RNeasy mini‐spin column (Qiagen, Valencia, CA, USA), once with Buffer RWT and twice with Buffer RPE purification. All RNA had been treated with DNase to avoid DNA contamination, and verified by Agilent 2100 Bioanalyzer (Agilent Technologies, Santa Clara, CA, USA). RNA with OD260/280 > 1.8 and RIN > 8.0 were used for library preparation

About tissue

The animals were sacrificed under saturated isoflurane. Eyeballs from the animals were dissected and stored at −80°C until RNA extraction. 

About data processing

Generation of RNA-seq data

1 µg of RNA was used for cDNA library construction at Novogene using an NEBNext® Ultra RNA Library Prep Kit for Illumina® (cat# E7420S, New England Biolabs, Ipswich, MA, USA) according to the manufacturer’s protocol. Briefly, mRNA was enriched using oligo(dT) beads followed by two rounds of purification and fragmented randomly by adding fragmentation buffer. The first strand cDNA was synthesized using random hexamers primer, after which a custom second-strand synthesis buffer (Illumina, San Diego, CA, USA), dNTPs, RNase H and DNA polymerase I were added to generate the second strand (ds cDNA). After a series of terminal repair, poly-adenylation, and sequencing adaptor ligation, the double-stranded cDNA library was completed following size selection and PCR enrichment. The resulting 250-350 bp insert libraries were quantified using a Qubit 2.0 fluorometer (Thermo Fisher Scientific, Waltham, MA, USA) and quantitative PCR. Size distribution was analyzed using an Agilent 2100 Bioanalyzer (Agilent Technologies, Santa Clara, CA, USA). Qualified libraries were sequenced on an Illumina Novaseq Platform (Illumina, San Diego, CA, USA) using a paired-end 150 run (2×150 bases). An average of 40 million raw reads were generated from each library.

 

Read mapping and normalization

Mus musculus (mouse) reference genome (GRCm38) and gene model annotation files were downloaded from the Ensembl genome browser (https://useast.ensembl.org/). Indices of the reference genome were  built using STAR v2.5.0a and paired-end reads were aligned to the reference genome. STAR used the method of Maximal Mappable Prefix which can generate a precise mapping result for junction reads. FeatureCount v0.6.1 was used to count the number of read mapped to each gene. Transcripts Per Million (TPM) was calculated for each gene based on the length of the gene and reads mapped to that gene. In this normalization, the sum of all TPMs (genes-level) are equal to 1,000,000. The TPM was further rescaled to log2(TPM+1).

Specifics of this data set

BXD Eye (2~6 Month) RNA-Seq (Oct30) TPM Log2

The table of samples that are finally used for this study.

Index

RNA ID

case ID

DA_corrected_strain

Fuyi_corrected_Sex

Age (day)

Tissue

1

E508

*060619.13

BXD170

Female

76

Eyeball

2

E509

*060619.14

BXD170

Male

76

Eyeball

3

E510

*060619.16

BXD194

Female

94

Eyeball

4

E511

*060619.17

BXD194

Male

94

Eyeball

5

E512

*060619.19

BXD213

Female

78

Eyeball

6

E513

*060619.20

BXD213

Male

78

Eyeball

7

E514

*060619.22

BXD214

Female

107

Eyeball

8

E515

*060619.23

BXD214

Male

107

Eyeball

9

E516

*060619.02

BXD125

Female

100

Eyeball

10

E517

*060619.03

BXD125

Male

100

Eyeball

11

E518

*060619.05

BXD151

Female

97

Eyeball

12

E519

*060619.06

BXD151

Male

97

Eyeball

13

E520

*060619.08

BXD154

Female

102

Eyeball

14

E521

*060619.09

BXD154

Male

102

Eyeball

15

E522

*060519.06

BXD27

Female

94

Eyeball

16

E523

*060519.07

BXD27

Female

94

Eyeball

17

E524

*060519.09

BXD60

Female

82

Eyeball

18

E525

*060519.10

BXD60

Male

82

Eyeball

19

E526

*060519.11

BXD66

Female

104

Eyeball

20

E527

*060519.12

BXD66

Male

104

Eyeball

21

E528

*060519.13

BXD68

Female

91

Eyeball

22

E529

*060519.16

BXD73a

Female

134

Eyeball

23

E530

*060519.15

BXD68

Male

91

Eyeball

24

E531

*060519.19

BXD78

Female

107

Eyeball

25

E532

*060519.21

BXD79

Female

108

Eyeball

26

E533

*060519.20

BXD78

Male

107

Eyeball

27

E534

*060519.23

BXD79

Male

108

Eyeball

28

E535

*060519.24

BXD124

Female

95

Eyeball

29

E536

*060519.26

BXD124

Male

95

Eyeball

30

E537

*051119.05

BXD216

Female

60

Eyeball

31

E538

*051119.06

BXD216

Male

60

Eyeball

32

E539

42415.13

BXD100

Female

176

Eyeball

33

E550

*061119.09

DBA/2J

Male

172

Eyeball

34

E597

*050118.27

DBA/2J

Female

167

Eyeball

35

E598

*050118.28

DBA/2J

Female

167

Eyeball

36

E599

*050118.29

DBA/2J

Male

167

Eyeball

37

E619

*012420.07

BXD75

Female

95

Eyeball

38

E622

*012420.50

BXD197

Female

128

Eyeball

39

E624

*110918.11

BXD32

Female

153

Eyeball

40

E660

*100819.150

BXD199

Female

116

Eyeball

41

E661

*100819.151

BXD199

Male

117

Eyeball

42

E673

*052920.03

C57BL/6J

Female

121

Eyeball

43

E681

*052920.04

BXD73a

Female

180

Eyeball

44

E683

*052920.07

BXD9

Female

185

Eyeball

45

E684

*052920.08

BXD9

Male

186

Eyeball

46

E691

*072120.06

BXD83

Female

132

Eyeball

47

E692

*072120.07

BXD83

Male

132

Eyeball

48

E693

*072120.08

BXD122

Female

73

Eyeball

49

E695

*072120.11

BXD178

Female

172

Eyeball

50

E696

*072120.10

BXD178

Female

172

Eyeball

51

E697

*072120.12

BXD1

Female

133

Eyeball

52

E698

*072120.13

BXD1

Male

133

Eyeball

53

E700

*072120.15

BXD40

Female

118

Eyeball

54

E701

*072120.16

BXD40

Female

118

Eyeball

55

E702

*072120.17

BXD43

Female

102

Eyeball

56

E703

*072120.18

BXD43

Male

102

Eyeball

57

E704

*072120.20

BXD51

Male

135

Eyeball

58

E705

*072120.19

BXD51

Female

135

Eyeball

59

E707

*072120.22

BXD113

Female

180

Eyeball

60

E708

*072120.23

BXD113

Male

180

Eyeball

61

E710

*072120.25

BXD150

Female

173

Eyeball

62

E711

*072120.26

BXD150

Male

173

Eyeball

63

E714

*072120.29

BXD160

Female

144

Eyeball

64

E715

*072120.30

BXD160

Male

144

Eyeball

65

E716

*072120.31

BXD161

Female

71

Eyeball

66

E717

*072120.32

BXD161

Male

71

Eyeball

67

E719

*072120.34

BXD197

Male

153

Eyeball

68

E720

*072120.35

DBA/2J-Gpnmb

Female

97

Eyeball

69

E721

*072120.36

DBA/2J-Gpnmb

Male

97

Eyeball

70

E724

*072120.39

BXD11

Female

131

Eyeball

71

E725

*072120.40

BXD11

Male

131

Eyeball

72

E729

*072120.44

BXD34

Female

166

Eyeball

73

E730

*072120.45

BXD34

Female

166

Eyeball

74

E731

*072120.46

BXD50

Female

177

Eyeball

75

E732

*072120.47

BXD50

Male

177

Eyeball

76

E736

*072120.51

BXD180

Female

92

Eyeball

77

E743

*072120.58

BXD191

Female

134

Eyeball

78

E744

*072120.59

BXD191

Male

134

Eyeball

79

E747

*072120.62

B6D2F1

Female

129

Eyeball

80

E748

*072120.63

B6D2F1

Male

125

Eyeball

81

E751

*072120.66

BXD2

Female

115

Eyeball

82

E752

*072120.67

BXD2

Male

115

Eyeball

83

E755

*072120.74

BXD187

Female

133

Eyeball

84

E756

*072120.75

BXD187

Male

133

Eyeball

85

E757

*072120.71

BXD169

Male

136

Eyeball

86

E758

*072120.70

BXD169

Female

136

Eyeball

87

E761

*081420.01

BXD128a

Female

144

Eyeball

88

E762

*081420.02

BXD128a

Male

144

Eyeball

89

E763

*081420.03

BXD48a

Female

71

Eyeball

90

E764

*081420.04

BXD48a

Male

71

Eyeball

91

E316

*012420.49

BXD190

Male

148

Eyeball

92

E317

*012420.14

BXD87

Male

120

Eyeball

93

E319

*012420.45

BXD180

Male

109

Eyeball

94

E321

*012420.34

BXD152

Female

131

Eyeball

95

E322

*012420.36

BXD152

Male

131

Eyeball

96

E323

*012420.13

BXD87

Female

120

Eyeball

97

E325

*012420.48

BXD190

Female

148

Eyeball

98

E326

*012420.09

BXD75

Male

95

Eyeball

99

E336

*110918.13

BXD32

Male

153

Eyeball

100

E338

*110918.36

BXD71

Male

174

Eyeball

101

E339

*110918.35

BXD71

Female

174

Eyeball

102

E401

*100819.01

C57BL/6J

Female

110

Eyeball

103

E402

*100819.02

C57BL/6J

Female

110

Eyeball

104

E403

*100819.03

C57BL/6J

Male

110

Eyeball

105

E410

*100819.14

BXD15

Female

94

Eyeball

106

E411

*100819.15

BXD15

Female

94

Eyeball

107

E412

*100819.28

BXD29

Female

68

Eyeball

108

E413

*100819.29

BXD29

Male

68

Eyeball

109

E420

*100819.44

BXD44

Female

152

Eyeball

110

E421

*100819.45

BXD44

Male

152

Eyeball

111

E424

*100819.55

BXD61

Female

120

Eyeball

112

E425

*100819.56

BXD61

Male

120

Eyeball

113

E426

*100819.58

BXD62

Female

99

Eyeball

114

E427

*100819.59

BXD62

Male

99

Eyeball

115

E428

*100819.63

BXD65

Female

121

Eyeball

116

E429

*100819.64

BXD65

Male

121

Eyeball

117

E432

*100819.74

BXD73

Female

154

Eyeball

118

E433

*100819.75

BXD73

Male

154

Eyeball

119

E434

*100819.77

BXD73b

Female

153

Eyeball

120

E435

*100819.78

BXD73b

Male

153

Eyeball

121

E436

*100819.79

BXD75

Female

93

Eyeball

122

E437

*100819.80

BXD75

Male

93

Eyeball

123

E438

*100819.86

BXD86

Female

75

Eyeball

124

E439

*100819.87

BXD86

Male

75

Eyeball

125

E440

*100819.90

BXD89

Female

112

Eyeball

126

E441

*100819.91

BXD89

Male

112

Eyeball

127

E442

*100819.92

BXD90

Female

123

Eyeball

128

E443

*100819.93

BXD90

Male

123

Eyeball

129

E444

*100819.95

BXD101

Female

118

Eyeball

130

E445

*100819.96

BXD101

Male

118

Eyeball

131

E446

*100819.98

BXD102

Female

121

Eyeball

132

E447

*100819.99

BXD102

Male

121

Eyeball

133

E457

*100819.122

BXD155

Female

86

Eyeball

134

E458

*100819.123

BXD155

Male

86

Eyeball

135

E461

*052220.38

BXD84

Female

133

Eyeball

136

E462

*052220.47

BXD195

Male

93

Eyeball

137

E463

*052220.46

BXD195

Female

93

Eyeball

138

E464

*052220.39

BXD84

Male

133

Eyeball

139

E465

*052220.42

BXD31

Female

111

Eyeball

140

E466

*052220.43

BXD31

Male

111

Eyeball

141

E467

*052220.26

BXD24

Female

155

Eyeball

142

E468

*052220.27

BXD24

Male

155

Eyeball

143

E469

*052220.49

BXD218

Male

109

Eyeball

144

E470

*052220.36

BXD65b

Female

110

Eyeball

145

E471

*052220.40

BXD202

Female

92

Eyeball

146

E472

*052220.45

BXD122

Male

87

Eyeball

147

E474

*052220.41

BXD202

Male

92

Eyeball

148

E475

*052220.37

BXD65b

Male

110

Eyeball

149

E476

*052220.33

BXD171

Male

74

Eyeball

150

E477

*052220.34

BXD123

Female

127

Eyeball

151

E479

*052220.32

BXD171

Female

74

Eyeball

152

E480

*052220.35

BXD123

Male

127

Eyeball

153

E481

*052220.30

BXD172

Female

104

Eyeball

154

E491

*052220.28

BXD70

Female

118

Eyeball

155

E492

*052220.29

BXD70

Male

118

Eyeball

156

E505

*052220.31

BXD172

Male

104

Eyeball

157

E507

*052220.48

BXD218

Female

109

Eyeball