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1 number of cells, normalized number of cells, normalized number of cells, normalized Supplementary Figure CD CD53 Cd3e fluorescence intensity fluorescence intensity fluorescence intensity Supplementary Figure Antibody staining for excluded surface markers. Stained EL cells (red) compared to unstained cells (black) for the three cell surface markers expressed at low levels in EL cells and therefore not included in subsequent analyses. Nature Biotechnology: doi:0.03/nbt.306

2 Supplementary Figure a pxpr-0 psi+gag RRE h-u6 EGFP sgrna PGK Puromycin A EGFP WPRE b cell line + pxpr-0 cell line + pxpr-0 + Cas9 MOLM3 NB TF Supplementary Figure pxpr-0, Cas9 activity test vector. (a) Vector schematic of pxpr- 0. (b) FACS plots indicating the percentage of GFP negative cells in parental cells transduced with pxpr0 compared to Cas9 and pxpr-0 expressing cells. Nature Biotechnology: doi:0.03/nbt.306

3 Supplementary Figure 3 CD33 CD TF: sgrna percent rank TF: sgrna percent rank NB: sgrna percent rank MOLM3: sgrna percent rank Supplementary Figure 3 sgrna concordance across cell lines. Spearman rank correlation of 0.90 (left panel) and 0.76 (right panel). Nature Biotechnology: doi:0.03/nbt.306

4 Supplementary Figure a pooled Thy Cd5 Cd3 Day arrayed knockout (%) b 50 0 Thy Cd5 Cd3 % Knockout % Frameshift Alleles Supplementary Figure Activity of 7 sgrnas in arrayed format. (a) Scatter plot of markernegative fold enrichment values from the mouse pooled screen plotted against percent gene knockout as measured by flow cytometry in arrayed format. (b) Scatter plot of percent gene knockout as measured by flow cytometry plotted against the percentage of total sequenced alleles containing a frameshift, as measured by next generation sequencing of gdna following introduction of the sgrna. Nature Biotechnology: doi:0.03/nbt.306

5 Supplementary Figure CD bottom of the y-axis. The box around the sgrnas in Cd5 exons 3-6 indicate exons 30 isoform of this gene, Ref Seq 3 3 shown as lines on the x-axis with gaps 33 or other regions of low activity that were excluded from activity modeling are indicated in gray. Boundary sgrnas (green) are those where the cut site, Nature Biotechnology: doi:0.03/nbt n t annotated regions (e.g. CDS/intron). CD n t Supplementary Figure 5 Activity maps of sgrna by cut site position. (a) Cd5 and Cd5 in EL cells. All sgrnas with fold

6 Supplementary Figure 5, continued 6 6 Cd3 Cd nt nt Mouse Human Intron Boundary CDS Excluded CDS MOLM3 - CD33 6 MOLM3 - CD nt nt TF - CD33 6 TF - CD Nature Biotechnology: doi:0.03/nbt nt nt

7 Supplementary Figure 6.0 average sgrna activity (percent rank) Protein Length (%) Supplementary Figure 6 Activity as a function of protein length. The average sgrna percent rank is displayed for each protein quintile. For Cd5, the alternative transcript NM_0066. was used to annotate the coding sequence and thus exons 3 6 were excluded (see Supplementary Figure 5). Nature Biotechnology: doi:0.03/nbt.306

8 Supplementary Figure 7 6 Fold Enrichment Distance from CDS Supplementary Figure 7 sgrna activity as a function of cut site distance from exon/intron boundary in the mouse pool. Each dot indicates an sgrna with a cut position at the indicated distance from the CDS. The solid horizontal line at each position indicates the mean enrichment score for that distance from the CDS. The dotted horizontal line indicates 0-fold enrichment. Nature Biotechnology: doi:0.03/nbt.306

9 Supplementary Figure 00 Percentile sense antisense least active most active sgrna Activity Supplementary Figure Activity as a function of DNA target strand. sgrna activity bins by quintile. After correcting for multiple comparisons, no bin achieves statistical significance (p-values, Chi-squared test: Q = ; Q = 0.03; Q3 = 0.7; Q = 0.6; Q5 = 0.). Nature Biotechnology: doi:0.03/nbt.306

10 Supplementary Figure 9 0, mouse + human sgrnas (log p-value) 6 Favored 6 6 Disfavored mouse sgrnas (log p-value) Supplementary Figure 9 Stability of observed base preferences. Comparison of the p-values for all single nucleotide features using only the data from the 6 mouse genes (959 sgrnas) to the p-values obtained for all 9 human and mouse genes (, sgrnas, Fig. 3a), showing that nearly doubling the data size and adding a different species does not appreciably alter the Nature Biotechnology: doi:0.03/nbt.306

11 Supplementary Figure 0 00 Percentile Least Lethal Q3 Q Most Lethal least active most active sgrna Predicted Score Supplementary Figure 0 Predicted activity scores of sgrnas targeting essential genes in A375 cells. Sequence feature weights (Supplementary Table 9) were used to compute predicted activity scores for a set of sgrnas targeting essential gene classes in a previouslypublished genome-wide CRISPR screen9. Predicted-activity scores are binned by quintile where a score of are the sgrnas predicted to be most active. sgrna effect on cell viability is binned by quartile where Q indicates most-lethal sgrnas. Nature Biotechnology: doi:0.03/nbt.306

12 Supplementary Table Sequences of the 3 sgrnas designed to target H-D that gave greater than 0-fold enrichment in the marker-negative population for H-K. Mismatches to H-K are bolded and underlined. Off-target scores were obtained from crispr.mit.edu, accessed April, 0. Data from Hsu et al. were used to calculate the score, as described on the webserver. A score of 00 indicates an sgrna predicted to have an off-target effect. Spacer Fold+Enrichment H+D5target5sequence Off+target5site5in5H+K Off+target5Score HD$ GGTCTGAGTCGGGGCCAGGG GGTCTGAGTCGGAGCCAGGG 3.7 HD$0 6.3 CGGGAAACACAGAAAGCCAA CGGGAGACACAGAAAGCCAA 6 HD$03.6 GGCCCCGACTCAGACCCGCG GGCTCCGACTCAGACCCGCG 00.0 HD$0 3.5 AGATGTACCGGGGCTCCTCG CCATGTACCGGGGCTCCCCG 0.7 HD$05. GCCCCGACTCAGACCCGCGC GCTCCGACTCAGACCCGCGC 9.6 HD$ TGCTCCATCCACGGCGCCCG TGCTCCATCCACCGCGCCCG 3.7 HD$ CACGCACTCGCCCTCCAGGT CACGCACGTGCCCTCCAGGT 3. HD$ CGGCTACTACAACCAGAGCG CGGCTACTACAACCAGAGCA.7 HD$ CCTGCTGCTGGCGGCCGCCC CCTGCTGTTGGCGGCCGCCC 00.0 HD$ CTCGAGGCCGGGCCGGGACA CCCGAGGCCGGGCCGGGACA 00.0 HD$.90 GGCGCCCGCGGCTCATATCT CGCGCCCGCGGCTCATATCT 00.0 HD$.3 GCGCCGTGGATGGAGCAGGA GCGCGGTGGATGGAGCAGGA 00.0 HD$3 0. CAGTGGACGGAGGAGGCTCT CAGTGGATGGAGGAGGCTCT 00.0 Nature Biotechnology: doi:0.03/nbt.306

13 Supplementary,Table,5 List of sgrnas used in arrayed validation (Supplementary Fig. ). The percent-rank values used later for predictive modeling are also included; Thy-sg5 was excluded from the percent rank calculation because it contains a run of thymidines, and as expected has very low activity. Name Sequence %,Frameshift,by, Sequencing %,KO,by,FACS Percent,Rank,in, Flow,Cytometry, Screen Cd5% GTAGCAGAAATCTTATATCG.3% 0.90% Cd5% TGTAATTTGTTTGGGCACGA 3.6%.9% 0.6 Cd5%3 CAACTAGGCTTAGGCGTTTC.9% 0.77% 0.6 Cd5% AAACGCCTAAGCCTAGTTGT.3%.55% Cd5%5 CCCTACTTGCCTATGTCAAT.5% 6.7% Cd5%6 TCCCATTGACATAGGCAAGT.90%.7% 0.70 Cd3% GACTGTCTGGGCTCGCCACC 7.75% 3.00% 0. Cd3% GTCGTCCTCTGCAGACTGTC 3.9%.9% 0.07 Cd3%3 AACTGATGGGCTGGCATTCT.79%.7% 0.05 Cd3% TGGGATTGTGGTCTGCCCCC 9.% 5.60% 0.76 Cd3%5 GGACCCAGCATGCCCCAAAG.63% 7.55% 0. Cd3%6 ACTTGGAGCTGTGATATGTG 5.03% 33.5% Thy% GGAGAGCGACGCTGATGGCT.3% 3.0% 6 Thy% GAGCAGGAGAGCGACGCTGA.9%.65% Thy%3 GGTGAACCAAAACCTTCGCC 6.73%.30% Thy% CATGGCGGCAGTCCAGGCGA.% 7.35% Thy%5 GGCGAAGGTTTTGGTTCACC 6.5%.% Nature Biotechnology: doi:0.03/nbt.306

14 Supplementary,Table,6 Annotation of exon sequences used to make activity maps in Fig. b and Supplementary Fig. 5. Gene,Symbol Ensembl,Transcript,ID, Exon, number, Ensembl,Exon,ID Cd ENSMUST ENSMUSE ENSMUSE ENSMUSE ENSMUSE Cd5 ENSMUST ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE Thy ENSMUST ENSMUSE ENSMUSE ENSMUSE ENSMUSE HK ENSMUST ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE Cd3 ENSMUST ENSMUSE ENSMUSE Cd5 ENSMUST ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE ENSMUSE00000 ENSMUSE CD5 ENST ENSE CD3 ENST ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE ENSE CD33 ENST ENSE ENSE ENSE ENSE ENSE ENSE ENSE Nature Biotechnology: doi:0.03/nbt.306

15 Supplementary,Table,9 Feature weights from the final model used to score sgrnas. See Methods for additional details on the implementation of these values for scoring sgrnas. Feature Coefficient Intercept G A C C C G A C C G A A C A C T6 99 A G C G A C G T G T C T T C G T A C T G T C G GT GC AA TA GG GG TA TC TT GG GA GC TG GG TC CC TG AC 6093 CG GA GG TC CG3 697 CT AA 9799 AG AG CG TG GT GG gc_low gc_high Nature Biotechnology: doi:0.03/nbt.306

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