33Targeting specificity has been an essential issue for applying genome editing 34 systems in functional genomics, precise medicine and plant breeding. 35 Understanding the scope of off-target mutations in Cas9 or Cpf1-edited crops is 36 critical for research and regulation. In plants, only limited studies had used whole-37 genome sequencing (WGS) to test off-target effects of Cas9. However, the cause 38 of numerous discovered mutations is still controversial. Furthermore, WGS based 39 off-target analysis of Cpf1 has not been reported in any higher organism to date. 40 Here, we conducted a WGS analysis of 34 plants edited by Cas9 and 15 plants 41 edited by Cpf1 in T0 and T1 generations along with 20 diverse control plants in rice, 42 a major food crop with a genome size of ~380 Mb. The sequencing depth ranged 43 from 45X to 105X with reads mapping rate above 96%. Our results clearly show that 44 most mutations in edited plants were created by tissue culture process, which 45 caused ~102 to 148 single nucleotide variations (SNVs) and ~32 to 83 46 insertions/deletions (indels) per plant. Among 12 Cas9 single guide RNAs (sgRNAs) 47 and 3 Cpf1 CRISPR RNAs (crRNAs) assessed by WGS, only one Cas9 sgRNA 48 resulted in off-target mutations in T0 lines at sites predicted by computer programs. 49 Moreover, we cannot find evidence for bona fide off-target mutations due to 50 continued expression of Cas9 or Cpf1 with guide RNAs in T1 generation. Taken 51 together, our comprehensive and rigorous analysis of WGS big data across 52 multiple sample types suggests both Cas9 and Cpf1 nucleases are very specific in 53 generating targeted DNA modifications and off-targeting can be avoided by 54 designing guide RNAs with high specificity. 55 Bacterial type II CRISPR-Cas9 systems can effectively induce RNA-guided DNA 56 double strand breaks (DSBs) 1 , making them popular tools for genome editing in bacteria 2 , 57 animal cells 3 , mammalian systems 4-7 and plants 8-11 . The most widely used Streptococcus 58 3 pyogenes Cas9 (SpCas9) uses ~20 nucleotides (nt) of a single guide RNA (sgRNA) to 59 recognize a complementary target DNA site along with an NGG protospacer adjacent 60 motif (PAM) 1, 12 . More recently, type V CRISPR-Cpf1 was shown to mediate efficient 61 genome editing in human cells 13 and plants 14, 15 . Cpf1 uses ~23 nt of an RNA guide to 62 target DNA with a TTTV PAM 13 . RNA-guided nucleases (RGNs) such as Cas9 and Cpf1 63 represent versatile genome editing tools that promise to advance basic science, enable 64 personalized medicine and accelerate crop breeding. However, Cas9 may cause 65 undesired off-target mutations due to sgRNAs recognizing DNA sequences with one to a 66 few nucleotide mismatches; albeit with reduced nuclease binding and cleavage activity 1, 67 6, 16, 17 . Although similar rules apply to Cpf1, recent studies in human cells 18, 19 have shown 68 Cpf1 is generally more specific than Cas9. 69 Understanding the scope of off-target mutations in Cas9 or Cpf1-edited crops is 70 critical for research and reg...