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Gene patents in plant biotechnology: model organisms v. major commercial crops 
Koen Jonkers* 
European Commission, JRC IPTS 
Catalina Martinez 
CSIC-IPP, Madrid, Spain 
STI 2014 Conference, Leiden, The Netherlands 
3-5 September 2014 
Disclaimer: The information and views set out in this publication do not necessarily reflect the opinion of the European Commission. The EC does not guarantee the accuracy of the data included in this study. Neither the EC nor any person acting on its behalf may be held responsible for the use which may be made of the information contained herein.
Background 
•Genetic patenting: scientific, legal and economic importance (e.g. Louwaars et al 2009). 
•Global seed market has grown from 18 billion USD in 1985 to 34 billion USD in 2006. Seeds form the basis for a product market which is many times this size and they are of central importance to global food security (Louwaars, 2007). 
•The market for genetically modified seeds is growing at a high rate too, from 2.7 billion USD in 2000 to 6.2 billion in 2006 (Le Buanec 2007). 
•The past decade has seen a process of concentration of the plant seed sector (Howard 2009). 
•Two types of IPR: plant breeders’rights and patents (Louwaars et al 2009). 
The focus of the present study is gene patents in plant biotechnology, defined as ‘patent applications including gene sequences of plants’ 
2
Previous research on gene patents 
3 
Large literature, growing fast, especially on human DNA, but not only, by economic, legal and science scholars (e.g. medicine, biotech): 
•Human DNA: e.g. Thomas et al (2002); Hopkins et al (2007); Rosenfeld and Mason (2013) 
•Marine genetic resources: e.g. Arrieta et al (2010); Arnaud-Haond et al (2011) 
•GM crops: e.g. Regibeau and Rockett (2003); Conti, Regibeau and Rockett (2003); Regibeau and Rockett (2005); Schneider (2011), CAMBIA reports (www.cambia.org) 
Main issues: Owmership of patents claiming gene sequences; subject matter of patents with gene sequences; competition issues; effect on follow-on research, access to resources; diffusion, etc.
Our data 
EPO filings with plant gene sequences from GBPAT files in GENBANK 
•We downloaded all the patent sequences files (GBPAT) from NCBI GENBANK flat file release 183.0 (April 2011) which were used to create a relational database and linked those files to patent information from PATSTAT (Sep. 2010). Patent information has been updated for sample using PATSTAT April 2014 and OECD patent quality data July 2014. 
•EPO and WIPO sequence information in GBPAT contains information on the source organism. 
•Source not provided in the USPTO: BLAST searches for sequence homology is an option. 
•We have coded by EPO patent filings by source organism and top plant categories, and EPO granted patents by subject matter (using Derwent family summaries) 
•Analysis presented here is at the patent level, but we are doing similar analysis at the family level. 
4 
EPO filings from GENBANK April 2011 
Gene sequences 
% Total 
Patent applications 
% Total 
Unclassified 
47664 
1% 
1823 
12% 
Synthetic 
570022 
17% 
6969 
44% 
Mammalia 
2231844 
68% 
3316 
21% 
Bacteria 
227932 
7% 
1352 
9% 
Plantae 
133995 
4% 
581 
4% 
Virus 
9849 
0% 
562 
4% 
Fungi 
18344 
1% 
385 
2% 
Arthropoda 
10201 
0% 
126 
1% 
Archae 
4590 
0% 
94 
1% 
Other 
8530 
0% 
532 
3% 
Total 
3262971 
100% 
15740 
100%
Most filings from firms, Public Research Organisations growing fast. Top 5 firms control more than 60% of filings from the private sector (high share of Basf) 
0 
20 
40 
60 
80 
100 
120 
140 
160 
1980-2000 
2001-2005 
2006-2009 
Private 
Public 
Public/Private 
0 
10 
20 
30 
40 
50 
60 
70 
1980-2000 
2001-2005 
2006-2009 
Basf 
Bayer 
Dupont 
Monsanto 
Syngenta 
Other firms 
5 
Basf and ‘other firms’ (not top 5) peak in 2001-2006
arabidopsis 
rice 
maize 
wheat soybean 
tobacco 
tomato barley 
pea 
0 
.1 .2 .3 .4 
35% of all plant genetic sequence patents filed at EPO between 1981 and 
2009 are associated with Arabidopsis thaliana genetic sequences. Rice with 
23% and maize with 21% follow. Some patents contain DNA sequences of 
more than one type of organism 
Distribution of EPO filings by top plants 
Genbank (plus some coding) allows to classify by the organism of the gene sequence 
included in the patent filing, advantage over using patent classes or keyword search 
6
Arabidopsis 
•No commercial use, except as a research tool 
•Arabidopsis DNA sequences in patent claims as an indicator of science relatedness? 
•Potentiallly: patent filings with arabidopsis sequences may be used to claim protection for homologous sequences in related plant species (including the dicots tomato and soybean) 
•Arabidopsis DNA sequences appear often together with DNA sequences from other organisms in patent filings 
7
Research questions 
•Does the presence of genetic sequences of model organisms such as Arabidopsis indicate more basic/exploratory inventions (science-related) or is it instead a sign of the strategic use of broad claims and homology? 
•How could both patterns be disentangled? 
•Are patents with Arabidopsis alone more ‘basic’ than patent filings with Arabidopsis listed together with major crops? 
8
To study the effect of Arabidopsis, with and without major crops, we build four mutually exclusive categories of patents in our sample: 
0 
20 
40 
60 
80 
100 
120 
140 
160 
arabidopsis 
without major 
crops 
arabidopsis 
and major 
crops 
major crops 
without 
arabidopsis 
Other 
0 
10 
20 
30 
40 
50 
60 
70 
Major crops 
without 
Arabidopsis 
Arabidopsis 
with major 
crops 
Arabidopsis 
without 
major crops 
Other 
9
Patent filings with Arabidopsis are less likely withdrawn than patent filings without Arabidopsis 
0% 
10% 
20% 
30% 
40% 
50% 
60% 
70% 
80% 
90% 
100% 
major crops 
without 
arabidopsis 
arabidopsis 
without 
major crops 
arabidopsis 
and major 
crops 
other 
withdrawn 
refused 
pending 
granted 
unknown 
0 
10 
20 
30 
40 
50 
60 
70 
1981 
1984 
1987 
1990 
1993 
1996 
1999 
2002 
2005 
2008 
withdrawn 
refused 
pending 
granted 
unknown 
But need to control for filing year (more recent filings have had less time to be withdrawn), as we will do later in regressions 
10 
With Arabidopsis
Different business models of the Top 5 firms 
11 
0 
5 
10 
15 
20 
25 
30 
35 
Basf 
Bayer 
Dupont 
Monsanto 
Syngenta 
arabidopsis without major crops 
arabidopsis and major crops 
major crops without arabidopsis 
other
Howard, Philip H. 2009.Visualizing Consolidation in the Global Seed Industry: 1996–2008. Sustainability, 1(4), 1266-1287. 
12
Subject matter of granted EPO patents 
improved method 
pathogen production 
stress yield 
"There are two major types of products from plant biotechnology: methods and traits. traits such as disease and 
stress resistance, improved yield, product quality [or the production of new compounds] can improve the [direct] 
value in the [product] chain. Methods such as molecular marker techniques, transformation techniques [and in 
our definition also vectors and regulatory elements] create value in the process of breeding." (Louwaars, 2009) 
13 
0 
5 
10 
15 
20 
25 
arabidopsis 
without major 
crops 
arabidopsis and 
major crops 
major crops 
without 
arabidopsis 
other 
We manually coded the 130 patent applications which had been granted by July 2014, to 
analyse what use was patented - explain. We also considered coding for patents that 
were more or less science based, but this proved challenging.
PROBIT ANALYS 
Statistically significant differences in the characteristics of patents with and without arabidopsis? 
14
15 
Mean Std. Dev. Min Max Mean Std. Dev. Min Max Without-With e(t) 
bulk100 0.14 0.35 0 1 0.08 0.28 0 1 -0.0619* (-2.05) 
invnbr 1.33 0.57 0 3 1.26 0.55 0 4 -0.0719 (-1.31) 
patent_scope 2.58 1.24 1 7 2.76 1.57 1 8 0.174 (1.20) 
claims 16.86 8.22 1 42 18.70 12.83 1 85 1.842 (1.64) 
pct 0.23 0.42 0 1 0.19 0.39 0 1 -0.0465 (-1.17) 
family_size 8.55 4.17 1 18 8.54 5.29 1 38 -0.0121 (-0.02) 
npl_cits 31.50 39.93 0 109 20.30 31.04 0 116 -11.20** (-3.29) 
bwd_cits 17.48 26.12 0 120 10.57 21.12 0 122 -6.912** (-3.04) 
onefwdcits5 0.04 0.21 0 1 0.12 0.33 0 1 0.0801** (2.78) 
largefirmonly 0.41 0.49 0 1 0.51 0.50 0 1 0.102* (2.07) 
proonly 0.19 0.40 0 1 0.23 0.42 0 1 0.0395 (0.96) 
firmpro 0.03 0.16 0 1 0.05 0.22 0 1 0.0266 (1.34) 
smallfirmonly 0.31 0.46 0 1 0.18 0.39 0 1 -0.125** (-3.06) 
otheronly 0.06 0.24 0 1 0.02 0.14 0 1 -0.0422* (-2.32) 
monsanto 0.06 0.24 0 1 0.11 0.31 0 1 0.0475 (1.65) 
bayer 0.05 0.22 0 1 0.08 0.27 0 1 0.0255 (1.04) 
basf 0.35 0.48 0 1 0.14 0.35 0 1 -0.214*** (-5.46) 
syngenta 0.02 0.14 0 1 0.07 0.26 0 1 0.0535* (2.42) 
dupont 0.01 0.08 0 1 0.08 0.27 0 1 0.0696** (3.23) 
otherfirms 0.25 0.44 0 1 0.27 0.45 0 1 0.0208 (0.48) 
granted 0.27 0.45 0 1 0.30 0.46 0 1 0.0330 (0.73) 
withdrawn 0.41 0.49 0 1 0.48 0.50 0 1 0.0671 (1.37) 
refused 0.03 0.18 0 1 0.03 0.16 0 1 -0.00386 (-0.23) 
pending 0.28 0.45 0 1 0.18 0.39 0 1 -0.100* (-2.47) 
With Arabidopsis (N=159) Without Arabidopsis (N=290) Student's T test 
Descriptive statistics for first probit analysis
(1) (2) (3) (4) (5) 
VARIABLES arabidopsis arabidopsis arabidopsis arabidopsis arabidopsis 
bulk100 0.0913 0.0562 0.0654 0.0460 0.0621 
(0.0889) (0.0914) (0.0938) (0.0901) (0.0922) 
linvnbr 0.0309 0.0390 0.0163 -0.115 -0.120 
(0.115) (0.118) (0.121) (0.125) (0.127) 
lscope 0.0160 0.0170 0.0185 0.0498 0.0582 
(0.0516) (0.0524) (0.0529) (0.0541) (0.0550) 
pct -0.0105 -0.0372 -0.0553 0.0697 0.0639 
(0.0714) (0.0725) (0.0736) (0.0784) (0.0805) 
lfamsize 0.0501 0.0580 0.0445 0.0397 0.0388 
(0.0457) (0.0476) (0.0492) (0.0482) (0.0497) 
lnplcits 0.00369 0.00217 0.00409 -0.0165 -0.0163 
(0.0262) (0.0271) (0.0272) (0.0277) (0.0279) 
lpatcits 0.0361 0.0518 0.0479 0.0667** 0.0666** 
(0.0301) (0.0321) (0.0324) (0.0333) (0.0335) 
onefwdcits5 -0.194** -0.189** -0.188** -0.185** -0.182** 
(0.0781) (0.0801) (0.0805) (0.0799) (0.0804) 
proonly 0.0869 0.0882 
(0.0778) (0.0781) 
firmpro -0.121 -0.115 
(0.122) (0.123) 
smallfirmonly 0.187*** 0.199*** 
(0.0692) (0.0699) 
otheronly 0.340*** 0.352*** 
(0.124) (0.123) 
granted -0.0266 0.0187 
(0.0736) (0.0763) 
withdrawn -0.0634 0.0256 
(0.0710) (0.0746) 
refused -0.160 -0.132 
(0.138) (0.140) 
monsanto -0.230*** -0.227*** 
(0.0734) (0.0739) 
bayer 0.00134 -0.00160 
(0.134) (0.134) 
basf 0.156 0.173* 
(0.0950) (0.0976) 
syngenta -0.194* -0.197* 
(0.114) (0.113) 
dupont -0.385*** -0.384*** 
(0.0360) (0.0361) 
otherfirms -0.0587 -0.0585 
(0.0701) (0.0704) 
filing years yes yes yes yes yes 
Log likelihood -254.7344 -247.52309 -246.75343 -237.53659 -237.0001 
Pseudo R2 0.0628 0.0893 0.0922 0.1261 0.1281 
Observations 406 406 406 406 406 
Standard errors in parentheses 
*** p<0.01, ** p<0.05, * p<0.1 
FIRST PROBIT 
arabidopsis or 
not 
Dependent variable is 
‘including gene 
sequences of 
Arabidopsis in the 
claims’ 
Full sample 
Marginal effects 
Patent filings with arabidopsis in the 
claims are less likely to be cited, 
more likely to be filed by small firms 
or other (neither firm nor PRO), than 
by large firms. When we distinguish 
among firms controlled by the top 
five firms and other (instead of small 
and large) we find that patent filings 
with arabidopsis in the claims are 
positively associated with Basf, and 
negatively with Monsanto, Syngenta 
and Dupont reflecting their different 
business models. A significant 
positive association between having 
arabidopsis in the claims and the 
number of citations to patent prior 
art emerges when this distinction 
among the top 5 is made (probably 
because these firms build on 
previous patents of themselves and 
each other, indicating R&D 
competition on research using 
arabidopsis, something we should 
look at in further research). 
Neither legal status, scope, nbr of 
inventors, nbr of claims, filing route 
(PCT or not) or family size are 
significantly associated with having 
arabidopsis or not in the claims 
16
17 
Mean Std. Dev. Min Max Mean Std. Dev. Min Max Alone - With Top e(t) 
bulk100 0.35 0.48 0 1 0.02 0.14 0 1 -0.330*** (-6.39) 
invnbr 1.45 0.62 1 3 1.25 0.52 0 3 -0.197* (-2.15) 
patent_scope 2.42 1.14 1 7 2.69 1.30 1 7 0.270 (1.33) 
claims 18.90 7.85 1 41 15.63 8.22 2 42 -3.274* (-2.47) 
pct 0.37 0.49 0 1 0.15 0.36 0 1 -0.215** (-3.19) 
family_size 8.30 3.86 2 16 8.71 4.36 1 18 0.407 (0.60) 
npl_cits 27.38 39.50 0 105 33.99 40.19 0 109 6.607 (1.01) 
bwd_cits 17.07 26.54 0 106 17.74 25.99 0 120 0.671 (0.16) 
onefwdcits5 0.05 0.22 0 1 0.04 0.20 0 1 -0.00960 (-0.28) 
largefirmonly 0.32 0.47 0 1 0.46 0.50 0 1 0.148 (1.85) 
proonly 0.18 0.39 0 1 0.20 0.40 0 1 0.0187 (0.29) 
firmpro 0.02 0.13 0 1 0.03 0.17 0 1 0.0136 (0.53) 
smallfirmonly 0.45 0.50 0 1 0.22 0.42 0 1 -0.228** (-3.09) 
otheronly 0.03 0.18 0 1 0.08 0.27 0 1 0.0475 (1.19) 
monsanto 0.10 0.30 0 1 0.04 0.20 0 1 -0.0596 (-1.50) 
bayer 0.05 0.22 0 1 0.05 0.22 0 1 0.000505 (0.01) 
basf 0.40 0.49 0 1 0.32 0.47 0 1 -0.0768 (-0.98) 
syngenta 0.03 0.18 0 1 0.01 0.10 0 1 -0.0232 (-1.04) 
dupont 0.02 0.13 0 1 0.00 0.00 0 0 -0.0167 (-1.29) 
otherfirms 0.18 0.39 0 1 0.29 0.46 0 1 0.110 (1.55) 
granted 0.13 0.34 0 1 0.35 0.48 0 1 0.220** (3.10) 
withdrawn 0.38 0.49 0 1 0.42 0.50 0 1 0.0409 (0.51) 
refused 0.07 0.25 0 1 0.01 0.10 0 1 -0.0566* (-1.99) 
pending 0.42 0.50 0 1 0.20 0.40 0 1 -0.215** (-2.97) 
Arabidopsis with Top crops (N=60) Arabidopsis alone (N=99) Student's T test 
Descriptive statistics for second probit analysis
18 
(1) (2) (3) (4) (5) 
VARIABLES top top top top top 
bulk100 0.587*** 0.558*** 0.551*** 0.603*** 0.589*** 
(0.101) (0.119) (0.131) (0.111) (0.125) 
linvnbr 0.309 0.307 0.301 0.440 0.450 
(0.253) (0.254) (0.266) (0.292) (0.297) 
lscope 0.104 0.137 0.147 0.147 0.141 
(0.109) (0.112) (0.115) (0.123) (0.124) 
pct 0.102 0.0957 0.0949 0.0692 0.0515 
(0.135) (0.139) (0.142) (0.155) (0.155) 
lfamsize -0.0201 -0.0626 -0.0484 -0.0387 0.0285 
(0.0962) (0.1000) (0.103) (0.117) (0.123) 
lnplcits -0.0986* -0.0841 -0.0805 -0.0684 -0.0733 
(0.0551) (0.0569) (0.0575) (0.0570) (0.0574) 
lpatcits 0.0277 -0.0126 -0.0138 -0.0272 -0.0157 
(0.0604) (0.0669) (0.0693) (0.0657) (0.0678) 
onefwdcits5 -0.105 -0.0988 -0.0617 -0.0346 -0.00101 
(0.216) (0.216) (0.238) (0.242) (0.273) 
proonly -0.180 -0.226* 
(0.134) (0.128) 
firmpro -0.157 -0.223 
(0.252) (0.217) 
smallfirmonly 0.0794 0.0365 
(0.125) (0.127) 
otheronly -0.168 -0.217 
(0.201) (0.179) 
granted -0.183 -0.174 
(0.132) (0.138) 
withdrawn 0.0987 0.189 
(0.151) (0.164) 
refused 0.0662 0.0862 
(0.399) (0.446) 
monsanto 0.574*** 0.644*** 
(0.128) (0.0984) 
bayer 0.474** 0.458** 
(0.189) (0.206) 
basf 0.152 0.198 
(0.173) (0.178) 
syngenta 0.600*** 0.633*** 
(0.111) (0.0833) 
otherfirms 0.0481 0.0602 
(0.161) (0.166) 
filing years yes yes yes yes yes 
Log likelihood -75.595764 -73.997626 -71.488517 -67.428357 -63.945154 
Pseudo R2 0.2586 0.2743 0.2989 0.3326 0.3671 
Observations 152 152 152 151 151 
Standard errors in parentheses 
*** p<0.01, ** p<0.05, * p<0.1 
SECOND PROBIT 
Arabidopsis with 
top crops or alone 
Dependent variable 
is ‘including genetic 
sequences of top 
crops in the claims’ 
Subsample, only 
patents with gene 
sequences of 
Arabidopsis in the 
claims 
Marginal effects 
Patent filings with arabidopsis and 
top crops in the claims are more 
likely to contain bulk genetic 
sequences (more than 100) and 
include less NPL references than 
patent filings with arabidopsis alone. 
When the types of applicants is 
included, the significance of NPL 
references disappears and is 
replaced by having public research 
organisations as applicants than 
large firms, which also reflects 
science-relatedness of patents 
including only Arabidopsis, without 
top crops. 
When we distinguish among firms 
controlled by the top five firms and 
other (instead of small and large) we 
find that patent filings with 
arabidopsis and top crops are 
positively associated with 
Monsanto, Bayer and Syngenta. 
No other variable is significantly 
associated to having gene sequences 
of arabidopsis with top crops or of 
arabidopsis alone in the claims.
FURTHER DESCRIPTIVE ANALYSIS (ONLY GRANTED) 
19
20 
Arabidopsis with crops is more likely to be associated to traits 'pathogen' 
and 'yield' (immediately useful for breeders), bulk sequence patents (broad coverage) and PCT (seeking worldwide protection and time to prospect market potential) . They are also more likely to be filed by Syngenta 
Arabidopsis alone is therefore less likely to be associated to these variables 
Both arabidopsis alone and arabidopsis with crops are equally likely to be 
associated with methods and other traits, and the rest of variables that have 
non significant differences of means according to the t-test 
There are only very few observations. We may try to extend this sample in 
further research 
Comparison of granted patents of Arabidopsis alone and Arabidopsis with top crops 
MeanStd. Dev.MinMaxMeanStd. Dev.MinMaxAlone - With Tope(t) method0,250,46010,430,50010.179(0.92) trait_improved0,250,46010,170,3801-0.0786(-0.50) trait_pathogen0,250,46010,000,0000-0.250**(-3.34) trait_production0,380,52010,310,4701-0.0607(-0.32) trait_stress0,250,46010,170,3801-0.0786(-0.50) trait_yield0,380,52010,090,2801-0.289*(-2.20) bulk1000,130,35010,000,0000-0.125*(-2.18) Granted with Arabidopsis alone (N=35)Granted with Arabidopsis and Top crops (N=8)Student's T test

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Gene patents in plant biotechnology: model organisms v. major commercial crops

  • 1. Gene patents in plant biotechnology: model organisms v. major commercial crops Koen Jonkers* European Commission, JRC IPTS Catalina Martinez CSIC-IPP, Madrid, Spain STI 2014 Conference, Leiden, The Netherlands 3-5 September 2014 Disclaimer: The information and views set out in this publication do not necessarily reflect the opinion of the European Commission. The EC does not guarantee the accuracy of the data included in this study. Neither the EC nor any person acting on its behalf may be held responsible for the use which may be made of the information contained herein.
  • 2. Background •Genetic patenting: scientific, legal and economic importance (e.g. Louwaars et al 2009). •Global seed market has grown from 18 billion USD in 1985 to 34 billion USD in 2006. Seeds form the basis for a product market which is many times this size and they are of central importance to global food security (Louwaars, 2007). •The market for genetically modified seeds is growing at a high rate too, from 2.7 billion USD in 2000 to 6.2 billion in 2006 (Le Buanec 2007). •The past decade has seen a process of concentration of the plant seed sector (Howard 2009). •Two types of IPR: plant breeders’rights and patents (Louwaars et al 2009). The focus of the present study is gene patents in plant biotechnology, defined as ‘patent applications including gene sequences of plants’ 2
  • 3. Previous research on gene patents 3 Large literature, growing fast, especially on human DNA, but not only, by economic, legal and science scholars (e.g. medicine, biotech): •Human DNA: e.g. Thomas et al (2002); Hopkins et al (2007); Rosenfeld and Mason (2013) •Marine genetic resources: e.g. Arrieta et al (2010); Arnaud-Haond et al (2011) •GM crops: e.g. Regibeau and Rockett (2003); Conti, Regibeau and Rockett (2003); Regibeau and Rockett (2005); Schneider (2011), CAMBIA reports (www.cambia.org) Main issues: Owmership of patents claiming gene sequences; subject matter of patents with gene sequences; competition issues; effect on follow-on research, access to resources; diffusion, etc.
  • 4. Our data EPO filings with plant gene sequences from GBPAT files in GENBANK •We downloaded all the patent sequences files (GBPAT) from NCBI GENBANK flat file release 183.0 (April 2011) which were used to create a relational database and linked those files to patent information from PATSTAT (Sep. 2010). Patent information has been updated for sample using PATSTAT April 2014 and OECD patent quality data July 2014. •EPO and WIPO sequence information in GBPAT contains information on the source organism. •Source not provided in the USPTO: BLAST searches for sequence homology is an option. •We have coded by EPO patent filings by source organism and top plant categories, and EPO granted patents by subject matter (using Derwent family summaries) •Analysis presented here is at the patent level, but we are doing similar analysis at the family level. 4 EPO filings from GENBANK April 2011 Gene sequences % Total Patent applications % Total Unclassified 47664 1% 1823 12% Synthetic 570022 17% 6969 44% Mammalia 2231844 68% 3316 21% Bacteria 227932 7% 1352 9% Plantae 133995 4% 581 4% Virus 9849 0% 562 4% Fungi 18344 1% 385 2% Arthropoda 10201 0% 126 1% Archae 4590 0% 94 1% Other 8530 0% 532 3% Total 3262971 100% 15740 100%
  • 5. Most filings from firms, Public Research Organisations growing fast. Top 5 firms control more than 60% of filings from the private sector (high share of Basf) 0 20 40 60 80 100 120 140 160 1980-2000 2001-2005 2006-2009 Private Public Public/Private 0 10 20 30 40 50 60 70 1980-2000 2001-2005 2006-2009 Basf Bayer Dupont Monsanto Syngenta Other firms 5 Basf and ‘other firms’ (not top 5) peak in 2001-2006
  • 6. arabidopsis rice maize wheat soybean tobacco tomato barley pea 0 .1 .2 .3 .4 35% of all plant genetic sequence patents filed at EPO between 1981 and 2009 are associated with Arabidopsis thaliana genetic sequences. Rice with 23% and maize with 21% follow. Some patents contain DNA sequences of more than one type of organism Distribution of EPO filings by top plants Genbank (plus some coding) allows to classify by the organism of the gene sequence included in the patent filing, advantage over using patent classes or keyword search 6
  • 7. Arabidopsis •No commercial use, except as a research tool •Arabidopsis DNA sequences in patent claims as an indicator of science relatedness? •Potentiallly: patent filings with arabidopsis sequences may be used to claim protection for homologous sequences in related plant species (including the dicots tomato and soybean) •Arabidopsis DNA sequences appear often together with DNA sequences from other organisms in patent filings 7
  • 8. Research questions •Does the presence of genetic sequences of model organisms such as Arabidopsis indicate more basic/exploratory inventions (science-related) or is it instead a sign of the strategic use of broad claims and homology? •How could both patterns be disentangled? •Are patents with Arabidopsis alone more ‘basic’ than patent filings with Arabidopsis listed together with major crops? 8
  • 9. To study the effect of Arabidopsis, with and without major crops, we build four mutually exclusive categories of patents in our sample: 0 20 40 60 80 100 120 140 160 arabidopsis without major crops arabidopsis and major crops major crops without arabidopsis Other 0 10 20 30 40 50 60 70 Major crops without Arabidopsis Arabidopsis with major crops Arabidopsis without major crops Other 9
  • 10. Patent filings with Arabidopsis are less likely withdrawn than patent filings without Arabidopsis 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% major crops without arabidopsis arabidopsis without major crops arabidopsis and major crops other withdrawn refused pending granted unknown 0 10 20 30 40 50 60 70 1981 1984 1987 1990 1993 1996 1999 2002 2005 2008 withdrawn refused pending granted unknown But need to control for filing year (more recent filings have had less time to be withdrawn), as we will do later in regressions 10 With Arabidopsis
  • 11. Different business models of the Top 5 firms 11 0 5 10 15 20 25 30 35 Basf Bayer Dupont Monsanto Syngenta arabidopsis without major crops arabidopsis and major crops major crops without arabidopsis other
  • 12. Howard, Philip H. 2009.Visualizing Consolidation in the Global Seed Industry: 1996–2008. Sustainability, 1(4), 1266-1287. 12
  • 13. Subject matter of granted EPO patents improved method pathogen production stress yield "There are two major types of products from plant biotechnology: methods and traits. traits such as disease and stress resistance, improved yield, product quality [or the production of new compounds] can improve the [direct] value in the [product] chain. Methods such as molecular marker techniques, transformation techniques [and in our definition also vectors and regulatory elements] create value in the process of breeding." (Louwaars, 2009) 13 0 5 10 15 20 25 arabidopsis without major crops arabidopsis and major crops major crops without arabidopsis other We manually coded the 130 patent applications which had been granted by July 2014, to analyse what use was patented - explain. We also considered coding for patents that were more or less science based, but this proved challenging.
  • 14. PROBIT ANALYS Statistically significant differences in the characteristics of patents with and without arabidopsis? 14
  • 15. 15 Mean Std. Dev. Min Max Mean Std. Dev. Min Max Without-With e(t) bulk100 0.14 0.35 0 1 0.08 0.28 0 1 -0.0619* (-2.05) invnbr 1.33 0.57 0 3 1.26 0.55 0 4 -0.0719 (-1.31) patent_scope 2.58 1.24 1 7 2.76 1.57 1 8 0.174 (1.20) claims 16.86 8.22 1 42 18.70 12.83 1 85 1.842 (1.64) pct 0.23 0.42 0 1 0.19 0.39 0 1 -0.0465 (-1.17) family_size 8.55 4.17 1 18 8.54 5.29 1 38 -0.0121 (-0.02) npl_cits 31.50 39.93 0 109 20.30 31.04 0 116 -11.20** (-3.29) bwd_cits 17.48 26.12 0 120 10.57 21.12 0 122 -6.912** (-3.04) onefwdcits5 0.04 0.21 0 1 0.12 0.33 0 1 0.0801** (2.78) largefirmonly 0.41 0.49 0 1 0.51 0.50 0 1 0.102* (2.07) proonly 0.19 0.40 0 1 0.23 0.42 0 1 0.0395 (0.96) firmpro 0.03 0.16 0 1 0.05 0.22 0 1 0.0266 (1.34) smallfirmonly 0.31 0.46 0 1 0.18 0.39 0 1 -0.125** (-3.06) otheronly 0.06 0.24 0 1 0.02 0.14 0 1 -0.0422* (-2.32) monsanto 0.06 0.24 0 1 0.11 0.31 0 1 0.0475 (1.65) bayer 0.05 0.22 0 1 0.08 0.27 0 1 0.0255 (1.04) basf 0.35 0.48 0 1 0.14 0.35 0 1 -0.214*** (-5.46) syngenta 0.02 0.14 0 1 0.07 0.26 0 1 0.0535* (2.42) dupont 0.01 0.08 0 1 0.08 0.27 0 1 0.0696** (3.23) otherfirms 0.25 0.44 0 1 0.27 0.45 0 1 0.0208 (0.48) granted 0.27 0.45 0 1 0.30 0.46 0 1 0.0330 (0.73) withdrawn 0.41 0.49 0 1 0.48 0.50 0 1 0.0671 (1.37) refused 0.03 0.18 0 1 0.03 0.16 0 1 -0.00386 (-0.23) pending 0.28 0.45 0 1 0.18 0.39 0 1 -0.100* (-2.47) With Arabidopsis (N=159) Without Arabidopsis (N=290) Student's T test Descriptive statistics for first probit analysis
  • 16. (1) (2) (3) (4) (5) VARIABLES arabidopsis arabidopsis arabidopsis arabidopsis arabidopsis bulk100 0.0913 0.0562 0.0654 0.0460 0.0621 (0.0889) (0.0914) (0.0938) (0.0901) (0.0922) linvnbr 0.0309 0.0390 0.0163 -0.115 -0.120 (0.115) (0.118) (0.121) (0.125) (0.127) lscope 0.0160 0.0170 0.0185 0.0498 0.0582 (0.0516) (0.0524) (0.0529) (0.0541) (0.0550) pct -0.0105 -0.0372 -0.0553 0.0697 0.0639 (0.0714) (0.0725) (0.0736) (0.0784) (0.0805) lfamsize 0.0501 0.0580 0.0445 0.0397 0.0388 (0.0457) (0.0476) (0.0492) (0.0482) (0.0497) lnplcits 0.00369 0.00217 0.00409 -0.0165 -0.0163 (0.0262) (0.0271) (0.0272) (0.0277) (0.0279) lpatcits 0.0361 0.0518 0.0479 0.0667** 0.0666** (0.0301) (0.0321) (0.0324) (0.0333) (0.0335) onefwdcits5 -0.194** -0.189** -0.188** -0.185** -0.182** (0.0781) (0.0801) (0.0805) (0.0799) (0.0804) proonly 0.0869 0.0882 (0.0778) (0.0781) firmpro -0.121 -0.115 (0.122) (0.123) smallfirmonly 0.187*** 0.199*** (0.0692) (0.0699) otheronly 0.340*** 0.352*** (0.124) (0.123) granted -0.0266 0.0187 (0.0736) (0.0763) withdrawn -0.0634 0.0256 (0.0710) (0.0746) refused -0.160 -0.132 (0.138) (0.140) monsanto -0.230*** -0.227*** (0.0734) (0.0739) bayer 0.00134 -0.00160 (0.134) (0.134) basf 0.156 0.173* (0.0950) (0.0976) syngenta -0.194* -0.197* (0.114) (0.113) dupont -0.385*** -0.384*** (0.0360) (0.0361) otherfirms -0.0587 -0.0585 (0.0701) (0.0704) filing years yes yes yes yes yes Log likelihood -254.7344 -247.52309 -246.75343 -237.53659 -237.0001 Pseudo R2 0.0628 0.0893 0.0922 0.1261 0.1281 Observations 406 406 406 406 406 Standard errors in parentheses *** p<0.01, ** p<0.05, * p<0.1 FIRST PROBIT arabidopsis or not Dependent variable is ‘including gene sequences of Arabidopsis in the claims’ Full sample Marginal effects Patent filings with arabidopsis in the claims are less likely to be cited, more likely to be filed by small firms or other (neither firm nor PRO), than by large firms. When we distinguish among firms controlled by the top five firms and other (instead of small and large) we find that patent filings with arabidopsis in the claims are positively associated with Basf, and negatively with Monsanto, Syngenta and Dupont reflecting their different business models. A significant positive association between having arabidopsis in the claims and the number of citations to patent prior art emerges when this distinction among the top 5 is made (probably because these firms build on previous patents of themselves and each other, indicating R&D competition on research using arabidopsis, something we should look at in further research). Neither legal status, scope, nbr of inventors, nbr of claims, filing route (PCT or not) or family size are significantly associated with having arabidopsis or not in the claims 16
  • 17. 17 Mean Std. Dev. Min Max Mean Std. Dev. Min Max Alone - With Top e(t) bulk100 0.35 0.48 0 1 0.02 0.14 0 1 -0.330*** (-6.39) invnbr 1.45 0.62 1 3 1.25 0.52 0 3 -0.197* (-2.15) patent_scope 2.42 1.14 1 7 2.69 1.30 1 7 0.270 (1.33) claims 18.90 7.85 1 41 15.63 8.22 2 42 -3.274* (-2.47) pct 0.37 0.49 0 1 0.15 0.36 0 1 -0.215** (-3.19) family_size 8.30 3.86 2 16 8.71 4.36 1 18 0.407 (0.60) npl_cits 27.38 39.50 0 105 33.99 40.19 0 109 6.607 (1.01) bwd_cits 17.07 26.54 0 106 17.74 25.99 0 120 0.671 (0.16) onefwdcits5 0.05 0.22 0 1 0.04 0.20 0 1 -0.00960 (-0.28) largefirmonly 0.32 0.47 0 1 0.46 0.50 0 1 0.148 (1.85) proonly 0.18 0.39 0 1 0.20 0.40 0 1 0.0187 (0.29) firmpro 0.02 0.13 0 1 0.03 0.17 0 1 0.0136 (0.53) smallfirmonly 0.45 0.50 0 1 0.22 0.42 0 1 -0.228** (-3.09) otheronly 0.03 0.18 0 1 0.08 0.27 0 1 0.0475 (1.19) monsanto 0.10 0.30 0 1 0.04 0.20 0 1 -0.0596 (-1.50) bayer 0.05 0.22 0 1 0.05 0.22 0 1 0.000505 (0.01) basf 0.40 0.49 0 1 0.32 0.47 0 1 -0.0768 (-0.98) syngenta 0.03 0.18 0 1 0.01 0.10 0 1 -0.0232 (-1.04) dupont 0.02 0.13 0 1 0.00 0.00 0 0 -0.0167 (-1.29) otherfirms 0.18 0.39 0 1 0.29 0.46 0 1 0.110 (1.55) granted 0.13 0.34 0 1 0.35 0.48 0 1 0.220** (3.10) withdrawn 0.38 0.49 0 1 0.42 0.50 0 1 0.0409 (0.51) refused 0.07 0.25 0 1 0.01 0.10 0 1 -0.0566* (-1.99) pending 0.42 0.50 0 1 0.20 0.40 0 1 -0.215** (-2.97) Arabidopsis with Top crops (N=60) Arabidopsis alone (N=99) Student's T test Descriptive statistics for second probit analysis
  • 18. 18 (1) (2) (3) (4) (5) VARIABLES top top top top top bulk100 0.587*** 0.558*** 0.551*** 0.603*** 0.589*** (0.101) (0.119) (0.131) (0.111) (0.125) linvnbr 0.309 0.307 0.301 0.440 0.450 (0.253) (0.254) (0.266) (0.292) (0.297) lscope 0.104 0.137 0.147 0.147 0.141 (0.109) (0.112) (0.115) (0.123) (0.124) pct 0.102 0.0957 0.0949 0.0692 0.0515 (0.135) (0.139) (0.142) (0.155) (0.155) lfamsize -0.0201 -0.0626 -0.0484 -0.0387 0.0285 (0.0962) (0.1000) (0.103) (0.117) (0.123) lnplcits -0.0986* -0.0841 -0.0805 -0.0684 -0.0733 (0.0551) (0.0569) (0.0575) (0.0570) (0.0574) lpatcits 0.0277 -0.0126 -0.0138 -0.0272 -0.0157 (0.0604) (0.0669) (0.0693) (0.0657) (0.0678) onefwdcits5 -0.105 -0.0988 -0.0617 -0.0346 -0.00101 (0.216) (0.216) (0.238) (0.242) (0.273) proonly -0.180 -0.226* (0.134) (0.128) firmpro -0.157 -0.223 (0.252) (0.217) smallfirmonly 0.0794 0.0365 (0.125) (0.127) otheronly -0.168 -0.217 (0.201) (0.179) granted -0.183 -0.174 (0.132) (0.138) withdrawn 0.0987 0.189 (0.151) (0.164) refused 0.0662 0.0862 (0.399) (0.446) monsanto 0.574*** 0.644*** (0.128) (0.0984) bayer 0.474** 0.458** (0.189) (0.206) basf 0.152 0.198 (0.173) (0.178) syngenta 0.600*** 0.633*** (0.111) (0.0833) otherfirms 0.0481 0.0602 (0.161) (0.166) filing years yes yes yes yes yes Log likelihood -75.595764 -73.997626 -71.488517 -67.428357 -63.945154 Pseudo R2 0.2586 0.2743 0.2989 0.3326 0.3671 Observations 152 152 152 151 151 Standard errors in parentheses *** p<0.01, ** p<0.05, * p<0.1 SECOND PROBIT Arabidopsis with top crops or alone Dependent variable is ‘including genetic sequences of top crops in the claims’ Subsample, only patents with gene sequences of Arabidopsis in the claims Marginal effects Patent filings with arabidopsis and top crops in the claims are more likely to contain bulk genetic sequences (more than 100) and include less NPL references than patent filings with arabidopsis alone. When the types of applicants is included, the significance of NPL references disappears and is replaced by having public research organisations as applicants than large firms, which also reflects science-relatedness of patents including only Arabidopsis, without top crops. When we distinguish among firms controlled by the top five firms and other (instead of small and large) we find that patent filings with arabidopsis and top crops are positively associated with Monsanto, Bayer and Syngenta. No other variable is significantly associated to having gene sequences of arabidopsis with top crops or of arabidopsis alone in the claims.
  • 19. FURTHER DESCRIPTIVE ANALYSIS (ONLY GRANTED) 19
  • 20. 20 Arabidopsis with crops is more likely to be associated to traits 'pathogen' and 'yield' (immediately useful for breeders), bulk sequence patents (broad coverage) and PCT (seeking worldwide protection and time to prospect market potential) . They are also more likely to be filed by Syngenta Arabidopsis alone is therefore less likely to be associated to these variables Both arabidopsis alone and arabidopsis with crops are equally likely to be associated with methods and other traits, and the rest of variables that have non significant differences of means according to the t-test There are only very few observations. We may try to extend this sample in further research Comparison of granted patents of Arabidopsis alone and Arabidopsis with top crops MeanStd. Dev.MinMaxMeanStd. Dev.MinMaxAlone - With Tope(t) method0,250,46010,430,50010.179(0.92) trait_improved0,250,46010,170,3801-0.0786(-0.50) trait_pathogen0,250,46010,000,0000-0.250**(-3.34) trait_production0,380,52010,310,4701-0.0607(-0.32) trait_stress0,250,46010,170,3801-0.0786(-0.50) trait_yield0,380,52010,090,2801-0.289*(-2.20) bulk1000,130,35010,000,0000-0.125*(-2.18) Granted with Arabidopsis alone (N=35)Granted with Arabidopsis and Top crops (N=8)Student's T test