Predictions & Data for this entry

Model: sbp climate: A, BSh, Cfa, Cfb migrate: phylum:
COMPLETE = 4.5 ecozone: TP food: biHl, biHs class:
MRE = 0.216 habitat: 0iTf, 0iTi gender: Dg order:
SMSE = 0.083 embryo: Ts, Th reprod: O, Ap family:

Zero-variate data

Data Observed Predicted (RE) Unit Description Reference
ab_LiuZhua 6.71 5.874 (0.1246) d age at hatching LiuZhua2020
ab_HuChi 7.48 6.046 (0.1917) d age at hatching HuChi2010
ab_ZhanMao 7.3 6.046 (0.1718) d age at hatching ZhanMao2018
ab_XuShu 6 6.046 (0.007649) d age at hatching XuShu2019
ab_QuaiAnsa 7.2 6.046 (0.1603) d age at hatching QuaiAnsa2019
ab_LuoZhan 9.61 6.354 (0.3389) d age at hatching LuoZhan2024
ab_f_brachy 10.4 6.796 (0.3465) d age at hatching for brachypterous females MochOkad1979
ab_f_macro 10.4 6.796 (0.3465) d age at hatching for macropterous females MochOkad1979
ab_m_brachy 10.5 6.796 (0.3527) d age at hatching for brachypterous males MochOkad1979
ab_m_macro 10.5 6.796 (0.3527) d age at hatching for macropterous males MochOkad1979
ap_LiaoAli 20.34 19.54 (0.03954) d age at puberty (incl. egg development) LiaoAli2019
ap_QuaiAnsa 19.38 19.54 (0.008039) d age at puberty (incl. egg development) QuaiAnsa2019
ap_f 22.83 31.2 (0.3668) d age at puberty for females (incl. egg development) HuChi2010
ap_m 20.86 26.78 (0.2839) d age at puberty for males (incl. egg development) HuChi2010
tp_LuoZhan 12.37 14.18 (0.146) d time since birth at puberty LuoZhan2024
tp_QuaiAnsa 12.18 13.49 (0.1075) d time since birth at puberty QuaiAnsa2019
tp_LiChen 14.2 15.16 (0.06789) d time since birth at puberty LiChen2011
tp_macro 13.3 15.13 (0.1375) d time since birth at puberty (macropterous form) YangZhou2019
tp_brachy 13.6 15.13 (0.1124) d time since birth at puberty (brachypterous form) YangZhou2019
tp_f_Hatano66 17.4 15.16 (0.1285) d time since birth at puberty for females MyinMats2009
tp_f_Isahaya99 17.2 15.16 (0.1184) d time since birth at puberty for females MyinMats2009
tp_f_Nishigoshi05 17.4 15.16 (0.1285) d time since birth at puberty of females MyinMats2009
tp_m_Hatano66 17.6 12.5 (0.2898) d time since birth at puberty for males MyinMats2009
tp_m_Isahaya99 17.9 12.5 (0.3017) d time since birth at puberty for males MyinMats2009
tp_m_Nishigoshi05 17.6 12.5 (0.2898) d time since birth at puberty for males MyinMats2009
tp_f_brachy 14.3 15.16 (0.06042) d time since birth at puberty for brachypterous females MochOkad1979
tp_m_macro 14.1 12.5 (0.1135) d time since birth at puberty for macropterous males MochOkad1979
t0R_LiuZhua 2.59 2.537 (0.0203) d adult pre-oviposition period LiuZhua2020
t0R_ZhanMao 3.17 2.612 (0.1761) d adult pre-oviposition period ZhanMao2018
t0R_LiaoAli 1.45 2.612 (0.8013) d adult pre-oviposition period LiaoAli2019
t0R_brachy 3.8 2.936 (0.2274) d adult pre-oviposition period for brachypterous females MochOkad1979
t0R_macro 7.2 6.605 (0.08259) d adult pre-oviposition for macropterous females MochOkad1979
t1_HuChi 2.93 2.89 (0.0137) d 1st larval instar duration HuChi2010
t2_HuChi 2.61 2.505 (0.04021) d 2nd larval instar duration HuChi2010
t3_HuChi 2.35 2.342 (0.003279) d 3rd larval instar duration HuChi2010
t4_HuChi 2.74 2.432 (0.1125) d 4th larval instar duration HuChi2010
t5_HuChi 3.8 3.321 (0.1261) d 5th larval instar duration HuChi2010
t1_LiuZhua 3.01 2.808 (0.06727) d 1st larval instar duration LiuZhua2020
t2_LiuZhua 2.04 2.434 (0.193) d 2nd larval instar duration LiuZhua2020
t3_LiuZhua 2.14 2.276 (0.06334) d 3rd larval instar duration LiuZhua2020
t4_LiuZhua 2.05 2.363 (0.1525) d 4th larval instar duration LiuZhua2020
t5_LiuZhua 3.26 3.226 (0.01037) d 5th larval instar duration LiuZhua2020
t1_ZhanMao 2.89 2.89 (4.731e-05) d 1st larval instar duration ZhanMao2018
t2_ZhanMao 2.69 2.505 (0.06875) d 2nd larval instar duration ZhanMao2018
t3_ZhanMao 2.35 2.342 (0.003279) d 3rd larval instar duration ZhanMao2018
t4_ZhanMao 2.37 2.432 (0.0261) d 4th larval instar duration ZhanMao2018
t5_ZhanMao 3.26 3.321 (0.01866) d 5th larval instar duration ZhanMao2018
t1_LiaoAli 2.97 2.89 (0.02698) d 1st larval instar duration LiaoAli2019
t2_LiaoAli 2.05 2.505 (0.222) d 2nd larval instar duration LiaoAli2019
t3_LiaoAli 2.34 2.342 (0.0009805) d 3rd larval instar duration LiaoAli2019
t4_LiaoAli 2.47 2.432 (0.01545) d 4th larval instar duration LiaoAli2019
t5_LiaoAli 3.52 3.321 (0.05658) d 5th larval instar duration LiaoAli2019
t1_XuShu 2.34 2.89 (0.235) d 1st larval instar duration XuShu2019
t2_XuShu 1.73 2.505 (0.448) d 2nd larval instar duration XuShu2019
t3_XuShu 2.16 2.342 (0.0844) d 3rd larval instar duration XuShu2019
t4_XuShu 2.11 2.432 (0.1525) d 4th larval instar duration XuShu2019
t5_XuShu 3.21 3.321 (0.03453) d 5th larval instar duration XuShu2019
t1_QuaiAnsa 2.47 2.89 (0.17) d 1st larval instar duration QuaiAnsa2019
t2_QuaiAnsa 2.17 2.505 (0.1544) d 2nd larval instar duration QuaiAnsa2019
t3_QuaiAnsa 2.1 2.342 (0.1154) d 3rd larval instar duration QuaiAnsa2019
t4_QuaiAnsa 2.31 2.432 (0.05275) d 4th larval instar duration QuaiAnsa2019
t5_QuaiAnsa 3.13 3.321 (0.06097) d 5th larval instar duration QuaiAnsa2019
t1_brachy 2.84 3.244 (0.1421) d 1st larval instar duration for brachypterous females YangZhou2019
t2_brachy 2.55 2.809 (0.1017) d 2nd larval instar duration for brachypterous females YangZhou2019
t3_brachy 2.05 2.626 (0.281) d 3rd larval instar duration for brachypterous females YangZhou2019
t4_brachy 2.38 2.726 (0.1454) d 4th larval instar duration for brachypterous females YangZhou2019
t5_brachy 3.85 3.724 (0.03281) d 5th larval instar duration for brachypterous females YangZhou2019
t1_macro 2.63 3.244 (0.2333) d 1st larval instar duration for macropterous females YangZhou2019
t2_macro 2.28 2.809 (0.2321) d 2nd larval instar duration for macropterous females YangZhou2019
t3_macro 2.11 2.626 (0.2446) d 3rd larval instar duration for macropterous females YangZhou2019
t4_macro 2.64 2.726 (0.03263) d 4th larval instar duration for macropterous females YangZhou2019
t5_macro 3.66 3.724 (0.0174) d 5th larval instar duration for macropterous females YangZhou2019
L1 0.0722 0.0855 (0.1842) cm length at 1st instar MochOkad1979
L2 0.109 0.1262 (0.1575) cm length at 2nd instar MochOkad1979
L3 0.153 0.1614 (0.05498) cm length at 3rd instar MochOkad1979
L4 0.225 0.1944 (0.1362) cm length at 4th instar MochOkad1979
L5 0.345 0.2286 (0.3375) cm length at 5th instar MochOkad1979
Lp 0.254 0.2753 (0.0838) cm adult length MochOkad1979
Lp_EFSA 0.475 0.2753 (0.4205) cm adult length EFSA2023
Ni_LiChen 623 265.9 (0.5733) # life time reproductive output LiChen2011
Ni_LiaoAli 731.8 266 (0.6366) # life time reproductive output LiaoAli2019
Ni_HuChi 298.9 266 (0.1102) # life time reproductive output HuChi2010
Ni_brachy 347.6 373.9 (0.07554) # life time reproductive output (brachypterous form) YangZhou2019
Ni_macro 273.8 335.2 (0.2244) # life time reproductive output (macropterous form) YangZhou2019
Ni_XuShu 259 266 (0.02684) # life time reproductive output XuShu2019
tR_XuShu 17.16 54.51 (2.177) d reproduction period XuShu2019
tR_ZhanMao 15.06 54.51 (2.62) d reproduction period ZhanMao2018
Wwp_f 0.002387 0.004304 (0.803) g wet weight at puberty of females MyinMats2009
Wwp_m 0.001263 0.002908 (1.302) g wet weight at puberty of males MyinMats2009
Ww_3da 0.002113 0.004304 (1.037) g wet weight of a 3 day old adult KangCai2022
Ww5 0.001978 0.002464 (0.2455) g wet weight at 5th instar KangCai2022
Wwb 3.4e-05 5.133e-07 (0.9849) g average weight of <24h old larvae Bayer2025
Lb 0.0755 0.0855 (0.1324) cm average length of <24h old larvae Bayer2025
Lb_EFSA 0.06 0.0855 (0.425) cm length at hatching EFSA2023
t_em_LiChen 20.3 23.76 (0.1705) d average life span as imago LiChen2011
t_em_ZhanMao 16.65 21.14 (0.2695) d average life span as imago ZhanMao2018
t_em_f_HuChi 22.6 21.14 (0.06469) d average life span as imago for females HuChi2010
t_em_m_HuChi 19.52 23.05 (0.1807) d average life span as imago for males HuChi2010
t_em_f_LiuZhua 16.05 20.54 (0.2795) d average life span as imago for females LiuZhua2020
t_em_m_LiuZhua 21.51 22.39 (0.04093) d average life span as imago for males LiuZhua2020
t_em_f_LiaoAli 21.4 21.14 (0.01224) d average life span as imago for females LiaoAli2019
t_em_m_LiaoAli 28.19 23.05 (0.1824) d average life span as imago for males LiaoAli2019
t_em_f_QuaiAnsa 18.95 21.14 (0.1155) d average life span as imago for females QuaiAnsa2019
t_em_m_QuaiAnsa 21.14 23.05 (0.09022) d average life span as imago for males QuaiAnsa2019
t_em_brachy_YangZhou 13.75 20.02 (0.4563) d average life span as imagof for brachypterous females YangZhou2019
t_em_macro_YangZhou 16.4 20.02 (0.221) d average life span as imago for macropterious females YangZhou2019
t_em_brachy_MochOkad 22.3 23.76 (0.06553) d average life span as imago for brachypterous females MochOkad1979
t_em_macro_MochOkad 27.6 23.76 (0.1391) d average life span as imago fro macropterous females MochOkad1979
am_f 39.71 34.63 (0.128) d average total life span for females XuShu2019
am_m 42.86 34.17 (0.2028) d average total life span for males XuShu2019

Uni- and bivariate data

Data Figure Independent variable Dependent variable (RE) Reference
tN_36 Reproduction over time at 5 temperatures time since birth cumulative reproduction (9.961) ManiKenn2015
tN_34 Reproduction over time at 5 temperatures time since birth cumulative reproduction (7.461) ManiKenn2015
tN_32 Reproduction over time at 5 temperatures time since birth cumulative reproduction (3.394) ManiKenn2015
tN_30 Reproduction over time at 5 temperatures time since birth cumulative reproduction (0.4273) ManiKenn2015
tN_28 Reproduction over time at 5 temperatures time since birth cumulative reproduction (3.651) ManiKenn2015
tS_36 time since puberty survival (128.6) ManiKenn2015
tS_34 time since puberty survival (49.28) ManiKenn2015
tS_32 time since puberty survival (13.23) ManiKenn2015
tS_30 time since puberty survival (0.296) ManiKenn2015
tS_28 time since puberty survival (14.77) ManiKenn2015
tN_HuChi time since birth cumulative reproduction (0.4961) HuChi2010
tN_QuaiAnsa time since birth cumulative reproduction (0.2927) QuaiAnsa2019
tS_HuChi time since birth survival (0.1627) LiaoAli2019
tS_LiaoAli time since birth survival (0.2715) LiaoAli2019
Tt1_SujiChan temperature 1st instar duration (0.1452) SujiChan2013
Tt1_BaePath temperature 1st instar duration (0.1275) BaePath1970
Tt2_SujiChan temperature 2nd instar duration (0.1668) SujiChan2013
Tt2_BaePath temperature 2nd instar duration (0.347) BaePath1970
Tt3_SujiChan temperature 3rd instar duration (0.2022) SujiChan2013
Tt3_BaePath temperature 3rd instar duration (0.1147) BaePath1970
Tt4_SujiChan temperature 4th instar duration (0.1648) SujiChan2013
Tt4_BaePath temperature 4th instar duration (0.1969) BaePath1970
Tt5_SujiChan temperature 5th instar duration (0.2656) SujiChan2013
Tt5_BaePath temperature 5th instar duration (0.1957) BaePath1970
Tt0R_MochOkad temperature pre-oviposition period (0.2104) MochOkad1979
Tt0R_ManiKenn temperature pre-oviposition period (2.274) ManiKenn2015
Tah temperature age at hatching (0.2223) MochOkad1979
Tt_em temperature average life span as imago (1.576) SujiChan2013
Ttb0R temperature time since birth at first oviposition (1.895) ManiKenn2015
Ttp temperature time since birth at puberty (0.1619) MochOkad1979
tWw time since 5th instar ecdysis wet weight (0.07738) LuoZhan2024

Pseudo-data at Tref = 20°C

Data Generalised animal Nilaparvata lugens Unit Description
v 0.02 0.002134 cm/d energy conductance
p_M 18 45.73 J/d.cm^3 vol-spec som maint
k_J 0.002 0.002 1/d maturity maint rate coefficient
k 0.3 0.1924 - maintenance ratio
kap 0.8 0.6977 - allocation fraction to soma
kap_G 0.8 0.8083 - growth efficiency
kap_R 0.95 0.95 - reproduction efficiency
s_s 0.01 1.612e-11 - supply stress

Discussion

  • Zerovariate data was centered around data that uses TN1 as food source, which is most frequently used; the TN1 data is used as reference point (f = 1); also includes studies in which the rice line had not been specified
  • In the absence of further data, we assume age at birth (onset of feeding) to be equivalent to age at hatching (ah = tb)
  • Entry uses female brachypterous (short-winged) form as reference and macropterous (long-winged) as deviation from the reference; if form is not specified in the data/predictions, it is related to the brachypterous form or the form was not specified in the literature; if brachypterous form is explicitly indicated, it belongs to a data pair for which we have data on both forms from the same study
  • Egg weight was roughly approximated by obtained taking the extreme values for egg volume [reported in figure 2](https://www.frontiersin.org/journals/physiology/articles/10.3389/fphys.2020.00106/full) and converting them to wet weight, assuming a density of 1 mg/mm^3; this estimate was included because the implied E_0 could otherwise be orders of magnitude too high
  • Entry does not explicitly deal with sexual reproduction; All reported reproduction values are eggs/female
  • At high temperatures, survival follows a different temperature response than development rates, suggesting additional physiological stress; this issue deserves further investigation
  • Macropterous imagos are assumed to differ from brachopterous form by p_M; This explains differences in reproductive output, but not in longevity; A large difference in p_M has to be assumed in order to explain the differences
  • Data from ManiKenn2015 is reported, but not included in the fitting; the temporal references are not fully clarified and a separate f is not sufficient to include the data properly
  • Separate f values for different rice lines had been implemented, but fixed to 1, since the estimates tended to be very close to 1 for the given data
  • Reproduction period for HuChi2010 and QuaiAnsa2019 are based the corresponding tN data (time from first to last oviposition); these values are much higher than reproduction periods from XuShu2019 and ZhanMao2018; discrepancies may also arise from tN being averaged across individuals
  • The ODE definition used in the predict file was adopted from Nezara viridula, with removal of the assumption of non-feeding first larval instars
  • Life span as imago for SujiChan at 28 degC (8.3 d) is much lower than values from other studies at comparable temp. (e.g. LiChen, 28 degC: 20.3 d, LiuZhua, 28 degC: 16.05 d). The reasons are unclear
  • Obtained relatively high value of z; limiting z to lower values did not result in a satisifiable fit; interpretation of z for models with cut-off growth curve is not identical to standard model

Acknowledgment

  • The creation of this entry was financially supported by Bayer AG

Bibliography

Citation