countfitteR is a R package and shiny app designed to perform analysis of count data. This vignette covers important features and data sets of the app. We extended our automatized imaging platform (Rödiger et al. 2013, Willitzki et al. (2012)) for a multiparametric analysis of cell damage (DNA double strand breaks) (Reddig et al. 2018, Rödiger et al. (2018)). Digital image analysis of the DSB biomarkers gamma H2AX was used to describe the alteration of the cell phenotype.
# Load countfitteR package
library(countfitteR)
# Assign the csv file to filename
data("case_study")
processed_counts <- process_counts(case_study)
fit_counts(processed_counts, model = "all")## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge## Warning in theta.ml(Y, mu, sum(w), w, limit = control$maxit, trace =
## control$trace > : iteration limit reached## Warning in sqrt(1/i): NaNs produced## Warning in theta.ml(Y, mu, sum(w), w, limit = control$maxit, trace =
## control$trace > : iteration limit reached## Warning in sqrt(1/i): NaNs produced## Warning in theta.ml(Y, mu, sum(w), w, limit = control$maxit, trace =
## control$trace > : iteration limit reached## Warning in sqrt(1/i): NaNs produced## Warning in theta.ml(Y, mu, sum(w), w, limit = control$maxit, trace =
## control$trace > : iteration limit reached## Warning in sqrt(1/i): NaNs produced## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: algorithm did not converge## $L3_AF_DMSO_B_10_FITC_pois
## $L3_AF_DMSO_B_10_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_B_10_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_B_10_FITC_pois$BIC
## [1] NA
##
## $L3_AF_DMSO_B_10_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_100_ETP_11_FITC_pois
## $L3_AF_100_ETP_11_FITC_pois$coefficients
## lambda
## 2.32
##
## $L3_AF_100_ETP_11_FITC_pois$confint
## lower upper
## lambda 2.034125 2.631462
##
## $L3_AF_100_ETP_11_FITC_pois$BIC
## [1] 898.1618
##
## $L3_AF_100_ETP_11_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_100_ETP_12_FITC_pois
## $L3_AF_100_ETP_12_FITC_pois$coefficients
## lambda
## 3.215686
##
## $L3_AF_100_ETP_12_FITC_pois$confint
## lower upper
## lambda 2.880112 3.576346
##
## $L3_AF_100_ETP_12_FITC_pois$BIC
## [1] 1008.888
##
## $L3_AF_100_ETP_12_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_Med_C_13_FITC_pois
## $L3_AF_Med_C_13_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_13_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_13_FITC_pois$BIC
## [1] NA
##
## $L3_AF_Med_C_13_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_Med_C_14_FITC_pois
## $L3_AF_Med_C_14_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_14_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_14_FITC_pois$BIC
## [1] NA
##
## $L3_AF_Med_C_14_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_DMSo_C_15_FITC_pois
## $L3_AF_DMSo_C_15_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_DMSo_C_15_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSo_C_15_FITC_pois$BIC
## [1] NA
##
## $L3_AF_DMSo_C_15_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_DMSO_C_16_FITC_pois
## $L3_AF_DMSO_C_16_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_C_16_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_C_16_FITC_pois$BIC
## [1] NA
##
## $L3_AF_DMSO_C_16_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_100_ETP_17_FITC_pois
## $L3_AF_100_ETP_17_FITC_pois$coefficients
## lambda
## 5.571429
##
## $L3_AF_100_ETP_17_FITC_pois$confint
## lower upper
## lambda 5.132054 6.035173
##
## $L3_AF_100_ETP_17_FITC_pois$BIC
## [1] 1254.79
##
## $L3_AF_100_ETP_17_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_100_ETP_18_FITC_pois
## $L3_AF_100_ETP_18_FITC_pois$coefficients
## lambda
## 4.13
##
## $L3_AF_100_ETP_18_FITC_pois$confint
## lower upper
## lambda 3.74438 4.541207
##
## $L3_AF_100_ETP_18_FITC_pois$BIC
## [1] 852.1981
##
## $L3_AF_100_ETP_18_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_Med_D_19_FITC_pois
## $L3_AF_Med_D_19_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_19_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_19_FITC_pois$BIC
## [1] NA
##
## $L3_AF_Med_D_19_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_Med_A_1_FITC_pois
## $L3_AF_Med_A_1_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_Med_A_1_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_A_1_FITC_pois$BIC
## [1] NA
##
## $L3_AF_Med_A_1_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_Med_D_20_FITC_pois
## $L3_AF_Med_D_20_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_20_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_20_FITC_pois$BIC
## [1] NA
##
## $L3_AF_Med_D_20_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_DMSo_D_21_FITC_pois
## $L3_AF_DMSo_D_21_FITC_pois$coefficients
## lambda
## 0.03921569
##
## $L3_AF_DMSo_D_21_FITC_pois$confint
## lower upper
## lambda 0.01217225 0.09108786
##
## $L3_AF_DMSo_D_21_FITC_pois$BIC
## [1] 44.89051
##
## $L3_AF_DMSo_D_21_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_DMSO_D_22_FITC_pois
## $L3_AF_DMSO_D_22_FITC_pois$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_D_22_FITC_pois$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_D_22_FITC_pois$BIC
## [1] NA
##
## $L3_AF_DMSO_D_22_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_100_ETP_23_FITC_pois
## $L3_AF_100_ETP_23_FITC_pois$coefficients
## lambda
## 3.252427
##
## $L3_AF_100_ETP_23_FITC_pois$confint
## lower upper
## lambda 2.916454 3.613242
##
## $L3_AF_100_ETP_23_FITC_pois$BIC
## [1] 904.4198
##
## $L3_AF_100_ETP_23_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_100_ETP_24_FITC_pois
## $L3_AF_100_ETP_24_FITC_pois$coefficients
## lambda
## 4.122642
##
## $L3_AF_100_ETP_24_FITC_pois$confint
## lower upper
## lambda 3.748088 4.521334
##
## $L3_AF_100_ETP_24_FITC_pois$BIC
## [1] 1069.925
##
## $L3_AF_100_ETP_24_FITC_pois$model
## [1] "pois"
##
##
## $L3_AF_DMSO_B_10_FITC_zip
## $L3_AF_DMSO_B_10_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_B_10_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_B_10_FITC_zip$BIC
## [1] NA
##
## $L3_AF_DMSO_B_10_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_100_ETP_11_FITC_zip
## $L3_AF_100_ETP_11_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_11_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_11_FITC_zip$BIC
## [1] NA
##
## $L3_AF_100_ETP_11_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_100_ETP_12_FITC_zip
## $L3_AF_100_ETP_12_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_12_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_12_FITC_zip$BIC
## [1] NA
##
## $L3_AF_100_ETP_12_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_Med_C_13_FITC_zip
## $L3_AF_Med_C_13_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_13_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_13_FITC_zip$BIC
## [1] NA
##
## $L3_AF_Med_C_13_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_Med_C_14_FITC_zip
## $L3_AF_Med_C_14_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_14_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_14_FITC_zip$BIC
## [1] NA
##
## $L3_AF_Med_C_14_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_DMSo_C_15_FITC_zip
## $L3_AF_DMSo_C_15_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_DMSo_C_15_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSo_C_15_FITC_zip$BIC
## [1] NA
##
## $L3_AF_DMSo_C_15_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_DMSO_C_16_FITC_zip
## $L3_AF_DMSO_C_16_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_C_16_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_C_16_FITC_zip$BIC
## [1] NA
##
## $L3_AF_DMSO_C_16_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_100_ETP_17_FITC_zip
## $L3_AF_100_ETP_17_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_17_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_17_FITC_zip$BIC
## [1] NA
##
## $L3_AF_100_ETP_17_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_100_ETP_18_FITC_zip
## $L3_AF_100_ETP_18_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_18_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_18_FITC_zip$BIC
## [1] NA
##
## $L3_AF_100_ETP_18_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_Med_D_19_FITC_zip
## $L3_AF_Med_D_19_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_19_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_19_FITC_zip$BIC
## [1] NA
##
## $L3_AF_Med_D_19_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_Med_A_1_FITC_zip
## $L3_AF_Med_A_1_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_Med_A_1_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_A_1_FITC_zip$BIC
## [1] NA
##
## $L3_AF_Med_A_1_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_Med_D_20_FITC_zip
## $L3_AF_Med_D_20_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_20_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_20_FITC_zip$BIC
## [1] NA
##
## $L3_AF_Med_D_20_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_DMSo_D_21_FITC_zip
## $L3_AF_DMSo_D_21_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_DMSo_D_21_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSo_D_21_FITC_zip$BIC
## [1] NA
##
## $L3_AF_DMSo_D_21_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_DMSO_D_22_FITC_zip
## $L3_AF_DMSO_D_22_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_D_22_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_D_22_FITC_zip$BIC
## [1] NA
##
## $L3_AF_DMSO_D_22_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_100_ETP_23_FITC_zip
## $L3_AF_100_ETP_23_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_23_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_23_FITC_zip$BIC
## [1] NA
##
## $L3_AF_100_ETP_23_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_100_ETP_24_FITC_zip
## $L3_AF_100_ETP_24_FITC_zip$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_24_FITC_zip$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_24_FITC_zip$BIC
## [1] NA
##
## $L3_AF_100_ETP_24_FITC_zip$model
## [1] "zip"
##
##
## $L3_AF_DMSO_B_10_FITC_nb
## $L3_AF_DMSO_B_10_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_B_10_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_B_10_FITC_nb$BIC
## [1] NA
##
## $L3_AF_DMSO_B_10_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_100_ETP_11_FITC_nb
## $L3_AF_100_ETP_11_FITC_nb$coefficients
## lambda theta
## 2.32000000 0.08621744
##
## $L3_AF_100_ETP_11_FITC_nb$confint
## lower upper
## lambda 1.253128 4.963705
##
## $L3_AF_100_ETP_11_FITC_nb$BIC
## [1] 283.9301
##
## $L3_AF_100_ETP_11_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_100_ETP_12_FITC_nb
## $L3_AF_100_ETP_12_FITC_nb$coefficients
## lambda theta
## 3.215686 42652.988203
##
## $L3_AF_100_ETP_12_FITC_nb$confint
## lower upper
## lambda 2.880101 3.576366
##
## $L3_AF_100_ETP_12_FITC_nb$BIC
## [1] 1013.438
##
## $L3_AF_100_ETP_12_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_Med_C_13_FITC_nb
## $L3_AF_Med_C_13_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_13_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_13_FITC_nb$BIC
## [1] NA
##
## $L3_AF_Med_C_13_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_Med_C_14_FITC_nb
## $L3_AF_Med_C_14_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_14_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_14_FITC_nb$BIC
## [1] NA
##
## $L3_AF_Med_C_14_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_DMSo_C_15_FITC_nb
## $L3_AF_DMSo_C_15_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_DMSo_C_15_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSo_C_15_FITC_nb$BIC
## [1] NA
##
## $L3_AF_DMSo_C_15_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_DMSO_C_16_FITC_nb
## $L3_AF_DMSO_C_16_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_C_16_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_C_16_FITC_nb$BIC
## [1] NA
##
## $L3_AF_DMSO_C_16_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_100_ETP_17_FITC_nb
## $L3_AF_100_ETP_17_FITC_nb$coefficients
## lambda theta
## 5.5714286 0.3442529
##
## $L3_AF_100_ETP_17_FITC_nb$confint
## lower upper
## lambda 4.044737 7.934676
##
## $L3_AF_100_ETP_17_FITC_nb$BIC
## [1] 555.458
##
## $L3_AF_100_ETP_17_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_100_ETP_18_FITC_nb
## $L3_AF_100_ETP_18_FITC_nb$coefficients
## lambda theta
## 4.1300000 0.3921204
##
## $L3_AF_100_ETP_18_FITC_nb$confint
## lower upper
## lambda 3.018285 5.821316
##
## $L3_AF_100_ETP_18_FITC_nb$BIC
## [1] 490.2015
##
## $L3_AF_100_ETP_18_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_Med_D_19_FITC_nb
## $L3_AF_Med_D_19_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_19_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_19_FITC_nb$BIC
## [1] NA
##
## $L3_AF_Med_D_19_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_Med_A_1_FITC_nb
## $L3_AF_Med_A_1_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_Med_A_1_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_A_1_FITC_nb$BIC
## [1] NA
##
## $L3_AF_Med_A_1_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_Med_D_20_FITC_nb
## $L3_AF_Med_D_20_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_20_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_20_FITC_nb$BIC
## [1] NA
##
## $L3_AF_Med_D_20_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_DMSo_D_21_FITC_nb
## $L3_AF_DMSo_D_21_FITC_nb$coefficients
## lambda theta
## 3.921569e-02 3.132226e+03
##
## $L3_AF_DMSo_D_21_FITC_nb$confint
## lower upper
## lambda 0.01217194 0.09107713
##
## $L3_AF_DMSo_D_21_FITC_nb$BIC
## [1] 49.5117
##
## $L3_AF_DMSo_D_21_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_DMSO_D_22_FITC_nb
## $L3_AF_DMSO_D_22_FITC_nb$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_D_22_FITC_nb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_D_22_FITC_nb$BIC
## [1] NA
##
## $L3_AF_DMSO_D_22_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_100_ETP_23_FITC_nb
## $L3_AF_100_ETP_23_FITC_nb$coefficients
## lambda theta
## 3.2524272 0.2332405
##
## $L3_AF_100_ETP_23_FITC_nb$confint
## lower upper
## lambda 2.199997 5.0534
##
## $L3_AF_100_ETP_23_FITC_nb$BIC
## [1] 426.6125
##
## $L3_AF_100_ETP_23_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_100_ETP_24_FITC_nb
## $L3_AF_100_ETP_24_FITC_nb$coefficients
## lambda theta
## 4.1226415 0.2386911
##
## $L3_AF_100_ETP_24_FITC_nb$confint
## lower upper
## lambda 2.823521 6.314809
##
## $L3_AF_100_ETP_24_FITC_nb$BIC
## [1] 481.1145
##
## $L3_AF_100_ETP_24_FITC_nb$model
## [1] "nb"
##
##
## $L3_AF_DMSO_B_10_FITC_zinb
## $L3_AF_DMSO_B_10_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_B_10_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_B_10_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_DMSO_B_10_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_100_ETP_11_FITC_zinb
## $L3_AF_100_ETP_11_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_11_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_11_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_100_ETP_11_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_100_ETP_12_FITC_zinb
## $L3_AF_100_ETP_12_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_12_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_12_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_100_ETP_12_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_Med_C_13_FITC_zinb
## $L3_AF_Med_C_13_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_13_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_13_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_Med_C_13_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_Med_C_14_FITC_zinb
## $L3_AF_Med_C_14_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_Med_C_14_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_C_14_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_Med_C_14_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_DMSo_C_15_FITC_zinb
## $L3_AF_DMSo_C_15_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_DMSo_C_15_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSo_C_15_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_DMSo_C_15_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_DMSO_C_16_FITC_zinb
## $L3_AF_DMSO_C_16_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_C_16_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_C_16_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_DMSO_C_16_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_100_ETP_17_FITC_zinb
## $L3_AF_100_ETP_17_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_17_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_17_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_100_ETP_17_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_100_ETP_18_FITC_zinb
## $L3_AF_100_ETP_18_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_18_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_18_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_100_ETP_18_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_Med_D_19_FITC_zinb
## $L3_AF_Med_D_19_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_19_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_19_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_Med_D_19_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_Med_A_1_FITC_zinb
## $L3_AF_Med_A_1_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_Med_A_1_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_A_1_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_Med_A_1_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_Med_D_20_FITC_zinb
## $L3_AF_Med_D_20_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_Med_D_20_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_Med_D_20_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_Med_D_20_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_DMSo_D_21_FITC_zinb
## $L3_AF_DMSo_D_21_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_DMSo_D_21_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSo_D_21_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_DMSo_D_21_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_DMSO_D_22_FITC_zinb
## $L3_AF_DMSO_D_22_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_DMSO_D_22_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_DMSO_D_22_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_DMSO_D_22_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_100_ETP_23_FITC_zinb
## $L3_AF_100_ETP_23_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_23_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_23_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_100_ETP_23_FITC_zinb$model
## [1] "zinb"
##
##
## $L3_AF_100_ETP_24_FITC_zinb
## $L3_AF_100_ETP_24_FITC_zinb$coefficients
## lambda
## NA
##
## $L3_AF_100_ETP_24_FITC_zinb$confint
## lower upper
## lambda NA NA
##
## $L3_AF_100_ETP_24_FITC_zinb$BIC
## [1] NA
##
## $L3_AF_100_ETP_24_FITC_zinb$model
## [1] "zinb"Reddig, Annika, Claudia E. Rübe, Stefan Rödiger, Peter Schierack, Dirk Reinhold, and Dirk Roggenbuck. 2018. “DNA Damage Assessment and Potential Applications in Laboratory Diagnostics and Precision Medicine.” Journal of Laboratory and Precision Medicine 3 (4). http://jlpm.amegroups.com/article/view/4305.
Rödiger, Stefan, Marius Liefold, Madeleine Ruhe, Mark Reinwald, Eberhard Beck, and P. Markus Deckert. 2018. “Quantification of DNA Double-Strand Breaks in Peripheral Blood Mononuclear Cells from Healthy Donors Exposed to Bendamustine by an Automated γH2AX Assay—an Exploratory Study.” Journal of Laboratory and Precision Medicine 3 (5). http://jlpm.amegroups.com/article/view/4370.
Rödiger, Stefan, Peter Schierack, Alexander Böhm, Jörg Nitschke, Ingo Berger, Ulrike Frömmel, Carsten Schmidt, et al. 2013. “A Highly Versatile Microscope Imaging Technology Platform for the Multiplex Real-Time Detection of Biomolecules and Autoimmune Antibodies.” Advances in Biochemical Engineering/Biotechnology 133: 35–74. doi:10.1007/10_2011_132.
Willitzki, Annika, Rico Hiemann, Vanessa Peters, Ulrich Sack, Peter Schierack, Stefan Rödiger, Ursula Anderer, et al. 2012. “New Platform Technology for Comprehensive Serological Diagnostics of Autoimmune Diseases.” Clinical & Developmental Immunology 2012: 284740. doi:10.1155/2012/284740.