| Literature DB >> 35643529 |
Lillibeth Chaverra-Muñoz1,2, Theresa Briem1, Stephan Hüttel3,4.
Abstract
BACKGROUND: The fungal sesquiterpenes Illudin M and S are important base molecules for the development of new anticancer agents due to their strong activity against some resistant tumor cell lines. Due to nonspecific toxicity of the natural compounds, improvement of the pharmacophore is required. A semisynthetic derivative of illudin S (Irofulven) entered phase II clinical trials for the treatment of castration-resistant metastatic prostate cancer. Several semisynthetic illudin M derivatives showed increased in vitro selectivity and improved therapeutic index against certain tumor cell lines, encouraging further investigation. This requires a sustainable supply of the natural compound, which is produced by Basidiomycota of the genus Omphalotus. We aimed to develop a robust biotechnological process to deliver illudin M in quantities sufficient to support medicinal chemistry studies and future preclinical and clinical development. In this study, we report the initial steps towards this goal.Entities:
Keywords: Acetate; Anti-cancer agents; Basidiomycota; Bioprocess optimization; Fed-batch; Fungal secondary metabolites; Irofulven; Medium development; Natural products; Shake-flask; Small-scale
Mesh:
Substances:
Year: 2022 PMID: 35643529 PMCID: PMC9148526 DOI: 10.1186/s12934-022-01827-z
Source DB: PubMed Journal: Microb Cell Fact ISSN: 1475-2859 Impact factor: 6.352
Fig. 1Illudin M kinetics from cultures of O. nidiformis cultivated in different media. Single cultures were prepared according to method SP1 using ten different complex media. Illudin M titers were derived from cell free culture supernatant
Highest product titers during media screening
| Culture medium | Illudin M (mg L−1) |
|---|---|
| Rb2 | 40 |
| SYM | 15 |
| GDYP | Not detected |
| HLX | Not detected |
| MGP | 4 |
| Q6 ½ | 4 |
| STP | 1 |
| CYS80 | Not detected |
| YM 6.3 | 2 |
| ZM ½ | 1 |
Highest product titers during strain screening
| Producer strain | aIlludin M (mg L−1) |
|---|---|
| 71 | |
| 10 | |
| 24 | |
| 18 | |
| 10 | |
| 16 | |
| 18 |
aTiters are an average of the highest titers of the duplicates
Fig. 2Product and substrate kinetics of Omphalotus nidiformis cultivated in Rb2 medium. Illudin M titers (blue) and glucose (red) concentration over the cultivation time. The experiment was carried out in duplicates. Illudin M titers were derived from cell free culture supernatant
Fig. 3Variability of illudin M concentrations between different experiments with O. nidiformis cultivated in Rb2 medium according to method SP1. a Highest illudin M concentration of three independent experiments which were carried out in duplicates. Highest titers were achieved at different cultivation times (288 h; 480 h and 552 h). Experiment 2 showed a higher variance in illudin M titer than the other two experiments. b shows the kinetics for illudin M and glucose of Exp 1 (Red) and Exp 3 (blue). Illudin M titers were derived from cell free culture supernatant
Fig. 4Illudin M and glucose kinetics from cultures of O. nidiformis prepared with two different inoculation procedures. All runs were performed as a single experiment. a Illudin M and b glucose concentrations of experiment 1 prepared according method SP1 (non-homogenized seed culture); c illudin M and d glucose concentrations of experiment 2 prepared according to method SP2 (homogenized seed culture). Both experiments were performed simultaneously. Inoculation was performed with an inoculation volume of: 1% (black), 5% (red) and 10% (blue). All cultures were prepared with medium G20/C5. Illudin M titers were derived from cell free culture supernatant
Fig. 5Pellet morphology after 144 h in cultures of O. nidiformis cultivated in G20/C5 medium. The upper row shows pellet appearance and size from main cultures prepared according to method SP1 inoculated at 10%. Lower row shows pellet appearance and size from main cultures prepared according method SP2 inoculated at 1%
Fig. 6Influence of inoculum size on maximum product titers. The bars indicate the highest concentrations of illudin M measured after 144 h in duplicated cultures of O. nidiformis inoculated with different amounts of biomass. Cultures were prepared according to method SP3. Illudin M titers were derived from cell free culture supernatant
Fig. 7Variability of illudin M concentrations between different experiments with O. nidiformis cultivated in G12/C6 medium prepared according to method SP3. a Titers and variance of highest illudin M concentration of three independent experiments (five replicates each, error bars indicate ± 1 standard deviation from the mean). b shows the typical kinetics for product (blue) and substrate (red) of an experiment carried out in duplicates. Illudin M titers were derived from cell free culture supernatant
ANOVA of three independent experiments with medium G12/C6
| df | SS | MS | F value | Pr> F | |
|---|---|---|---|---|---|
| Run | 2 | 137.6 | 68.82 | 0.287 | 0.756 |
| Residuals | 12 | 2879.2 | 239.94 |
df degree of freedom, SS sum square, MS mean square, Pr> F probability value
Combined statistical analysis of different stages during medium development
| N total | Mean | SD | CV | |
|---|---|---|---|---|
| SP1 | 6 | 169 | 85 | 0.50 |
| SP2a | 5 | 263 | 18 | 0.07 |
| SP3 | 15 | 337 | 34 | 0.10 |
| SP4 | 12 | 408 | 21 | 0.05 |
| Final process | 12 | 990 | 38 | 0.04 |
N number of samples, SD standard deviation, CV coefficient of variation
Factors influencing illudin M formation and their levels
| Factor | Symbol | Level | ||||
|---|---|---|---|---|---|---|
| − 1.0 | − 0.5 | 0 | 0.5 | 1.0 | ||
| Corn steep solids (g L−1) | x1 | 3 | Na | 6 | Na | 9.0 |
| Glucose monohydrate (g L−1) | x2 | 6 | 9 | 12 | 15 | 18.0 |
Na not applicable
Experimental design matrix describing illudin M production in response to medium components
| Trial | Factor 1 (CSS g L−1) | Factor 2 (glucose g L−1) | Response | |||
|---|---|---|---|---|---|---|
| illudin M (mg L−1) | ||||||
| Actual | Coded | Actual | Coded | Actual | Predicted | |
| 1 | 3 | − 1 | 9 | − 0.5 | 183 | 185 |
| 2 | 3 | − 1 | 12 | 0 | 207 | 204 |
| 3 | 3 | − 1 | 15 | 0.5 | 192 | 193 |
| 4 | 6 | 0 | 6 | − 1 | 265 | 266 |
| 5 | 6 | 0 | 9 | − 0.5 | 318 | 322 |
| 6 | 6 | 0 | 12 | 0 | 365 | 349 |
| 7 | 6 | 0 | 15 | 0.5 | 333 | 345 |
| 8 | 6 | 0 | 18 | 1 | 315 | 312 |
| 9 | 9 | 1 | 9 | − 0.5 | 272 | 264 |
| 10 | 9 | 1 | 12 | 0 | 283 | 298 |
| 11 | 9 | 1 | 15 | 0.5 | 310 | 302 |
The cultures were prepared according to method SP4. The highest titer was measured at the central point of the experimental space G12/C6
Analysis of variance (ANOVA) for illudin M production in response to medium components
| df | SS | MS | F value | Pr > F | |
|---|---|---|---|---|---|
| FO | 2 | 15,110.1 | 7555.1 | 46.9401 | 0.0005750 |
| TWI | 1 | 233.3 | 233.3 | 1.4497 | 0.2824656 |
| PQ | 2 | 19,992.2 | 9996.1 | 62.1064 | 0.0002946 |
| Lack of fit | 5 | 804.8 | 161.0 |
df degree of freedom, SS sum square, MS mean square, Pr> F probability value
Fig. 8Contour plot derived from experimental data illustrating the influence of different concentrations of glucose and corn steep solids on illudin M titers at 144 h. Background colors from blue to yellow indicate increasing illudin M titers, underlined by grey contour lines derived from the second order model build in R with the rsm package. Model summary: Multiple R2: 0.9777; Adjusted R2: 0.955; F-statistic: 43.91 on 5 and 5 DF; p-value: 3.92e-04. The rsm package calculated a stationary point (maximum) at Glucose 13.36 g L−1 and corn steep solids at 6.77 g L−1 highlighted with the red dot. Blue dots indicate the nutrient composition of the experiments. Cultures were prepared with O. nidiformis according to method SP4
Fig. 9Variability of illudin M concentrations between different experiments with O. nidiformis cultivated in G13.5/C7 medium prepared according to method SP4. a Titers and variance of highest illudin M concentration of three independent experiments (four replicates each, error bars indicate ± 1 standard deviation from the mean). b shows the typical kinetics for product (blue) and substrate (red) of one of these experiments. Illudin M titers were derived from cell free culture supernatant
ANOVA of three independent experiments with medium G13.5/C7
| df | SS | MS | F value | Pr> F | |
|---|---|---|---|---|---|
| Run | 2 | 464 | 232.1 | 0.488 | 0.629 |
| Residuals | 9 | 4284 | 476.0 |
df degree of freedom, SS sum square, MS mean square, Pr> F probability value
Fig. 10Cultures of O. nidiformis cultivated in G13.5/C7 medium after acetate feed at different time points. Cultures were fed at the indicated time to reach a final concentration of 8 g L−1 acetate (CH3CO2K). The picture taken at 168 h of cultivation time illustrates the influence of the feeding time on biomass growth
Fig. 11Comparison of cultivation kinetics of cultures of O. nidiformis with and without feed of acetate (CH3CO2K). a Substrates, pH and product kinetics of standard batch cultivations without feed b Substrates, pH and product kinetics of cultures fed with acetate to reach a concentration of 8 g L−1 at 96. The curves are colored according to the labels of each axis. All experiments were conducted in G13.5/C7 medium. Cultures were prepared according to method SP4. Illudin M titers were derived from cell free culture supernatant
Fig. 12Product titers of cultures of O. nidiformis fed with two diferent acetate sources (CH3CO2K; CH3CO2Na) and kinectics of cultivation wit best illudin M production. a Barplot of the highest titers measured in the different cultures: bars in blue represent cultures fed with CH3CO2K: dark blue bars 8 g L−1 at 96 h and dotted light blue two times feed of 4 g L−1 (96 h and 168 h). Bars in gray represent cultures fed with CH3CO2Na: dark gray 8 g L−1 at 96 h and dotted ligh gray two times feed of 4 g L−1 (96 h and 168 h). All cultures were additionally fed with glucose (total addition 6 g L−1). b Substrates, illudin M and pH kinetics of the cultures with highest titer; CH3CO2K 8 g L−1 was fed at 96 h and glucose 6 g L−1 was fed at 120 h. The curves are colored according to the labels of each axis. All cultures were prepared using G13.5/C7 medium according to method SP4. Illudin M titers were derived from cell free culture supernatant
Fig. 13Variability of illudin M concentrations between different experiments with O. nidiformis cultivated in G13.5/C7 medium prepared according to method SP4. a Barplot of titers and variance of highest illudin M concentration at 192 h of three independent experiments (four replicates each, error bars indicate ± 1 standard deviation from the mean). A single feed of CH3CO2K (8 g L−1) was performed at 96 h combined with a single feed of glucose (total addition 6 g L−1) at 120 h, b shows the typical substrates, pH and product kinetics of one of these experiments. Curves are colored according to the color of the labels of each axis. To estimate the volumetric productivity, the titer measured in the cell free supernatant should be reduced by ~ 6% that is the maximal volume of biomass measured at harvest in these experiments
ANOVA of three independent experiments with medium G13.5/C7 plus feed
| df | Sum Sq | Mean Sq | F value | Pr> F | |
|---|---|---|---|---|---|
| Run | 2 | 3042 | 1521 | 1.068 | 0.383 |
| Residuals | 9 | 12,812 | 1424 |
df degree of freedom, SS sum square, MS mean square, Pr> F probability value
Fig. 14Box plots illustrating illudin M titers and experimental variation achieved with standard experiments conducted at different stages of this development campaign. SP1, SP2, SP3 and SP4 are four different methods for seed preparation. The final process was prepared using method SP4. SP2 (marked in red) was adapted after one experiment and further developed to SP3 and therefore independent experiments were not conducted and the variance illustrated is not directly comparable to the other datasets shown. The reduced variance at later stages is a result of the improved seed preparation. Higher titers achieved in later experimental stages are the results of changes in media composition (SP1 = Rb2, SP2 and SP3 = G12/C6, SP4 = G13.5/C7 and Final process = G13.5/C7 plus feed)
Standard culture media and supplements
| Culture medium | Components and concentrations (g L−1) |
|---|---|
| YM 6.3 | Malt extract (10), Glucose (4), Yeast extract (4), pH 6.3 |
| Q6 ½ | Glucose (2.5), Glycerol (10), Cotton seed flour (5), pH 7.2 |
| Rb2 | Glucose monohydrate (40), Corn Steep Solids (5), NaNO3 (3), KH2PO4 (1), KCl (0.5), MgSO4.7H2O (0.5), FeSO4.7H2O (0.01), sucrose (40) |
| GDYP | Dextrin (40), Glucose (10), Yeast extract (4), Soy peptone (2), KH2PO4 (2), FeCl3.6H2O (2), MgSO4 .7H2O (0.5) |
| SYM | Sucrose (10), Yeast extract (5), Malt Extract (30), pH 6.3 |
| ZM ½ | Molasses (5), Oat flour (5), Sucrose (4), Mannitol (4), Glucose (1.5), CaCO3 (1.5), Lactalbumin hydrolysate (0.5), (NH4)2SO4 (0.5), pH 7.2 |
| MGP | Glucose (10), Maltose (20), Soy peptone (2), Yeast extract (1), KH2PO4 (1) MgSO4.7H2O (0.5), FeCl3 10 mM (1 mL), ZnSO4 11 mM (1 mL), CaCl2 0.1 M (1 mL) |
| HLX | Sucrose (30), Casamino acids (10), K2HPO4 (1), Yeast extract (1), MgSO4.7H2O (0.5), KCL (0.5), FeSO4.7H2O (0.01) |
| CYS 80 | Sucrose (80), Corn flour (50), Yeast extract (1) |
| STP | Sucrose (7), Tomato paste (10), Malt extract (5), (NH4)2SO4 (1), Soy flour (1), KH2PO4 (9) |
| G20/C5 | Glucose monohydrate (20), Corn Steep Solids (5), Czapek-Dox Broth modified (35 mL) |
| G12/C6 | Glucose monohydrate (12), Corn Steep Solids (6), Czapek-Dox Broth modified (35 mL) |
| G13.5/C7 | Glucose monohydrate (13.5), Corn Steep Solids (7), Czapek-Dox Broth modified (35 mL) |
| Czapek-Dox broth modified | NaNO3 (1), KH2PO4 (1), MgSO4.7H2O (0.5), KCl (0.5), FeSO4.7H2O (0.01) |
Feed solutions
| Feeding stock (g L−1) | Components and concentrations (g L−1) |
|---|---|
| Glucose (360) | Glucose monohydrate (396) |
| Acetate (600) | Potassium acetate (980) |
List of screened strains
| Code | Taxon name | Origin |
|---|---|---|
| DSM23613 | Australia | |
| CBS102283 | Netherlands | |
| CBS 488.95 | Austria | |
| CBS660.85 | USA | |
| CBS446.69 | Japan | |
| CBS101447 | Mexico | |
| CBS101446 | Guatemala |