Ramya Ganiga Prabhakar’s research while affiliated with Rice University and other places

What is this page?


This page lists works of an author who doesn't have a ResearchGate profile or hasn't added the works to their profile yet. It is automatically generated from public (personal) data to further our legitimate goal of comprehensive and accurate scientific recordkeeping. If you are this author and want this page removed, please let us know.

Publications (2)


Construction and validation of S. venezuelae gMHT. (A) Plasmid map of the φC31-based integration vector for Streptomyces spp. The RFP ORF of the original construct was replaced by the MHT ORF (red). (B) MeBr production of S. venezuelae gMHT was detected by GC-MS, indicated by the pink peak at 1 m 11 s. Lines of different colors represent various detection channels of the GC-MS instrument. The MeBr gas is detected by the channel represented by the pink color, and the peak is pointed by a red arrow in the figure. (C) Compared to wild-type S. venezuelae (WT), integration of reporter cassettes by the φC31 system did not lead to a significant metabolic burden for S. venezuelae gRFP and gMHT strains when spectinomycin was absent (solid lines). When spectinomycin was present (dashed lines), the growth of wild-type S. venezuelae was strongly inhibited, whereas the growth of the two reporter strains was only slightly affected. WT (blue curves), RFP (red curves), and MHT (green curves) denote measurements of S. venezuelae WT, gRFP, and gMHT strains, respectively. Spec+/Spec- denote spectinomycin was present/absent, respectively. (D) Fitting the growth curves by a logistic model showed that the integration of reporter cassettes did not significantly alter doubling when spectinomycin was absent (solid bars) compared to the wild-type S. venezuelae. Spec+ and Spec- denote the presence and absence of spectinomycin, respectively.
Characterization of MeBr production in liquid suspension. (A) Time course measurements indicated that MeBr production of S. venezuelae gMHT was linear over time within 24 h in liquid suspension for all three initial bacterial densities tested: high (OD 0.5, r² = 0.9737), medium (OD 0.05, r² = 0.9600), and low (OD 0.005, r² = 0.9748). (B) The signal-to-noise (S/N) ratios of MeBr production (dotted lines) from S. venezuelae gMHT were 100- to 1,000-fold higher than measurements derived from optical signals (OD and RFP fluorescence) from S. venezuelae gRFP incubated in either cryogenic tubes (dashed lines) or 96-well microplates (solid lines) for all three initial bacterial densities tested: high (OD 0.5), medium (OD 0.05), and low (OD 0.005). (C) Measurements of MeBr production for six serially diluted groups ranging from OD 0.03125 (CFU 6.25 × 10⁶ mL⁻¹) to OD 1 (CFU 2 × 10⁸ mL⁻¹) showed that MeBr production followed good linear correlations with initial bacterial density at the 4 h (blue line, r² = 0.9975) and 8 h (green line, r² = 0.9917) time points.
Encapsulation and growth characterization of Streptomyces in emulsion microdroplets. (A) Monodispersed emulsion microdroplets can be generated using a single device by adjusting the ratio between oil (O) and aqueous (A) phase flow rates (μL/min). The aqueous flow rate was fixed at 50 µL/min (A50), whereas the flow rates ranging from 40 µL/min (O40) to 100 µL/min (O100) were tested for the oil phase. (B) Diameters of microdroplets generated with various flow rate combinations were estimated from 20 individual microdroplets using ImageJ. Microdroplet size decreased as the oil-phase flow rate increased, and mono-dispersed microdroplets with diameters ranging from 86.4 ± 1.9 µm (O100-A50) to 137.4 ± 4.0 µm (O40–A50) were stably generated. (C) A complete life cycle of S. venezuelae, including vegetation growth, sporulation, and pellet fragmentation, was observed in emulsion microdroplets. The generation of mono-dispersed microdroplets and a uniform presence of mycelium fragments were confirmed immediately after encapsulation (0 h). Initial mycelium growth was observed in some microdroplets at 12 h post-encapsulation, and at 24 h post-encapsulation, extensive mycelium growth could be observed in most microdroplets. Starting from 36 until 72 h post-encapsulation, sporulation, and mycelium fragmentation were observed. The white arrows in the enlarged image on the right indicate fragmented mycelia and sporulation at the tip of such mycelia. Bright field channel images of S. venezuelae gMHT and gRFP are shown in the first and second row (BF), respectively, whereas RFP channel images of S. venezuelae gRFP are shown in the third row (RFP). Microdroplets shown in this panel were representative of each growth stage and were selected from representative fields at each time point. The images for the whole fields are available in the supplementary material (Fig. S3). Scale bars are at the bottom right corner of each image and denote 100 µm.
Characterization of MeBr production in emulsion microdroplets. (A) MeBr production was measured with substrate (NaBr) concentrations ranging from 50 to 200 mM for S. venezuelae gMHT encapsulated in microdroplets. A significant (P < 0.05) reduction in MeBr production was observed when NaBr concentration was raised to 200 mM, with no significant differences for NaBr concentrations between 50 and 150 mM. (B) MeBr production was measured when microdroplets ranging from 100 μL to 900 µL in volume were loaded into GC-MS vials. A significant (P < 0.05) improvement in MeBr production was observed when 100 µL samples were loaded. No significant differences were observed when the loading volume was more than 300 µL. (C) MeBr production was measured in microdroplets of three different sizes: large (O40-A50, ϕ ≈ 137 µm), medium (O50-A50, ϕ ≈ 110 µm), and small (O100-A50, ϕ ≈ 86 µm). MeBr production was slightly improved (P < 0.05) in microdroplets with the smallest size (ϕ ≈ 86 µm). No significant difference in MeBr production was observed between microdroplets with medium (ϕ ≈ 110 µm) and large (ϕ ≈ 137 µm) diameters. (D) Time course measurements indicated that MeBr production of S. venezuelae gMHT encapsulated in microdroplets was nonlinear over 24 h. MeBr production of the high initial bacterial density group (OD 0.5) increased rapidly before 8 h and plateaued. MeBr production of lower initial bacterial density groups (OD 0.05 and 0.005) kept increasing within 24 h. Notably, similar MeBr production was observed for all three groups at the 24 h time point. (E) MeBr production (AUC) followed an exponential increase pattern (AUC = y0ekt) over time (T) within 8 h in microdroplets for all three initial bacterial densities tested: high (OD 0.5, r² = 0.9921), medium (OD 0.05, r² = 0.9923), and low (OD 0.005, r² = 0.8814). (F) MeBr production (AUC) and bacterial density (D) followed a semi-log correlation (AUC = ln(d) +b) at the 4 h time point (r² = 0.9596). No clear correlations were observed at 8 and 24 h time points presumably due to bacterial overgrowth.
Negative cooperativity interactions between T4-11 and S. venezuelae gMHT in the microdroplet environment. (A) No significant difference in MeBr production was observed between the positive control (no T4-11, black line) and the T4-11 low group (blue line). A dose-dependent reduction in MeBr production was observed for the T4-11 medium (green) and high (red) groups at the 8 and 16 h time points. (B) A dose-dependent reduction in MeBr production was observed at the 8 and 16 h time points, for the T4-11 low (left), medium (middle), and high (right) groups. Fold changes were calculated based on the MeBr production of the positive control (no T4-11) group. (C) A dose-dependent reduction in the final (24 h time point) CFUs of S. venezuelae gMHT was observed for the T4-11 low (left), medium (middle), and high (right) groups. Fold changes were calculated based on the MeBr production of the positive control (no T4-11) group.
Methyl halide transferase-based gas reporters for quantification of filamentous bacteria in microdroplet emulsions
  • Article
  • Full-text available

September 2023

·

32 Reads

·

Sarah J. Kong

·

·

[...]

·

Yousif Shamoo

The application of microfluidic techniques in experimental and environmental studies is a rapidly emerging field. Water-in-oil microdroplets can serve readily as controllable micro-vessels for studies that require spatial structure. In many applications, it is useful to monitor cell growth without breaking or disrupting the microdroplets. To this end, optical reporters based on color, fluorescence, or luminescence have been developed. However, optical reporters suffer from limitations when used in microdroplets such as inaccurate readings due to strong background interference or limited sensitivity during early growth stages. In addition, optical detection is typically not amenable to filamentous or biofilm-producing organisms that have significant nonlinear changes in opacity and light scattering during growth. To overcome such limitations, we show that volatile methyl halide gases produced by reporter cells expressing a methyl halide transferase (MHT) can serve as an alternative nonoptical detection approach suitable for microdroplets. In this study, an MHT-labeled Streptomyces venezuelae reporter strain was constructed and characterized. Protocols were established for the encapsulation and incubation of S. venezuelae in microdroplets. We observed the complete life cycle for S. venezuelae including the vegetative expansion of mycelia, mycelial fragmentation, and late-stage sporulation. Methyl bromide (MeBr) production was detected by gas chromatography-mass spectrometry (GC-MS) from S. venezuelae gas reporters incubated in either liquid suspension or microdroplets and used to quantitatively estimate bacterial density. Overall, using MeBr production as a means of quantifying bacterial growth provided a 100- to 1,000-fold increase in sensitivity over optical or fluorescence measurements of a comparable reporter strain expressing fluorescent proteins. IMPORTANCE Quantitative measurement of bacterial growth in microdroplets in situ is desirable but challenging. Current optical reporter systems suffer from limitations when applied to filamentous or biofilm-producing organisms. In this study, we demonstrate that volatile methyl halide gas production can serve as a quantitative nonoptical growth assay for filamentous bacteria encapsulated in microdroplets. We constructed an S. venezuelae gas reporter strain and observed a complete life cycle for encapsulated S. venezuelae in microdroplets, establishing microdroplets as an alternative growth environment for Streptomyces spp. that can provide spatial structure. We detected MeBr production from both liquid suspension and microdroplets with a 100- to 1,000-fold increase in signal-to-noise ratio compared to optical assays. Importantly, we could reliably detect bacteria with densities down to 10 ⁶ CFU/mL. The combination of quantitative gas reporting and microdroplet systems provides a valuable approach to studying fastidious organisms that require spatial structure such as those found typically in soils.

Download

Indirect Enrichment of Desirable, but Less Fit Phenotypes, from a Synthetic Microbial Community Using Microdroplet Confinement

March 2023

·

10 Reads

·

4 Citations

ACS Synthetic Biology

Spatial structure within microbial communities can provide nearly limitless opportunities for social interactions and are an important driver for evolution. As metabolites are often molecular signals, metabolite diffusion within microbial communities can affect the composition and dynamics of the community in a manner that can be challenging to deconstruct. We used encapsulation of a synthetic microbial community within microdroplets to investigate the effects of spatial structure and metabolite diffusion on population dynamics and to examine the effects of cheating by one member of the community. The synthetic community was composed of three strains: a "Producer" that makes the diffusible quorum sensing molecule (N-(3-oxododecanoyl)-l-homoserine lactone, C12-oxo-HSL) or AHL; a "Receiver" that is killed by AHL; and a Non-Producer or "cheater" that benefits from the extinction of the Receivers, but without the costs associated with the AHL synthesis. We demonstrate that despite rapid diffusion of AHL between microdroplets, the spatial structure imposed by the microdroplets allows a more efficient but transient enrichment of more rare and slower-growing Producer subpopulations. Eventually, the Non-Producer population drove the Producers to extinction. By including fluorescence-activated microdroplet sorting and providing sustained competition by the Receiver strain, we demonstrate a strategy for indirect enrichment of a rare and unlabeled Producer. The ability to screen and enrich metabolite Producers from a much larger population under conditions of rapid diffusion provides an important framework for the development of applications in synthetic ecology and biotechnology.

Citations (1)


... Various models have been developed to 760 understand the complex dynamics of microbial communities and 761 their emerging behaviors at the ecological level. Let us rely on 762 Lotka-Volterra models to account for the interspecies interactions 763 arising from competition in engineered consortia [70,91,97] and to 764 describe the qualitative behavior of our synthetic ecosystem under 765 study. We propose the following closed-loop dynamic model ...

Reference:

Multi-Layer Autocatalytic Feedback Enables Integral Control Amidst Resource Competition and Across Scales
Indirect Enrichment of Desirable, but Less Fit Phenotypes, from a Synthetic Microbial Community Using Microdroplet Confinement
  • Citing Article
  • March 2023

ACS Synthetic Biology