Augustus (Gus) Pendleton's Avatar

Augustus (Gus) Pendleton

@augustuspendle1.bsky.social

Microbes ๐Ÿค Lakes ๐Ÿค Computers. Schmidt Lab @ Cornell. ๐Ÿณ๏ธโ€๐ŸŒˆScientist, ๐Ÿ‡ฎ๐Ÿ‡ชFulbright, NOAA Davidson Fellow. Code-obsessed cat owner who likes to be outside. https://gus-pendleton.github.io/

502 Followers  |  1,045 Following  |  74 Posts  |  Joined: 07.09.2023
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Posts by Augustus (Gus) Pendleton (@augustuspendle1.bsky.social)

Iโ€˜m sure thereโ€˜s a #rstats or #stats person who can tell me why I would want to apply canonical correlation analysis (CCA)?

26.02.2026 17:51 โ€” ๐Ÿ‘ 9    ๐Ÿ” 5    ๐Ÿ’ฌ 5    ๐Ÿ“Œ 2
Augustus Pendleton

I finally spent some time sprucing up my personal website. Feel free to see what I've been up to!
gus-pendleton.github.io

24.02.2026 20:08 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
A Shapiro-Wilk test of the response variable concludes very significant deviation of Normality. But residuals of linear model consistent with Normal distribution.

A Shapiro-Wilk test of the response variable concludes very significant deviation of Normality. But residuals of linear model consistent with Normal distribution.

Visual check of the linear model with DHARMa

Visual check of the linear model with DHARMa

Periodic reminder that we should avoid testing the Normality of the response variable.

For a linear model, what matters is the Normality of residuals (and not that much). Visual checks better than test. #statistics

18.02.2026 11:51 โ€” ๐Ÿ‘ 93    ๐Ÿ” 25    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 2

Where I ended up instead is binarizing the two variables and testing the probability of them both "peaking" together against a set of permuted datasets

13.02.2026 21:04 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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I stumbled into defining a variable ("Active" vs. "Inactive") defined by high X OR high Y, and we get a beautiful example of anticorrelation in the "active" group. Of course, even in random data like above, you get great anticorrelation when you "cut the corner" like this (glad I checked!)

13.02.2026 21:04 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Yup - self-imposed! The real data (above is a simulation) is characterized by mostly low levels of both variables, with periods of "peaky" highs. Those peaks look anti-correlated, but the two variable have an overall positive correlation! ...

13.02.2026 21:04 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Learned a very painful statistics lesson today (after investing a whole day of analysis)

13.02.2026 20:00 โ€” ๐Ÿ‘ 4    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

I am seeking a postdoc to join my group at UCLA -- ideally the candidate would have some experience in either population genetics or microbes/microbiome (computational background needed). We have a range of projects and are happy to tailer to your interests. Please dm/email me if interested.

12.02.2026 19:18 โ€” ๐Ÿ‘ 53    ๐Ÿ” 95    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Survived the 50km Winona Tourathon last Saturday, all in sub-zero temps! Skied an hour longer than planned but super happy with my 5th-place finish.

09.02.2026 15:55 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Prevalence and mechanisms of high-level carbapenem antibiotic tolerance in clinical isolates of Klebsiella pneumoniae Author summary Bacteria can survive exposure to antibiotics by constantly repairing cellular damage induced by the drug. This โ€œantibiotic toleranceโ€ enables diverse bacteria to survive long enough to ...

First paper of my PhD @doerrlab.bsky.social is up! We characterized meropenem tolerance in Enterobacterales species, and then further dissected tolerance mechanisms in Klebsiella pneumoniae. journals.plos.org/plospathogen...

03.02.2026 18:07 โ€” ๐Ÿ‘ 35    ๐Ÿ” 17    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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How AI assistance impacts the formation of coding skills Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.

โ€œWe found that using AI assistance led to a statistically significant decrease in mastery.โ€

Props to Anthropic for studying the effects of their creation and reporting results that are not probably what they wished for
www.anthropic.com/research/AI-...

31.01.2026 03:50 โ€” ๐Ÿ‘ 510    ๐Ÿ” 184    ๐Ÿ’ฌ 14    ๐Ÿ“Œ 37
Intro to Bedder โ€“ The Quinlan Lab

We are thrilled to announce the first official release (v0.1.8) of #๐—ฏ๐—ฒ๐—ฑ๐—ฑ๐—ฒ๐—ฟ, the successor to one of our flagship tool, #๐—ฏ๐—ฒ๐—ฑ๐˜๐—ผ๐—ผ๐—น๐˜€! Based on ideas we conceived of long ago (!), this was achieved thanks to the dedication of Brent Pedersen.

1/n

02.12.2025 02:28 โ€” ๐Ÿ‘ 298    ๐Ÿ” 152    ๐Ÿ’ฌ 5    ๐Ÿ“Œ 11
PhD student bioinformatics: Viral strategies in the global Microverse

We have an open position for a bioinformatics/theoretical microbial ecology PhD student to study viral strategies in the global Microverse! Join us at the @microverse.bsky.social at @uni-jena.de, please apply through this link:
jobs.uni-jena.de/jobposting/9...

29.01.2026 12:08 โ€” ๐Ÿ‘ 20    ๐Ÿ” 30    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
Network diagram showing correlations between cyanobacterial taxa. Microcystis forms a cluster, Pseudanabaena and Dolichospermum form a cluster, and Cyanobium forms a cluster.

Network diagram showing correlations between cyanobacterial taxa. Microcystis forms a cluster, Pseudanabaena and Dolichospermum form a cluster, and Cyanobium forms a cluster.

Network diagram showing correlations between cyanobacterial taxa. Microcystis forms a cluster, Pseudanabaena and Dolichospermum form a cluster, and Cyanobium forms a cluster.

Network diagram showing correlations between cyanobacterial taxa. Microcystis forms a cluster, Pseudanabaena and Dolichospermum form a cluster, and Cyanobium forms a cluster.

I am having fun with networks!

15.01.2026 20:24 โ€” ๐Ÿ‘ 3    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

I feel like I can use more classical/macroecology methods of calculating correlations/networks, but still want to control for false discovery rate. I'm having difficulty finding ideas/examples since most microbe-tools assume compositionality. Ideas? (2/2)

15.01.2026 16:45 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Ecologists ๐Ÿ—ฃ๏ธ
I want to study cooccurence of abundant ASVs (~1000) with a subset of abundant ASVs (~100). Tons of tools for this, with a specific corrections for sparsity and compositionality. But my data aren't sparse (all have high prevalence) nor compositional (absolute-abundance corrected). (1\2)

15.01.2026 16:45 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Oglala Siouxย Tribe accuses federal authorities of treaty violation after four members detained by ICE โ€œMembers of the Oglala Sioux Tribe are United States citizens. We are the first Americans.โ€

The Department of Homeland Security is refusing to release information on 3 detained Oglala Lakota tribal members who are being held at Fort Snelling, a former concentration camp for Native people, unless the tribe enters into an immigration agreement with ICE.

15.01.2026 04:05 โ€” ๐Ÿ‘ 929    ๐Ÿ” 657    ๐Ÿ’ฌ 35    ๐Ÿ“Œ 115
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Donate to Support for Renee Goodโ€™s wife and son, organized by Mattie Weiss Please support the wife and son of Renee Good as they grapple with the devastating โ€ฆ Mattie Weiss needs your support for Support for Renee Goodโ€™s wife and son

This is a vetted fundraiser for the family of Renee Good, the woman who was killed by ICE in Minneapolis.

www.gofundme.com/f/support-fo...

08.01.2026 02:29 โ€” ๐Ÿ‘ 13522    ๐Ÿ” 8912    ๐Ÿ’ฌ 212    ๐Ÿ“Œ 244

Latest work on the Diadema pathogen and its seasonal occurrence at a time series site

08.01.2026 13:39 โ€” ๐Ÿ‘ 6    ๐Ÿ” 3    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Rarefaction is better than robust Aitchison PCA and other compositional data analysis methods at controlling for uneven sequencing effort Amplicon sequencing typically results in a wide distribution in the number of sequences obtained from each sample. How best to account for this variation has been a persistent problem in the microbial...

New paper up on bioRxiv! This is my third and hopefully final paper on rarefaction. It's still better than the other available methods.

www.biorxiv.org/content/10.6...

07.01.2026 18:58 โ€” ๐Ÿ‘ 38    ๐Ÿ” 16    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1
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We are recruiting several PhD students. If you are interested in conservation conflicts, population ecology, quantitative ecology, or biodiversity, check these projects out (links in the thread, feel free to reach out):

28.12.2025 23:35 โ€” ๐Ÿ‘ 47    ๐Ÿ” 50    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 3

The sporulation phosphorelay protein Spo0B is membrane localized in Paenibacillus! The transmembrane domain appears to increase interaction with relay partners. Congrats to former lab undergrad @isabellalin.bsky.social and her grad mentor @cassidyprints.bsky.social

journals.asm.org/doi/10.1128/...

30.12.2025 13:50 โ€” ๐Ÿ‘ 25    ๐Ÿ” 16    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1

This work was also our first time doing membrane localization (way to go Cassidy)! And so proud of Bellaโ€™s gorgeous Paenibacillus tree showing the distribution of the transmembrane containing Spo0B! Also itโ€™s the labโ€™s first paper without ribosomes ๐Ÿซจ, but donโ€™t worry - the ribosomes made the Spo0B!

30.12.2025 14:01 โ€” ๐Ÿ‘ 28    ๐Ÿ” 7    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Looking for advice: weโ€™re trying to extract HMW DNA from PES filters, so no bead beating. Pretty low biomass. Troubleshooting phenol-chloroform extractions right now but would love any advice or protocols if people are willing to share!

16.12.2025 13:44 โ€” ๐Ÿ‘ 2    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Love aquatic research, teaching, and outreach? Want to join us at our terrific field station and live on Yellow Bay, Montana? University of Montana seeks a new Director for Flathead Lake Biological Station. Position details here: apply.interfolio.com/178916

12.12.2025 21:00 โ€” ๐Ÿ‘ 38    ๐Ÿ” 30    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 2

5. Mortadella shortbreads - look fabulous, but overwhelmingly almond-y
6. Popcorn Candy Cookies - bad, popcorn adds nothing
7. Brown/Butter Peanut Cookies - dried very hard, too many nuts, worse than a normal peanut butter cookie.

12.12.2025 12:20 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

My family split it up and baked all of the NYT cookie week cookies. Here are our rankings, if helpful:
1. Dark 'n' Stormy - showstoppers, delicious
2. Vietnamese Coffee Brownies - tasty and easy
3. Coconut Snowballs - yummy and colorful
4. Creme de Menthe - okay flavor, not favorite texture
cont...

12.12.2025 12:20 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Something I always do immediately, but annoying that you canโ€™t set it for all plots as a theme default!

09.12.2025 18:34 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Very cool work!

09.12.2025 14:52 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

This is a great, intuitive idea! I'll test some things out :)

04.12.2025 21:30 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0