Cited by 54Photoacoustic and Ultrasonic ImagingPhysiological and biochemical adaptationsComparative Animal Anatomy Studies

Glassfrogs conceal blood in their liver to maintain transparency

Open access
Taboada, Carlos, Delia, Jesse, Chen, Maomao, Ma, Chenshuo, Peng, Xiaorui, Zhu, Xiaoyi, Jiang, Laiming, Vu, Tri +4 more·2022·Science

Abstract

Transparency in animals is a complex form of camouflage involving mechanisms that reduce light scattering and absorption throughout the organism. In vertebrates, attaining transparency is difficult because their circulatory system is full of red blood cells (RBCs) that strongly attenuate light. Here, we document how glassfrogs overcome this challenge by concealing these cells from view. Using photoacoustic imaging to track RBCs in vivo, we show that resting glassfrogs increase transparency two- to threefold by removing ~89% of their RBCs from circulation and packing them within their liver. Vertebrate transparency thus requires both see-through tissues and active mechanisms that “clear” respiratory pigments from these tissues. Furthermore, glassfrogs’ ability to regulate the location, density, and packing of RBCs without clotting offers insight in metabolic, hemodynamic, and blood-clot research.

AI snapshot

Written from the paper’s full text.

TL;DR

Glassfrogs maintain transparency while sleeping by removing most red blood cells from circulation and packing them in their liver, then releasing them during activity. This active blood concealment increases light transmission two- to threefold and suggests mechanisms relevant to hemodynamics and clotting research.

Key findings

  • Sleeping *Hyalinobatrachium fleischmanni* transmitted 34 to 61% more light than awake, calling, exercised, or anesthetized states, while RBC signal in abdominal and thigh skin/muscle vasculature decreased on average by 89% during rest.
  • RBCs were largely restricted to the liver during sleep: liver RBC signal declined on average by 83% after exercise and reaggregated after recovery, and liver volume increased on average by 40% while packed with RBCs.
  • Oxygenated hemoglobin in circulation was on average 96.6% lower at rest than after exercise, with sO2 decreasing on average by 31% during sleep; only 3.4% of total hemoglobin was oxygen-bound in the transparent state.
  • In three opaque tropical frog species, circulating RBCs decreased on average by 12% or less while resting, versus 89% in glassfrogs, and *Allophryne ruthveni* showed no significant liver volume change between activity levels.

Methods

  • Calibrated color photography measured transparency repeatedly in 11 glassfrogs across sleeping, awake, calling, post-exercise, and anesthetized states; optical spectroscopy measured diffuse reflectance and transmittance in 13 individuals while sleeping and after induced exercise.
  • Photoacoustic microscopy (PAM) tracked RBCs in vivo without contrast agents: whole-body imaging in three sleeping and anesthetized frogs, high-resolution liver imaging in 12 individuals, and skin/muscle imaging in 13 glassfrogs; histology examined liver sinusoids.
  • High-frequency ultrasound tomography repeatedly measured liver volume in 10 glassfrogs and 8 *Allophryne ruthveni*; high-resolution PAM also compared RBC perfusion across three opaque tropical frog species.

Limitations

  • The paper states that transparency is easily lost in death, stress, anesthesia, and most euthanasia methods, requiring strict in vivo imaging; whole-body PAM required hours of scanning and could not capture exercise-level perfusion.
  • Evident from the text: the main physiological experiments focus heavily on *H. fleischmanni*, with limited comparative sampling of other species, and the proposed metabolic and clotting implications are framed as likely or potential rather than directly demonstrated.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1126/science.abl6620

Cites

66 of 66 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

4 of 26 cited sources checked · 1 supported · 1 flagged · accuracy not yet measured

  • Findingown data

    While sleeping, glassfrogs transmitted on average 34 to 61% more light compared to all other conditions.

    “While sleeping, glassfrogs transmitted on average 34 to 61% more light compared to all other conditions (post hoc comparisons P < 0.0001)”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Calibrated color photography measurements of light transmittance accurately reflect the frog's transparency and camouflage.
  • Findingown data

    Resting glassfrogs increase transparency two- to threefold.

    “resting glassfrogs increase transparency two- to threefold”
    • Also stated in: § Abstract · plain
      “We found that blood storage increases transparency two- to threefold”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Calibrated color photography measurements of light transmittance accurately reflect the frog's transparency and camouflage.
  • Findingown data

    Spectral changes between states show a clear and strong hemoglobin signal primarily attributed to increased absorption by both oxy- and deoxyhemoglobin.

    “we found a clear and strong hemoglobin signal that was primarily attributed to increased absorption by both oxy- and deoxyhemoglobin”
    Quote in the paperSubstantial claim
  • Findingown data

    Glassfrogs' entire body can be imaged with cellular resolution to capture natural hemodynamic processes without restraint or contrast agents.

    “Their entire body can be imaged with cellular resolution to capture natural hemodynamic processes without restraint or contrast agents (movie S5).”
    Quote in the paperSubstantial claim
  • Findingown data

    Just 3.4% of glassfrogs' total hemoglobin is bound with oxygen during the transparent state.

    “Just 3.4% of their total hemoglobin is bound with oxygen during this transparent state”
    Quote in the paperSubstantial claim
  • May combine two claims. 14
  • Classified as probably not a substantial claim. 4
  • May combine two claims.

    Premisecitation

    Transparent tetrapod models are basically unpigmented mutants that are not transparent.

    “Furthermore, transparent tetrapod models are basically unpigmented mutants that are not transparent [e.g., (30–32)].”
    Quote in the paperSubstantial claim2 of 3 sources checked
    • cites [30] Nakajima K, Shimamura M, Furuno N, Dev. Dyn 250, 1420– 1431 (2021). 33760303 source

      The Results and Discussion describe this paper’s slc2a7-knockout frog as lacking yellow pigment; they present a see-through frog as a future goal, supporting this mutant as an example of a pigmentation mutant that is not yet transparent. But the Introduction also describes genuinely transparent frogs and virtually transparent mutant embryos, so the paper does not support the categorical claim that transparent tetrapod models are not transparent. The indexed passages provide section labels but no page numbers. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
    • cites [31] Sumida M, Sci. Rep 6, 24431 (2016). 27080918 PMC4832234 source

      The paper supports the color-mutant aspect, but contradicts the claim that the resulting tetrapod model is not transparent. The Results (‘Creation of see-through frogs’) report translucent skin and visible internal organs; the Discussion qualifies this by saying the frogs appear pale dorsally but are almost transparent ventrally, not completely see-through. (LLM, conf=0.88)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites [32] Castroviejo-Fisher S, De la Riva I, Vila C, Nature 449, 972 (2007). 17960213 source
  • Classified as probably not a substantial claim.

    Premisecitation

    Transparency in animals is a complex form of camouflage involving mechanisms that reduce light scattering and absorption throughout the organism.

    “Transparency in animals is a complex form of camouflage involving mechanisms that reduce light scattering and absorption throughout the organism.”
    • Also stated in: § Abstract · plain
      “In contrast to other forms of camouflage, transparency requires complex specializations that minimize light scattering and absorption throughout the entire animal (2–4).”
    Quote in the paperSubstantial claim1 of 4 sources checked
    • cites [1] Johnsen S, Biol. Bull 201, 301– 318 (2001). 11751243 source
    • cites [2] Johnsen S, Widder EA, J. Theor. Biol 199, 181– 198 (1999). 10395813 source
    • cites [3] Zueva L, Microsc. Microanal 22, 379– 386 (2016). 26926795 PMC4940978 source

      The Introduction (page unavailable) says tissue is transparent when it neither absorbs nor scatters light and discusses how cellular structures affect scattering. But the paper concerns transparent eye cells, not transparency as camouflage or mechanisms operating throughout an animal’s body. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
    • cites [4] Bagge LE, Kinsey ST, Gladman J, Johnsen S, J. Exp. Biol 220, 4225– 4233 (2017). 29141882 source
  • Classified as probably not a substantial claim.

    Interpretationcitation

    Concentrating RBCs in this fashion would presumably require biochemical factors and/or physical modifications that ultimately interact with clotting factors.

    “Concentrating RBCs in this fashion would presumably require biochemical factors and/or physical modifications (e.g., structural changes of packed RBCs) that ultimately interact with clotting factors (28).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [28] Cines DB, Blood 123, 1596– 1603 (2014). 24335500 PMC3945867 source
  • May combine two claims.

    Findingown data

    While frogs were asleep, circulating RBCs decreased by 80 to 90% and RBC signal was largely restricted to the liver.

    “While frogs were asleep, circulating RBCs decreased by 80 to 90% and RBC signal was largely restricted to the liver”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    RBCs are aggregated in the liver while frogs rest, flow out of the liver and back into the vasculature during exercise, and reaggregate in the liver after recovery.

    “we repeatedly imaged the liver of 12 individuals and found that RBCs are aggregated in this organ while frogs rest, flow out of the liver and back into the vasculature during exercise, and then reaggregate in the liver after recovery”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Within seconds after exercise, leaf-like dorsal reflectance changed markedly and light transmittance dropped two- to threefold across the visible spectrum.

    “Within seconds after exercise, their leaf-like dorsal reflectance changed markedly and light transmittance dropped two- to threefold across the visible portion of the spectrum”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Sleeping frogs circulate plasma with sparse RBCs, and RBC concentration increased sharply as they awoke.

    “we observed that sleeping frogs circulate plasma with sparse RBCs, and that RBC concentration increased sharply as they awoke”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    RBC signal in the liver declined on average by 83% after exercise and then increased by similar levels after recovery.

    “RBC signal in the liver declined on average by 83% alter exercise and then again increased by similar levels after recovery”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    H. fleischmanni heart, liver, and digestive organs are within mirrored sacs that contain reflective guanine crystals and attenuate over 80% of incident visible light.

    “H. fleischmanni heart, liver, and digestive organs are within mirrored sacs that contain reflective guanine crystals and attenuate over 80% of the incident visible light”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [16] Cisneros-Heredia DF, Mcdiarmid RW, Zootaxa 1572, 1– 82 (2007).

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Findingown data

    A clear and strong hemoglobin signal was evident in attenuation spectra for exercised frogs (Q-band 500 to 600 nm), whereas the hemoglobin signal was barely detectable while they were sleeping.

    “A clear and strong hemoglobin signal was evident in attenuation spectra for exercised frogs (hemoglobin Q-band 500 to 600 nm), whereas the hemoglobin signal was barely detectable while they were sleeping”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Glassfrogs store 82 to 93% of their RBCs while sleeping at temperatures at least as high as 25° to 27°C, and then mobilize them nightly during activity.

    “Notably, glassfrogs store 82 to 93% of their RBCs while sleeping at temperatures at least as high as 25° to 27°C, and then mobilize them nightly during activity.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The temperature range 25° to 27°C is representative of glassfrog active and sleep conditions.
  • May combine two claims.

    Findingown data

    Increases in light transmittance closely corresponded with a decrease in relative RBC signal over time; frogs recovered baseline transparency within ~60 min after exercise.

    “Increases in light transmittance closely corresponded with a decrease in relative RBC signal over time—frogs recovered baseline levels of transparency within ~60 min after exercise.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Glassfrogs likely exhibit depressed metabolic activity or nonoxidative metabolic processes.

    “indicating that glassfrogs likely exhibit depressed metabolic activity or nonoxidative metabolic processes”
    Quote in the paperSubstantial claim0 of 5 sources checked
    • cites [21] Frangioni G, Borgioli G, J. Zool 230, 483– 493 (1993).

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [22] Frangioni G, Borgioli G, J. Zool 234, 601– 611 (1994).

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [23] Storey KB, Storey JM, Q. Rev. Biol 65, 145– 174 (1990). 2201054 source
    • cites [24] Park TJ, Science 356, 307– 311 (2017). 28428423 source
    • cites [25] Bickler PE, Buck LT, Annu. Rev. Physiol 69, 145– 170 (2007). 17037980 source
  • Classified as probably not a substantial claim.

    Premisenone given

    Measuring the cardiovascular physiology of vertebrates in vivo is challenging and has been largely limited to anesthetized, restrained, and/or surgically altered animals.

    “Measuring the cardiovascular physiology of vertebrates in vivo is challenging and has been largely limited to anesthetized, restrained, and/or surgically altered animals.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Glassfrogs may be particularly useful for blood-clot research.

    “Glassfrogs may be particularly useful for blood-clot research.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Transparency camouflage in complex animals requires physiological specializations that can remove respiratory pigments from transparent tissue, as well as those that compensate for the resulting respiratory constraint.

    “Taken together, transparency camouflage in complex animals requires physiological specializations that can remove respiratory pigments from transparent tissue, as well as those that compensate for the resulting respiratory constraint.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    By 18°C, Pelophylax esculentus liver no longer stores RBCs; all are in circulation, owing to temperature effects on cell respiration.

    “However, by 18°C their liver no longer stores RBCs; all are in circulation, owing to temperature effects on cell respiration.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [21] Frangioni G, Borgioli G, J. Zool 230, 483– 493 (1993).

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites [22] Frangioni G, Borgioli G, J. Zool 234, 601– 611 (1994).

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    Glassfrogs may provide a solution to challenges in in vivo physiology research and offer insight into biological mechanisms of vertebrate transparency.

    “Glassfrogs may provide a solution to these challenges and offer insight into biological mechanisms of vertebrate transparency.”
    Quote in the paperSubstantial claim
18 of 18
  • The paper relies on this without support.

    The three opaque frog species are valid nontransparent comparators for assessing whether high RBC storage is specific to glassfrogs.

    “We compared RBC perfusion between states for three species from three tropical families of opaque, arboreal frogs using high-resolution PAM”
  • The paper relies on this without support.

    The absence of observed thrombotic events in glassfrogs indicates they do not trigger clotting when packing RBCs.

    “without triggering vaso-occlusive or clotting (thrombotic) events”
  • The paper relies on this without support.

    Calibrated color photography measurements of light transmittance accurately reflect the frog's transparency and camouflage.

    “We used calibrated color photography to measure transparency of 11 frogs repeatedly”
  • The paper relies on this without support.

    The liver volume increase reflects RBC packing.

    “To quantify changes in liver size associated with RBC packing”
  • The paper relies on this without support.

    The temperature range 25° to 27°C is representative of glassfrog active and sleep conditions.

    “while sleeping at temperatures at least as high as 25° to 27°C”
5 of 5

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. J. Villa, C. E. Valerio-Gutiérrez, Red, white and brown! Preliminary observations on the color of the centrolenid tadpole (Amphibia: Anura: Centrolenidae). Rojo, blanco y pardo! Observaciones preliminares sobre el color de los renacuajos centrolénidos (Amphibia: Anura: Centrolenidae). Brenesia 19, 1–16 (1982).

Cited by

Sorted by citations

Authors
Taboada, C., Delia, J., Chen, M., Ma, C., Peng, X., Zhu, X., Jiang, L., Vu, T., Zhou, Q., Yao, J., O’Connell, L., & Johnsen, S.
Affiliations
  • Duke University (US)
  • American Museum of Natural History (US)
  • University of Southern California (US)
  • Stanford University (US)
Corresponding author
  • Taboada, Carlos
  • Delia, Jesse
  • Chen, Maomao
  • Yao, Junjie
Venue
Science
Published
2022-12-23
Volume
378
Issue
6626
Pages
1315-1320
ISSN
  • 0036-8075 (ISSN-L)
  • 1095-9203
OpenAlex
W4312190854
Cited by
54
References
65
Citations by year
2026: 14 · 2025: 18 · 2024: 12 · 2023: 9 · 2022: 1
FWCI
2.90
Type
journal article
Language
en
Open access
Locations
  • Science (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • National Institutes of Health (1rf1ns115581-01)
  • National Institute of Neurological Disorders and Stroke (RF1 NS115581, R01NS111039)
  • National Institute of Biomedical Imaging and Bioengineering (R01EB028143)
Topics
  • Physical Sciences › Engineering › Biomedical Engineering › Photoacoustic and Ultrasonic Imaging
  • Physical Sciences › Environmental Science › Ecology › Physiological and biochemical adaptations
  • Health Sciences › Medicine › Urology › Comparative Animal Anatomy Studies
Keywords
glassfrogs, transparency, camouflage, erythrocytes, liver, blood storage, light scattering, photoacoustic imaging, hematology, coagulation, hemodynamics, respiratory pigments
MeSH terms
Biological Mimicry, Animals, Anura, Blood Coagulation, Erythrocyte Count, Erythrocytes, Hemodynamics, Liver, Optical Phenomena

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