Earth retains “memories” billions of years old - not in neurons as humans do, but as chemical fingerprints deposited by living organisms.
These records are held within rocks and sedimentary layers transformed over vast spans of time by heat, pressure and ageing. As rocks were altered deep in the crust, many of the earliest indications of life were erased.
Even so, researchers are still hunting for the subtle signals that endured. A new study has identified chemical evidence of biology in rocks more than 3.3 billion years old.
The findings indicate that oxygen-producing photosynthesis may have emerged much earlier than previously anticipated.
The researchers combined modern chemical techniques with artificial intelligence to decipher chemical messages deposited by the earliest organisms.
Those messages survive as tiny molecular pieces, which can remain long after the original cells and biomolecules have disappeared.
Signs of early life in Earth’s rocks
The team taught machine-learning systems to assess the chemical profiles of a broad range of organic materials. The systems learned to recognise molecular patterns produced by life that do not arise through non-biological processes.
After this training, the systems assessed ancient rocks and found signals consistent with life, including in specimens more than three billion years old.
The research indicates that life created a more resilient chemical record than had been assumed. Such traces remain as weak patterns within rocks that have been extensively altered.
Earlier models were unable to interpret many of these signals. Building on expanding research that combines chemical information with artificial intelligence, the new approach offers a broader view of early Earth.
Previous studies established that organic matter created by life has molecular patterns distinct from material produced by non-biological chemistry. This work develops that principle using a wider sample set and a stronger model.
Finding fossils through chemicals
Katie Maloney, a scientist at Michigan State University, took part in the project. Her research focuses on early complex organisms and ancient ecosystems.
Maloney supplied unusual seaweed fossils from Canada that are one billion years old. They are among the oldest known seaweeds from an era when nearly all life was microscopic.
“Ancient rocks are full of interesting puzzles that tell us the story of life on Earth, but a few of the pieces are always missing,” Maloney said.
“Pairing chemical analysis and machine learning has revealed biological clues about ancient life that were previously invisible.”
Her specimens helped demonstrate that the technique functions for very ancient fossils as well as more recent ones. The fossils contain organic remnants that continue to reflect the characteristics of the organisms that once inhabited them.
Biological patterns of Earth’s first life
The study centred on detailed assessment of more than 400 samples. These included modern plants and animals, fossil microbes and plants, meteorites, ancient sedimentary rocks and synthetic materials.
Each specimen was analysed with pyrolysis gas chromatography and mass spectrometry, a technique that separates organic matter into numerous small fragments for examination.
Artificial intelligence subsequently assessed these fragments. The models distinguished biological material from non-biological material with high accuracy.
They also detected characteristics associated with metabolism, including signals from both photosynthetic and non-photosynthetic organisms.
The findings show that fragmented and degraded molecular residues can still preserve a distinctive biological pattern. Although heat, pressure and chemical alteration frequently destroy complete biomolecules, patterns across many fragments can nevertheless reveal that life was present.
Different types of organic matter
Several samples over three billion years old showed strong signals of biological origin, the team found.
Certain specimens resemble microbial material, while others have clear connections to early photosynthetic life. The discovery moves evidence for oxygen-producing photosynthesis back by almost a billion years.
The technique can also tell biological organic matter apart from organic matter derived from meteorites. This matters because ancient rocks may contain both forms. Being able to separate them has considerable promise for future space missions.
Scientists must establish whether a rock from Mars or another world once contained living organisms, or merely non-biological carbon delivered from space.
“Ancient life leaves more than fossils; it leaves chemical echoes,” said Dr. Robert Hazen. “Using machine learning, we can now reliably interpret these echoes for the first time.”
Patterns across eras
Taken together, the results reveal a trend across Earth’s history. Younger rocks have pronounced biological signatures, whereas older rocks show fainter yet still identifiable biological signals.
This reduction probably results from greater molecular damage over time. It could also be due to the presence of some non-biological organic matter in the oldest specimens.
Nevertheless, the central finding stands: many Paleoarchean samples retain patterns indicative of life.
The results are consistent with earlier studies of early life based on morphology and isotopes. This method provides chemical support for those existing lines of evidence.
Together, the evidence indicates that early Earth supported a diverse microbial world well before complex organisms evolved.
Earth aids the search for alien life
“This innovative technique helps us to read the deep time fossil record in a new way,” said Maloney. “This could help guide the search for life on other planets.”
The approach may shortly incorporate further data types. The researchers intend to include isotope ratios, Raman spectra, infrared spectra and morphological information.
These additions could expose still deeper details about early life. They may also assist with identifying non-oxygen-based photosynthesis and other ancient metabolic processes.
The long-term objective is straightforward: scientists aim to learn how life originated, how it evolved through deep time and how it can be recognised on distant worlds.
The new findings demonstrate that even Earth’s oldest rocks retain chemical memories of early life - and that these memories are now clearer than ever before.
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